scsig is an R package to perform single cell RNAseq data analysis. Main advantages: 1. standard single cell pipeline: standard_sc() 2. doublet detection: doublet_detect() 3. easy dimension plot: dong_dimplot() 4. find marker genes of clusters: dong_find_markers() 5. training cell annotation model for reference: training_scRef() 6. identifying tumor cells: copykat_plus
The package is not yet on CRAN. You can install from Github:
Main documentation is on the scsig
function in the package:
library('scsig')
library('IOBR')
library('mydb')
library('Seurat')
#' for-single-cell-data-derived-from-10X-genomics
data_path<-"E:/03-NSCLC/13-NSCLC-scRNA-Immunotherapy/3-Data/1-sc-data/1-eset/TIA2/filtered_feature_bc_matrix"
help(standard_sc)
#> 打开httpd帮助服务器… 好了
sce<-standard_sc(eset = NULL,
file_type = "10X",
data_path = data_path,
project = "TIA2",
nPCs = 30,
res = 1,
verbose = FALSE,
index = 1, #default resolution
plot = TRUE,
minFeature = 20, #filtering option
cutoff_percent_mt = 25,
minCount = 10,
findmarkers = FALSE,
already_normalized = FALSE,
save_path = "./test")
#> Warning: Feature names cannot have underscores ('_'), replacing with dashes
#> ('-')
#> An object of class Seurat
#> 60623 features across 2059 samples within 1 assay
#> Active assay: RNA (60623 features, 0 variable features)
#> >>>>=== Palette option for random: 1: palette1; 2: palette2; 3: palette3; 4: palette4
#> [1] "'#5f75ae', '#64a841', '#e5486e', '#de8e06', '#b5aa0f', '#7ba39d', '#b15928', '#6a3d9a', '#cab2d6', '#374E55FF', '#00A1D5FF', '#6A6599FF', '#80796BFF', '#e31a1c', '#fb9a99', '#1f78b4', '#a6cee3', '#008280FF', '#3C5488FF', '#8F7700FF', '#666666', '#A20056FF', '#fdbf6f', '#E78AC3', '#b2df8a', '#386CB0', '#CD534CFF', '#008B45FF', '#7AA6DCFF', '#00A087FF', '#A73030FF', '#631879FF', '#003C67FF'"
#> >>>----- Data will be deposite in E:/18-Github/scsig/./test/
#> [1] ">>>----- Step-1: Quality control"
#> [1] "Mitochondrial genes: "
#> [1] "MT-TF" "MT-RNR1" "MT-TV" "MT-RNR2" "MT-TL1" "MT-ND1" "MT-TI"
#> [8] "MT-TQ" "MT-TM" "MT-ND2" "MT-TW" "MT-TA" "MT-TN" "MT-TC"
#> [15] "MT-TY" "MT-CO1" "MT-TS1" "MT-TD" "MT-CO2" "MT-TK" "MT-ATP8"
#> [22] "MT-ATP6" "MT-CO3" "MT-TG" "MT-ND3" "MT-TR" "MT-ND4L" "MT-ND4"
#> [29] "MT-TH" "MT-TS2" "MT-TL2" "MT-ND5" "MT-ND6" "MT-TE" "MT-CYB"
#> [36] "MT-TT" "MT-TP"
#> Ribosomal genes have been removed
#> species must be one of `human` or `mouse`.
#> Warning: CombinePlots is being deprecated. Plots should now be combined using
#> the patchwork system.
#> >>>------ For cell subset: Default parameters are : minFeature = 2000, minCount = 1000, cutoff_percent_mt = 25
#> >>>------ After filtering cells with low features, low count and high expression of mitochondrial genes
#> An object of class Seurat
#> 60623 features across 1649 samples within 1 assay
#> Active assay: RNA (60623 features, 0 variable features)
#> [1] ">>>------ Step-2: Data normalization and dimension reduction"
#> >>>------ Cell cycle scoring...
#> orig.ident nCount_RNA nFeature_RNA percent.mt percent.rp
#> AAACCTGAGATCACGG-1 TIA2 920 441 3.913043 40.326087
#> AAACCTGGTAGGAGTC-1 TIA2 1164 817 10.395189 1.030928
#> AAACCTGGTGCAGGTA-1 TIA2 599 106 14.357262 2.504174
#> AAACGGGAGGGCTCTC-1 TIA2 3593 453 2.894517 7.180629
#> AAACGGGAGTTCCACA-1 TIA2 889 499 21.034871 13.160855
#> AAACGGGCATCTCGCT-1 TIA2 893 505 21.836506 16.909295
#> S.Score G2M.Score Phase
#> AAACCTGAGATCACGG-1 -0.037260496 -0.033503464 G1
#> AAACCTGGTAGGAGTC-1 -0.068185303 -0.083362112 G1
#> AAACCTGGTGCAGGTA-1 -0.008520917 -0.001408458 G1
#> AAACGGGAGGGCTCTC-1 -0.018726516 -0.018105992 G1
#> AAACGGGAGTTCCACA-1 -0.031509755 0.011596915 G2M
#> AAACGGGCATCTCGCT-1 0.032450378 0.056456534 G2M
#> ------------------------------------------------------
#> [1] ">>>------ Step-3: Find clusters"
#> Computing nearest neighbor graph
#> Computing SNN
#> Resolution is 0.4
#> >>>-- Findclusters when resolution = RNA_snn_res.0.4 ...
#> 0 1 2 3 4 5 6 7
#> 497 274 238 175 147 134 114 70
#> Resolution is 0.8
#> >>>-- Findclusters when resolution = RNA_snn_res.0.8 ...
#> 0 1 2 3 4 5 6 7 8 9 10
#> 296 208 200 175 147 144 133 131 114 71 30
#> Resolution is 1.2
#> >>>-- Findclusters when resolution = RNA_snn_res.1.2 ...
#> 0 1 2 3 4 5 6 7 8 9 10 11 12 13
#> 285 210 174 145 144 135 114 105 71 69 63 62 42 30
#> Resolution is 1.6
#> >>>-- Findclusters when resolution = RNA_snn_res.1.6 ...
#> 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
#> 230 146 144 144 133 120 117 114 105 71 69 63 62 59 42 30
#> Resolution is 2
#> >>>-- Findclusters when resolution = RNA_snn_res.2 ...
#> 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
#> 227 146 144 121 120 117 114 105 104 71 69 62 62 58 57 42 30
#> Scale for 'edge_colour' is already present. Adding another scale for
#> 'edge_colour', which will replace the existing scale.
#> >>>-- Findclusters when resolution = RNA_snn_res.1 ...
#> 0 1 2 3 4 5 6 7 8 9 10 11 12
#> 288 208 175 147 147 144 133 114 71 69 62 61 30
#> >>>-- These results will be used to draw dimension plot....
#> ------------------------------------------------------
#> Warning: The following arguments are not used: do.fast
#> Warning: The default method for RunUMAP has changed from calling Python UMAP via reticulate to the R-native UWOT using the cosine metric
#> To use Python UMAP via reticulate, set umap.method to 'umap-learn' and metric to 'correlation'
#> This message will be shown once per session
#> ------------------------------------------------------
#> >>> Processing method:: pca
#> >>> Processing group:: Phase
#> >>>>Options for `theme`: light, bw, classic and classic2
#> >>>>Options for 'legend.position' : none, left, right, bottom, top
#> >>>>Options for 'legend.direction' : horizontal, vertical
#> ------------------------------------------------------
#> >>> Processing method:: tsne
#> >>> Processing group:: Phase
#> >>>>Options for `theme`: light, bw, classic and classic2
#> >>>>Options for 'legend.position' : none, left, right, bottom, top
#> >>>>Options for 'legend.direction' : horizontal, vertical
#> ------------------------------------------------------
#> >>> Processing method:: umap
#> >>> Processing group:: Phase
#> >>>>Options for `theme`: light, bw, classic and classic2
#> >>>>Options for 'legend.position' : none, left, right, bottom, top
#> >>>>Options for 'legend.direction' : horizontal, vertical
#' for-single-cell-data-with-raw-count-as-input--------------------------------
data("sc_tnbc")
sce_tnbc<-standard_sc(eset = sc_tnbc,
file_type = "10X",
data_path = NULL,
project = "TNBC",
nPCs = 30,
res = 1,
verbose = FALSE,
index = 1,
plot = TRUE,
minFeature = 20,
minCount = 10,
findmarkers = FALSE, # set to TRUE if user want to identify marker genes of each clusters
already_normalized = FALSE,
save_path = "./test")
#> An object of class Seurat
#> 33694 features across 1097 samples within 1 assay
#> Active assay: RNA (33694 features, 0 variable features)
#> >>>>=== Palette option for random: 1: palette1; 2: palette2; 3: palette3; 4: palette4
#> [1] "'#5f75ae', '#64a841', '#e5486e', '#de8e06', '#b5aa0f', '#7ba39d', '#b15928', '#6a3d9a', '#cab2d6', '#374E55FF', '#00A1D5FF', '#6A6599FF', '#80796BFF', '#e31a1c', '#fb9a99', '#1f78b4', '#a6cee3', '#008280FF', '#3C5488FF', '#8F7700FF', '#666666', '#A20056FF', '#fdbf6f', '#E78AC3', '#b2df8a', '#386CB0', '#CD534CFF', '#008B45FF', '#7AA6DCFF', '#00A087FF', '#A73030FF', '#631879FF', '#003C67FF'"
#> >>>----- Data will be deposite in E:/18-Github/scsig/./test/
#> [1] ">>>----- Step-1: Quality control"
#> [1] "Mitochondrial genes: "
#> [1] "MT-ND1" "MT-ND2" "MT-CO1" "MT-CO2" "MT-ATP8" "MT-ATP6" "MT-CO3"
#> [8] "MT-ND3" "MT-ND4L" "MT-ND4" "MT-ND5" "MT-ND6" "MT-CYB"
#> Ribosomal genes have been removed
#> species must be one of `human` or `mouse`.
#> Warning: CombinePlots is being deprecated. Plots should now be combined using
#> the patchwork system.
#> >>>------ For cell subset: Default parameters are : minFeature = 2000, minCount = 1000, cutoff_percent_mt = 25
#> >>>------ After filtering cells with low features, low count and high expression of mitochondrial genes
#> An object of class Seurat
#> 33694 features across 1097 samples within 1 assay
#> Active assay: RNA (33694 features, 0 variable features)
#> [1] ">>>------ Step-2: Data normalization and dimension reduction"
#> >>>------ Cell cycle scoring...
#> orig.ident nCount_RNA nFeature_RNA percent.mt percent.rp
#> AAACCTGCACCTTGTC TNBC 13976 3590 16.463938 10.997424
#> AAACGGGAGTCCTCCT TNBC 8732 2629 5.817682 9.757215
#> AAACGGGTCCAGAGGA TNBC 17138 4166 10.228731 9.738593
#> AAAGATGCAGTTTACG TNBC 9519 1703 5.200126 16.482824
#> AAAGCAACAGGAATGC TNBC 10285 2778 18.395722 13.349538
#> AAAGCAATCGGAATCT TNBC 8436 2822 16.797060 5.263158
#> S.Score G2M.Score Phase
#> AAACCTGCACCTTGTC 0.07723506 0.42077041 G2M
#> AAACGGGAGTCCTCCT -0.07738382 -0.13026069 G1
#> AAACGGGTCCAGAGGA -0.03538864 -0.09533497 G1
#> AAAGATGCAGTTTACG -0.04374442 -0.09006494 G1
#> AAAGCAACAGGAATGC -0.07575323 -0.07794991 G1
#> AAAGCAATCGGAATCT 0.12829573 0.35263693 G2M
#> ------------------------------------------------------
#> [1] ">>>------ Step-3: Find clusters"
#> Computing nearest neighbor graph
#> Computing SNN
#> Resolution is 0.4
#> >>>-- Findclusters when resolution = RNA_snn_res.0.4 ...
#> 0 1 2 3 4 5
#> 434 303 230 55 54 21
#> Resolution is 0.8
#> >>>-- Findclusters when resolution = RNA_snn_res.0.8 ...
#> 0 1 2 3 4 5 6 7 8 9
#> 281 180 168 153 136 54 49 28 27 21
#> Resolution is 1.2
#> >>>-- Findclusters when resolution = RNA_snn_res.1.2 ...
#> 0 1 2 3 4 5 6 7 8 9 10 11
#> 214 167 149 136 117 91 71 54 28 27 22 21
#> Resolution is 1.6
#> >>>-- Findclusters when resolution = RNA_snn_res.1.6 ...
#> 0 1 2 3 4 5 6 7 8 9 10 11 12 13
#> 169 148 143 116 91 78 65 65 54 49 43 28 27 21
#> Resolution is 2
#> >>>-- Findclusters when resolution = RNA_snn_res.2 ...
#> 0 1 2 3 4 5 6 7 8 9 10 11 12 13
#> 166 148 142 113 93 78 68 66 54 49 44 28 27 21
#> Scale for 'edge_colour' is already present. Adding another scale for
#> 'edge_colour', which will replace the existing scale.
#> >>>-- Findclusters when resolution = RNA_snn_res.1 ...
#> 0 1 2 3 4 5 6 7 8 9 10
#> 219 180 168 148 136 67 54 49 28 27 21
#> >>>-- These results will be used to draw dimension plot....
#> ------------------------------------------------------
#> Warning: The following arguments are not used: do.fast
#> ------------------------------------------------------
#> >>> Processing method:: pca
#> >>> Processing group:: Phase
#> >>>>Options for `theme`: light, bw, classic and classic2
#> >>>>Options for 'legend.position' : none, left, right, bottom, top
#> >>>>Options for 'legend.direction' : horizontal, vertical
#> ------------------------------------------------------
#> >>> Processing method:: tsne
#> >>> Processing group:: Phase
#> >>>>Options for `theme`: light, bw, classic and classic2
#> >>>>Options for 'legend.position' : none, left, right, bottom, top
#> >>>>Options for 'legend.direction' : horizontal, vertical
#> ------------------------------------------------------
#> >>> Processing method:: umap
#> >>> Processing group:: Phase
#> >>>>Options for `theme`: light, bw, classic and classic2
#> >>>>Options for 'legend.position' : none, left, right, bottom, top
#> >>>>Options for 'legend.direction' : horizontal, vertical
head(sce@meta.data)
#> orig.ident nCount_RNA nFeature_RNA percent.mt percent.rp
#> AAACCTGAGATCACGG-1 TIA2 920 441 3.913043 40.326087
#> AAACCTGGTAGGAGTC-1 TIA2 1164 817 10.395189 1.030928
#> AAACCTGGTGCAGGTA-1 TIA2 599 106 14.357262 2.504174
#> AAACGGGAGGGCTCTC-1 TIA2 3593 453 2.894517 7.180629
#> AAACGGGAGTTCCACA-1 TIA2 889 499 21.034871 13.160855
#> AAACGGGCATCTCGCT-1 TIA2 893 505 21.836506 16.909295
#> S.Score G2M.Score Phase RNA_snn_res.0.4
#> AAACCTGAGATCACGG-1 -0.037260496 -0.033503464 G1 0
#> AAACCTGGTAGGAGTC-1 -0.068185303 -0.083362112 G1 1
#> AAACCTGGTGCAGGTA-1 -0.008520917 -0.001408458 G1 5
#> AAACGGGAGGGCTCTC-1 -0.018726516 -0.018105992 G1 2
#> AAACGGGAGTTCCACA-1 -0.031509755 0.011596915 G2M 4
#> AAACGGGCATCTCGCT-1 0.032450378 0.056456534 G2M 4
#> seurat_clusters RNA_snn_res.0.8 RNA_snn_res.1.2
#> AAACCTGAGATCACGG-1 0 0 0
#> AAACCTGGTAGGAGTC-1 9 7 9
#> AAACCTGGTGCAGGTA-1 6 6 5
#> AAACGGGAGGGCTCTC-1 3 1 3
#> AAACGGGAGTTCCACA-1 4 4 7
#> AAACGGGCATCTCGCT-1 4 4 7
#> RNA_snn_res.1.6 RNA_snn_res.2 RNA_snn_res.1
#> AAACCTGAGATCACGG-1 0 0 0
#> AAACCTGGTAGGAGTC-1 10 10 9
#> AAACCTGGTGCAGGTA-1 4 4 6
#> AAACGGGAGGGCTCTC-1 11 11 3
#> AAACGGGAGTTCCACA-1 8 7 4
#> AAACGGGCATCTCGCT-1 8 7 4
##find marker genes of each clusters
dong_find_markers(sce = sce,
group = "RNA_snn_res.1",
assay = "RNA",
verbose = FALSE,
fig.type = "pdf",
pt.size = 0.5,
cols = "normal",
seed = 54321,
show_col = F,
show_genes = 10,
hwidth = 13,
hheight = 10,
show_plot = T,
path = "./test" )
#> >>>---Assay used to estimation:
#> [1] "RNA"
#> >>> Idents of Seurat object is: RNA_snn_res.1
#>
#> 0 1 10 11 12 2 3 4 5 6 7 8 9
#> 288 208 62 61 30 175 147 147 144 133 114 71 69
#> >>>>=== Palette option for random: 1: palette1; 2: palette2; 3: palette3; 4: palette4
#> p_val avg_log2FC pct.1 pct.2 p_val_adj cluster gene
#> MUCL1 4.850066e-89 1.3742109 0.934 0.353 1.455020e-85 0 MUCL1
#> KRT19 1.162307e-45 0.9584904 0.785 0.336 3.486920e-42 0 KRT19
#> SCGB1B2P 6.709517e-35 0.8905151 0.615 0.273 2.012855e-31 0 SCGB1B2P
#> CD24 1.643154e-25 0.7069346 0.618 0.295 4.929463e-22 0 CD24
#> S100A9 1.116281e-24 0.7610898 0.542 0.278 3.348843e-21 0 S100A9
#> NDUFA4L2 3.263243e-23 0.7086509 0.472 0.227 9.789729e-20 0 NDUFA4L2
#> Scale for 'fill' is already present. Adding another scale for 'fill', which
#> will replace the existing scale.
#> >>> Idents of Seurat object is: RNA_snn_res.1
#>
#> 0 1 10 11 12 2 3 4 5 6 7 8 9
#> 288 208 62 61 30 175 147 147 144 133 114 71 69
#> >>>--- Results of DEs..
#> p_val avg_log2FC pct.1 pct.2 p_val_adj cluster
#> MUCL1 4.850066e-89 1.37421092 0.934 0.353 1.455020e-85 0
#> KRT19 1.162307e-45 0.95849038 0.785 0.336 3.486920e-42 0
#> SCGB1B2P 6.709517e-35 0.89051506 0.615 0.273 2.012855e-31 0
#> CD24 1.643154e-25 0.70693462 0.618 0.295 4.929463e-22 0
#> S100A9 1.116281e-24 0.76108980 0.542 0.278 3.348843e-21 0
#> NDUFA4L2 3.263243e-23 0.70865088 0.472 0.227 9.789729e-20 0
#> CTAG2 3.637440e-14 0.61790849 0.347 0.192 1.091232e-10 0
#> ALDH2 2.310249e-13 0.60080484 0.417 0.268 6.930748e-10 0
#> CXCL14 1.371546e-12 0.56372014 0.281 0.129 4.114637e-09 0
#> KRT18 6.287299e-10 0.49762462 0.319 0.194 1.886190e-06 0
#> IGLV2-14 8.178022e-10 0.07749871 0.701 0.403 2.453406e-06 0
#> S100A8 1.947162e-09 0.52330789 0.358 0.223 5.841486e-06 0
#> KRT8 3.109264e-09 0.43438969 0.337 0.208 9.327793e-06 0
#> IFI27 2.460067e-08 0.38973804 0.469 0.356 7.380201e-05 0
#> FTL 2.587062e-08 0.13363538 0.698 0.483 7.761185e-05 0
#> LTF 3.117178e-07 0.38277629 0.337 0.217 9.351535e-04 0
#> CALML5 1.238215e-05 0.34043085 0.306 0.209 3.714646e-02 0
#> ACSL4 1.766099e-05 0.49008483 0.281 0.207 5.298298e-02 0
#> HBS1L 1.005235e-04 0.35018771 0.337 0.273 3.015706e-01 0
#> ELF3 1.098680e-04 0.28354841 0.274 0.188 3.296040e-01 0
#> IMP4 1.189709e-04 0.44701933 0.267 0.206 3.569127e-01 0
#> KRT7 2.462749e-04 0.31592010 0.278 0.201 7.388247e-01 0
#> KYNU 6.593815e-03 0.28526623 0.257 0.220 1.000000e+00 0
#> KRT191 6.816216e-62 1.26209208 0.923 0.341 2.044865e-58 1
#> KRT81 4.447644e-58 1.17493211 0.683 0.165 1.334293e-54 1
#> MUCL11 8.040062e-54 1.22124093 0.889 0.391 2.412019e-50 1
#> KRT181 2.739457e-53 1.13950374 0.625 0.157 8.218371e-50 1
#> IFI271 1.547075e-51 1.14829532 0.822 0.312 4.641226e-48 1
#> CD241 2.064046e-51 1.13858733 0.832 0.282 6.192139e-48 1
#> AZGP1 5.785393e-50 1.10597260 0.524 0.116 1.735618e-46 1
#> CTAG21 3.171024e-48 1.08540612 0.606 0.163 9.513071e-45 1
#> CRABP1 7.725513e-47 1.09276237 0.389 0.065 2.317654e-43 1
#> LTF1 1.142185e-46 1.01788440 0.649 0.179 3.426555e-43 1
#> CALML51 1.200599e-45 1.05062771 0.611 0.171 3.601796e-42 1
#> HBS1L1 1.161657e-44 1.06892596 0.688 0.226 3.484971e-41 1
#> CLDN3 2.578032e-42 1.00592065 0.495 0.117 7.734096e-39 1
#> SCGB1B2P1 4.163957e-41 1.08867257 0.726 0.276 1.249187e-37 1
#> S100A81 4.647506e-41 1.08095169 0.606 0.194 1.394252e-37 1
#> AL596442.3 5.828141e-41 0.98928302 0.495 0.125 1.748442e-37 1
#> S100A91 1.004272e-40 1.08120098 0.702 0.270 3.012816e-37 1
#> NDUFA4L21 2.730691e-39 0.97045742 0.654 0.214 8.192074e-36 1
#> ALDH21 1.211713e-37 1.00766036 0.649 0.243 3.635139e-34 1
#> MT1G 2.862958e-36 0.98444078 0.365 0.076 8.588873e-33 1
#> KRT71 6.113173e-36 0.93243133 0.543 0.167 1.833952e-32 1
#> SPINT2 9.354338e-34 0.90078972 0.558 0.181 2.806301e-30 1
#> RAB25 1.617259e-33 0.90770577 0.370 0.085 4.851778e-30 1
#> S100A14 2.316431e-33 0.90288058 0.433 0.112 6.949293e-30 1
#> GGCT 2.444057e-33 0.95682349 0.500 0.162 7.332170e-30 1
#> NQO1 2.060994e-32 0.95660480 0.409 0.111 6.182983e-29 1
#> KYNU1 1.668547e-30 0.87520063 0.529 0.183 5.005640e-27 1
#> RBP1 4.952490e-30 0.87805084 0.447 0.137 1.485747e-26 1
#> PRXL2A 8.113824e-30 0.94581319 0.399 0.116 2.434147e-26 1
#> ELF31 4.696801e-29 0.76098431 0.519 0.158 1.409040e-25 1
#> IMP41 3.723713e-28 0.92638955 0.486 0.178 1.117114e-24 1
#> MAGEA4 1.231936e-27 0.83201241 0.380 0.106 3.695809e-24 1
#> PDZK1IP1 1.488591e-27 0.84064263 0.375 0.103 4.465774e-24 1
#> TPD52L1 2.027369e-27 0.84092897 0.337 0.085 6.082108e-24 1
#> EFHD1 2.701298e-27 0.87714349 0.365 0.103 8.103894e-24 1
#> MARCKSL1 2.407136e-26 0.80675794 0.447 0.152 7.221408e-23 1
#> MGST1 1.411167e-24 0.78881859 0.380 0.116 4.233500e-21 1
#> TM2D2 1.796249e-24 0.82202244 0.428 0.151 5.388748e-21 1
#> LY6K 4.882805e-24 0.75180924 0.337 0.094 1.464841e-20 1
#> PERP 4.938128e-23 0.72433961 0.476 0.174 1.481438e-19 1
#> SLPI 5.446052e-23 0.74481993 0.303 0.079 1.633816e-19 1
#> ASS1 9.246628e-23 0.77971784 0.365 0.117 2.773988e-19 1
#> RHOC 1.635936e-22 0.76072505 0.606 0.295 4.907807e-19 1
#> TM4SF1 3.549487e-21 0.71183241 0.490 0.201 1.064846e-17 1
#> CLDN7 9.001337e-21 0.74512494 0.332 0.105 2.700401e-17 1
#> TFB1M 1.451416e-20 0.65047980 0.490 0.179 4.354248e-17 1
#> IDH2 5.749883e-20 0.78905452 0.486 0.228 1.724965e-16 1
#> PHGDH 1.320770e-19 0.73684506 0.279 0.080 3.962310e-16 1
#> EPCAM 1.827728e-19 0.70122382 0.303 0.092 5.483183e-16 1
#> AC093001.1 6.694514e-19 0.71256091 0.293 0.090 2.008354e-15 1
#> SMIM22 6.892538e-19 0.67580766 0.303 0.094 2.067761e-15 1
#> MAGEA3 6.985417e-19 0.75448787 0.264 0.076 2.095625e-15 1
#> SQSTM1 9.537275e-19 0.67997643 0.721 0.396 2.861182e-15 1
#> MAGEA6 1.364563e-18 0.64140270 0.260 0.072 4.093690e-15 1
#> SNCG 8.987786e-18 0.73663837 0.260 0.077 2.696336e-14 1
#> AP1M2 2.697971e-17 0.68768126 0.264 0.080 8.093912e-14 1
#> ANXA3 2.919760e-17 0.62416598 0.284 0.087 8.759279e-14 1
#> FKBP4 3.452444e-17 0.74935393 0.361 0.148 1.035733e-13 1
#> PFN2 3.780574e-17 0.65869790 0.327 0.119 1.134172e-13 1
#> GLYATL2 4.387924e-17 0.62977510 0.312 0.104 1.316377e-13 1
#> LINC01503 5.535912e-17 0.65529180 0.341 0.125 1.660774e-13 1
#> FXYD3 5.563584e-17 0.66751649 0.260 0.078 1.669075e-13 1
#> STMN1 1.385812e-15 0.66773149 0.370 0.158 4.157435e-12 1
#> H1F0 2.717732e-15 0.62263730 0.471 0.230 8.153196e-12 1
#> CXCL141 2.953998e-15 0.66459069 0.332 0.130 8.861993e-12 1
#> CXADR 4.265433e-14 0.53973460 0.293 0.105 1.279630e-10 1
#> CLDN4 5.447521e-14 0.48464383 0.322 0.115 1.634256e-10 1
#> BNIP3 1.023507e-13 0.60675169 0.413 0.203 3.070522e-10 1
#> PLPP2 1.233955e-13 0.60476526 0.269 0.099 3.701864e-10 1
#> ANXA1 4.566123e-13 0.59762697 0.558 0.346 1.369837e-09 1
#> CRIP2 1.514543e-12 0.58248805 0.385 0.189 4.543630e-09 1
#> MT1X 1.047686e-11 0.61753653 0.284 0.121 3.143059e-08 1
#> PHLDA2 2.666060e-11 0.57023382 0.274 0.116 7.998180e-08 1
#> ACSL41 1.458642e-09 0.53335774 0.365 0.199 4.375925e-06 1
#> NIT2 2.308611e-09 0.52353842 0.293 0.145 6.925832e-06 1
#> C15orf48 4.188466e-09 0.50535430 0.255 0.115 1.256540e-05 1
#> OCIAD2 4.728780e-09 0.46552162 0.264 0.121 1.418634e-05 1
#> SLC9A3R1 1.053719e-08 0.46884132 0.279 0.135 3.161158e-05 1
#> S100A13 1.695344e-08 0.52501060 0.260 0.128 5.086031e-05 1
#> CHMP2B 4.519366e-08 0.56781982 0.250 0.126 1.355810e-04 1
#> NUPR1 6.154708e-08 0.39179905 0.447 0.267 1.846412e-04 1
#> S100A16 1.062962e-07 0.46775760 0.269 0.139 3.188885e-04 1
#> NSD3 2.138483e-07 0.38017277 0.476 0.282 6.415448e-04 1
#> NFIB 3.351029e-07 0.39051688 0.303 0.162 1.005309e-03 1
#> FABP5 9.419993e-07 0.37982416 0.250 0.127 2.825998e-03 1
#> MDK 1.942218e-06 0.41330425 0.317 0.190 5.826655e-03 1
#> TUBA1A 2.997987e-06 0.36162459 0.452 0.298 8.993961e-03 1
#> PLEKHA2 1.350274e-05 0.38843029 0.260 0.151 4.050822e-02 1
#> NET1 4.990608e-05 0.35253014 0.260 0.157 1.497182e-01 1
#> SOX4 6.843262e-05 0.31910998 0.356 0.237 2.052979e-01 1
#> MGP 1.789202e-04 0.26235076 0.279 0.169 5.367606e-01 1
#> GLUL 1.989232e-04 0.27334802 0.356 0.239 5.967696e-01 1
#> TUBB4B 3.117653e-03 0.36143917 0.250 0.188 1.000000e+00 1
#> MS4A6A 4.471214e-208 2.36994607 0.669 0.008 1.341364e-204 2
#> FCGR2A 3.938166e-207 2.32542391 0.697 0.012 1.181450e-203 2
#> FCGR3A 2.045670e-205 2.43682975 0.714 0.016 6.137009e-202 2
#> CD14 4.689164e-196 2.39788815 0.697 0.018 1.406749e-192 2
#> FCER1G 6.333958e-195 2.47060935 0.771 0.034 1.900187e-191 2
#> HLA-DMB 1.756067e-192 2.29827521 0.663 0.013 5.268201e-189 2
#> MSR1 6.012671e-192 2.28471258 0.651 0.012 1.803801e-188 2
#> CPVL 3.637876e-186 2.21979560 0.589 0.005 1.091363e-182 2
#> CYBB 1.040185e-185 2.31046775 0.669 0.018 3.120555e-182 2
#> CSF1R 2.404719e-173 2.08544199 0.520 0.001 7.214157e-170 2
#> LYZ 6.448810e-172 2.39882555 0.806 0.060 1.934643e-168 2
#> C1QC 5.660166e-171 2.40042755 0.714 0.038 1.698050e-167 2
#> C1QA 6.096561e-171 2.29434850 0.663 0.025 1.828968e-167 2
#> C1QB 2.916331e-168 2.26827917 0.617 0.018 8.748992e-165 2
#> SGK1 6.511799e-166 2.23115837 0.674 0.030 1.953540e-162 2
#> C5AR1 1.480164e-162 2.05433831 0.560 0.010 4.440492e-159 2
#> SLC11A1 2.775287e-162 2.01002332 0.543 0.008 8.325861e-159 2
#> TYROBP 3.618778e-162 2.37667824 0.823 0.079 1.085633e-158 2
#> CD68 1.682171e-161 2.37709201 0.731 0.049 5.046512e-158 2
#> AIF1 2.698650e-161 2.08530238 0.623 0.020 8.095949e-158 2
#> ALOX5 5.852288e-160 1.97924873 0.526 0.007 1.755687e-156 2
#> C1orf162 2.162659e-157 1.97229839 0.543 0.009 6.487976e-154 2
#> FPR3 3.041890e-157 2.01028116 0.480 0.002 9.125671e-154 2
#> SLCO2B1 3.318262e-157 1.97601334 0.480 0.002 9.954787e-154 2
#> MS4A7 6.648304e-156 2.02241869 0.526 0.008 1.994491e-152 2
#> TREM2 2.366590e-154 2.05560833 0.543 0.012 7.099771e-151 2
#> HLA-DRB5 3.070734e-154 2.29217405 0.743 0.056 9.212202e-151 2
#> HLA-DQA1 5.492316e-153 2.26302809 0.731 0.054 1.647695e-149 2
#> LILRB4 5.094632e-152 1.89805871 0.509 0.007 1.528390e-148 2
#> OLR1 1.064599e-148 1.94270466 0.469 0.003 3.193796e-145 2
#> CFD 1.464999e-147 1.94277750 0.497 0.007 4.394996e-144 2
#> RNASE1 2.583808e-147 1.99922410 0.531 0.013 7.751424e-144 2
#> IGSF6 2.616973e-145 1.91397703 0.497 0.008 7.850918e-142 2
#> ADAP2 1.182484e-143 1.91928568 0.560 0.019 3.547451e-140 2
#> FCGR1A 2.430783e-143 1.92180664 0.434 0.001 7.292348e-140 2
#> CD83 5.799455e-140 1.95503806 0.554 0.020 1.739837e-136 2
#> CD163 2.840076e-139 1.88908997 0.457 0.005 8.520228e-136 2
#> PILRA 3.508949e-139 1.91556309 0.457 0.005 1.052685e-135 2
#> MS4A4A 3.593961e-139 1.87720126 0.469 0.007 1.078188e-135 2
#> ITGAX 5.191551e-137 1.83367729 0.434 0.003 1.557465e-133 2
#> HLA-DRB1 9.169710e-135 2.38442718 0.886 0.150 2.750913e-131 2
#> IFI30 5.715271e-134 1.84742066 0.480 0.011 1.714581e-130 2
#> ALOX5AP 5.427486e-133 1.93284516 0.669 0.047 1.628246e-129 2
#> LY86 1.283329e-132 1.74777028 0.429 0.004 3.849986e-129 2
#> SPI1 4.617069e-132 1.87678584 0.526 0.019 1.385121e-128 2
#> HLA-DQB1 1.544157e-131 2.20027936 0.726 0.075 4.632470e-128 2
#> HLA-DPB1 3.314308e-131 2.23065297 0.823 0.121 9.942924e-128 2
#> HLA-DPA1 3.666003e-131 2.27452131 0.829 0.124 1.099801e-127 2
#> PLEK 2.855124e-130 1.71632740 0.491 0.014 8.565372e-127 2
#> CD86 2.497358e-129 1.82161545 0.423 0.005 7.492073e-126 2
#> CCL3 7.694132e-129 1.77695790 0.486 0.014 2.308240e-125 2
#> STAB1 1.287189e-127 1.75344803 0.440 0.007 3.861568e-124 2
#> HLA-DRA 1.521984e-127 2.34445611 0.897 0.178 4.565953e-124 2
#> SERPINA1 3.925921e-127 1.86515302 0.446 0.009 1.177776e-123 2
#> LAIR1 3.288453e-126 1.74549719 0.451 0.009 9.865360e-123 2
#> APOE 5.549345e-126 2.13648666 0.669 0.062 1.664804e-122 2
#> VSIG4 2.324903e-125 1.74175611 0.423 0.006 6.974708e-122 2
#> MRC1 1.479309e-121 1.72364475 0.406 0.005 4.437928e-118 2
#> LAPTM5 9.968337e-121 1.93988824 0.777 0.098 2.990501e-117 2
#> LST1 1.715227e-120 1.65587860 0.446 0.011 5.145681e-117 2
#> HLA-DMA 4.545674e-120 2.01095854 0.669 0.065 1.363702e-116 2
#> ARHGAP18 1.010147e-118 1.88075461 0.646 0.057 3.030441e-115 2
#> EPB41L3 5.416953e-118 1.75728438 0.451 0.014 1.625086e-114 2
#> NCF2 7.868026e-116 1.66087955 0.440 0.012 2.360408e-112 2
#> APOC1 3.807634e-112 1.78929685 0.554 0.037 1.142290e-108 2
#> MARCH1 1.747509e-111 1.69054760 0.354 0.003 5.242526e-108 2
#> ACP5 6.450808e-111 1.76339725 0.543 0.035 1.935243e-107 2
#> CIITA 2.331563e-108 1.62635749 0.383 0.007 6.994688e-105 2
#> FBP1 8.311769e-108 1.63323347 0.394 0.009 2.493531e-104 2
#> ITGB2 2.206739e-107 1.79604749 0.663 0.071 6.620216e-104 2
#> TNFAIP2 4.301237e-106 1.73680732 0.520 0.035 1.290371e-102 2
#> CD300A 3.274919e-105 1.66322413 0.400 0.012 9.824758e-102 2
#> DMXL2 3.297643e-104 1.72659830 0.474 0.026 9.892930e-101 2
#> CTSS 1.523904e-103 2.05392764 0.709 0.109 4.571713e-100 2
#> LILRB2 1.825705e-103 1.56533782 0.320 0.001 5.477116e-100 2
#> PLAUR 4.705327e-103 1.85759281 0.686 0.090 1.411598e-99 2
#> CD84 6.128730e-103 1.41968033 0.400 0.012 1.838619e-99 2
#> FGL2 1.309326e-101 1.68299074 0.446 0.022 3.927978e-98 2
#> FCGR2B 1.183022e-100 1.72507927 0.440 0.022 3.549065e-97 2
#> FCGRT 1.418685e-99 1.90454651 0.640 0.082 4.256055e-96 2
#> NCKAP1L 1.752874e-99 1.45774357 0.429 0.018 5.258623e-96 2
#> MAFB 1.853990e-99 1.71741852 0.486 0.032 5.561969e-96 2
#> RNF130 1.179934e-98 1.69042489 0.554 0.050 3.539803e-95 2
#> CLEC5A 6.551352e-98 1.55997956 0.297 0.001 1.965405e-94 2
#> RASSF4 4.409733e-97 1.67579125 0.469 0.030 1.322920e-93 2
#> SPP1 5.186210e-97 1.95369852 0.611 0.075 1.555863e-93 2
#> CD74 5.244845e-97 2.06918230 0.983 0.455 1.573453e-93 2
#> ABCA1 3.705218e-96 1.68156210 0.526 0.044 1.111566e-92 2
#> CTSD 3.901439e-96 1.83462565 0.617 0.075 1.170432e-92 2
#> SMIM25 3.902772e-96 1.50529442 0.343 0.007 1.170832e-92 2
#> CD4 7.532602e-95 1.33461959 0.389 0.014 2.259781e-91 2
#> CLEC7A 1.350264e-94 1.53817001 0.543 0.048 4.050791e-91 2
#> TREM1 3.473561e-94 1.53638021 0.360 0.010 1.042068e-90 2
#> SLC8A1 5.863324e-94 1.52127581 0.314 0.004 1.758997e-90 2
#> MNDA 6.637594e-94 1.53320148 0.303 0.003 1.991278e-90 2
#> RGS2 7.549387e-94 1.56027078 0.457 0.028 2.264816e-90 2
#> IL1B 1.033568e-93 1.54093114 0.309 0.003 3.100703e-90 2
#> LRRC25 1.893420e-93 1.43828648 0.303 0.003 5.680259e-90 2
#> MPP1 3.603962e-93 1.54043323 0.463 0.031 1.081188e-89 2
#> TNFSF13B 4.951676e-93 1.54772925 0.371 0.013 1.485503e-89 2
#> CSF2RA 1.781859e-92 1.51942784 0.274 0.000 5.345576e-89 2
#> TNFSF13 9.774394e-92 1.59806072 0.440 0.027 2.932318e-88 2
#> CTSH 1.693576e-91 1.73267021 0.651 0.092 5.080729e-88 2
#> ITGAM 2.259287e-91 1.40894815 0.297 0.003 6.777861e-88 2
#> CTSL 1.626645e-88 1.84241649 0.651 0.104 4.879934e-85 2
#> C3AR1 4.013515e-88 1.38947249 0.320 0.007 1.204055e-84 2
#> PTAFR 1.395391e-87 1.44612408 0.286 0.003 4.186174e-84 2
#> CST3 7.546319e-87 1.78303363 0.806 0.212 2.263896e-83 2
#> PTPRC 1.203325e-86 1.38504710 0.686 0.091 3.609974e-83 2
#> LIPA 3.430846e-86 1.52129503 0.463 0.036 1.029254e-82 2
#> SRGN 1.001070e-84 1.74407616 0.720 0.142 3.003211e-81 2
#> FYB1 1.649570e-84 1.34371833 0.606 0.069 4.948711e-81 2
#> TFEC 2.112865e-84 1.31861485 0.303 0.006 6.338594e-81 2
#> HLA-DOA 3.288598e-84 1.43788112 0.263 0.001 9.865794e-81 2
#> NR4A2 1.085343e-83 1.51444264 0.469 0.040 3.256030e-80 2
#> SLC7A7 1.636230e-83 1.53815278 0.377 0.020 4.908691e-80 2
#> GPX1P1 8.521439e-83 1.83194639 0.720 0.157 2.556432e-79 2
#> FRMD4B 1.599696e-82 1.43052033 0.429 0.030 4.799088e-79 2
#> SLC37A2 2.053491e-82 1.47013575 0.263 0.002 6.160473e-79 2
#> GPR34 3.295509e-82 1.40301286 0.263 0.002 9.886526e-79 2
#> CTSB 4.092452e-82 1.82427365 0.874 0.299 1.227736e-78 2
#> MCTP1 4.549287e-82 1.37799715 0.274 0.003 1.364786e-78 2
#> PLA2G7 7.396863e-82 1.39599734 0.274 0.003 2.219059e-78 2
#> CTSZ 1.635477e-81 1.88730900 0.760 0.194 4.906430e-78 2
#> DUSP1 1.906750e-81 1.44982255 0.469 0.041 5.720251e-78 2
#> DOCK4 2.078249e-81 1.43834065 0.429 0.031 6.234748e-78 2
#> PARVG 5.530228e-80 1.27465366 0.314 0.009 1.659068e-76 2
#> TLR2 1.239929e-79 1.48245096 0.326 0.012 3.719786e-76 2
#> TBXAS1 1.457290e-77 1.49865872 0.337 0.016 4.371869e-74 2
#> SAMHD1 1.932358e-77 1.43291848 0.543 0.066 5.797075e-74 2
#> LAT2 3.222410e-76 1.33383228 0.349 0.018 9.667230e-73 2
#> GPRIN3 4.516606e-76 1.26781478 0.360 0.020 1.354982e-72 2
#> DAB2 9.559081e-76 1.57769754 0.566 0.082 2.867724e-72 2
#> ARRB2 1.510801e-75 1.38550456 0.463 0.045 4.532404e-72 2
#> TNFRSF1B 2.783848e-75 1.10531213 0.469 0.043 8.351544e-72 2
#> ZEB2 4.652795e-75 1.41505515 0.594 0.088 1.395839e-71 2
#> MERTK 5.024433e-75 1.33494388 0.291 0.009 1.507330e-71 2
#> RGS1 5.411308e-75 1.39042272 0.411 0.033 1.623392e-71 2
#> TGFBI 5.887896e-75 1.41044120 0.623 0.098 1.766369e-71 2
#> HAVCR2 7.383742e-75 1.26466256 0.280 0.007 2.215123e-71 2
#> CAPG 2.165181e-74 1.64714396 0.674 0.140 6.495544e-71 2
#> IL18 3.082837e-73 1.33422847 0.360 0.022 9.248510e-70 2
#> GLUL1 7.702037e-73 1.59736689 0.760 0.194 2.310611e-69 2
#> CSF3R 1.789402e-72 1.18478118 0.251 0.004 5.368207e-69 2
#> PHACTR1 2.107043e-72 1.31189940 0.280 0.008 6.321130e-69 2
#> TM6SF1 2.150987e-72 1.17893539 0.257 0.005 6.452962e-69 2
#> IL10RA 2.325606e-72 1.29168662 0.400 0.031 6.976817e-69 2
#> SLAMF8 4.298395e-72 1.28660620 0.280 0.008 1.289519e-68 2
#> SLC2A3 9.719348e-72 1.47885584 0.589 0.095 2.915804e-68 2
#> LPCAT2 1.385745e-71 1.46497804 0.349 0.022 4.157234e-68 2
#> CPM 7.829376e-71 1.41455856 0.320 0.016 2.348813e-67 2
#> GIMAP4 8.405955e-71 1.03979036 0.349 0.020 2.521786e-67 2
#> SYK 9.254975e-71 1.36867231 0.406 0.035 2.776492e-67 2
#> ZFP36 1.424316e-70 1.51866830 0.709 0.159 4.272948e-67 2
#> CD53 2.612000e-70 1.28257792 0.526 0.068 7.836000e-67 2
#> MGAT4A 8.894399e-70 1.24848974 0.320 0.016 2.668320e-66 2
#> FTL1 9.731155e-70 1.67636077 0.914 0.474 2.919347e-66 2
#> PDE4B 1.182901e-69 1.25628802 0.406 0.035 3.548704e-66 2
#> PSAP 1.438672e-69 1.59658703 0.874 0.436 4.316017e-66 2
#> LHFPL2 3.136588e-69 1.43442219 0.411 0.039 9.409765e-66 2
#> ASAH1 1.017297e-68 1.64323814 0.686 0.168 3.051892e-65 2
#> NPL 2.683062e-68 1.23216779 0.263 0.007 8.049187e-65 2
#> IER3 8.780081e-68 1.44332114 0.531 0.080 2.634024e-64 2
#> PLXDC2 1.049299e-67 1.28504670 0.674 0.123 3.147898e-64 2
#> GRB2 1.360963e-67 1.57821380 0.714 0.185 4.082890e-64 2
#> CXCL16 1.979956e-66 1.42199563 0.457 0.056 5.939868e-63 2
#> HCST 2.238286e-66 1.07179415 0.469 0.051 6.714858e-63 2
#> CD37 4.819887e-65 1.18878871 0.543 0.078 1.445966e-61 2
#> APBB1IP 6.241413e-64 1.11825035 0.377 0.032 1.872424e-60 2
#> LPAR6 2.167775e-63 1.21162796 0.280 0.013 6.503326e-60 2
#> MFSD1 3.257157e-63 1.48532102 0.571 0.109 9.771472e-60 2
#> LCP1 5.071236e-63 1.12641531 0.531 0.075 1.521371e-59 2
#> SORL1 6.589777e-63 1.14407159 0.366 0.031 1.976933e-59 2
#> TYMP 1.524708e-62 1.41617256 0.600 0.121 4.574124e-59 2
#> ADAM8 9.718225e-62 1.13054203 0.286 0.014 2.915467e-58 2
#> ADA2 1.639970e-61 1.25763252 0.331 0.025 4.919911e-58 2
#> PLBD1 2.054982e-61 1.34357528 0.309 0.020 6.164945e-58 2
#> LGMN 8.020891e-61 1.55746378 0.606 0.138 2.406267e-57 2
#> KCTD12 5.507056e-60 1.24221141 0.360 0.033 1.652117e-56 2
#> ZNF331 6.526632e-60 1.39713693 0.360 0.035 1.957989e-56 2
#> MYO1F 7.451378e-60 1.04808885 0.297 0.018 2.235413e-56 2
#> HSPA1A 1.221560e-59 1.37206960 0.743 0.212 3.664679e-56 2
#> GK 1.341795e-58 1.13534335 0.280 0.016 4.025384e-55 2
#> GAL3ST4 1.638459e-58 1.22474070 0.274 0.015 4.915376e-55 2
#> LILRB1 1.685304e-58 1.30590029 0.269 0.014 5.055912e-55 2
#> DOCK8 7.069165e-58 1.07677247 0.417 0.049 2.120750e-54 2
#> PLTP 1.751142e-57 1.23966968 0.463 0.067 5.253426e-54 2
#> FMNL2 5.968301e-57 1.27150472 0.326 0.028 1.790490e-53 2
#> NINJ1 1.442044e-56 1.34823589 0.497 0.086 4.326132e-53 2
#> HNMT 9.448251e-56 1.18794626 0.354 0.036 2.834475e-52 2
#> KCNMA1 3.032016e-55 1.09606721 0.269 0.016 9.096048e-52 2
#> BMP2K 3.749139e-55 1.17626757 0.291 0.021 1.124742e-51 2
#> MYO5A 1.065802e-54 1.16983775 0.354 0.037 3.197407e-51 2
#> ANPEP 2.131483e-54 1.21047486 0.280 0.019 6.394448e-51 2
#> IQGAP2 2.538754e-54 1.12654292 0.360 0.039 7.616263e-51 2
#> OTULINL 3.321887e-54 1.03173676 0.251 0.013 9.965661e-51 2
#> NABP1 3.398397e-54 1.10571231 0.331 0.031 1.019519e-50 2
#> HCK 6.931062e-54 1.12482199 0.354 0.037 2.079318e-50 2
#> AC020916.1 1.753459e-53 1.25110557 0.417 0.059 5.260376e-50 2
#> FERMT3 8.011970e-53 0.99033427 0.314 0.027 2.403591e-49 2
#> WAS 1.281935e-52 0.94838849 0.331 0.031 3.845806e-49 2
#> NCEH1 1.767218e-52 1.14060340 0.257 0.016 5.301653e-49 2
#> HMOX1 2.028586e-52 1.25766777 0.406 0.057 6.085758e-49 2
#> SLA 2.291011e-51 0.85949370 0.331 0.031 6.873034e-48 2
#> PTGS1 3.852248e-51 1.12748448 0.263 0.018 1.155674e-47 2
#> GPX3 5.580376e-50 0.96284996 0.326 0.033 1.674113e-46 2
#> ALCAM 1.840639e-49 1.07372243 0.320 0.033 5.521916e-46 2
#> SELPLG 3.285101e-49 0.96006955 0.360 0.043 9.855303e-46 2
#> PLIN2 4.822326e-49 1.27496633 0.469 0.088 1.446698e-45 2
#> CXCL8 1.534552e-48 1.13086711 0.269 0.021 4.603657e-45 2
#> CORO1A 1.779867e-48 0.82176409 0.497 0.083 5.339601e-45 2
#> CXCL3 2.581280e-48 1.18357158 0.251 0.018 7.743841e-45 2
#> ME2 2.184494e-47 1.12420066 0.406 0.064 6.553482e-44 2
#> SOD2 2.433910e-47 1.12370208 0.646 0.170 7.301730e-44 2
#> APLP2 1.118887e-46 1.25913131 0.594 0.165 3.356662e-43 2
#> CXCL2 1.341307e-46 1.13210295 0.291 0.028 4.023921e-43 2
#> CXCR4 1.760250e-46 1.02709229 0.497 0.098 5.280751e-43 2
#> BCAT1 3.633407e-45 1.03800943 0.406 0.065 1.090022e-41 2
#> PLD3 6.908596e-45 1.36293297 0.571 0.166 2.072579e-41 2
#> GM2A 1.285070e-44 1.17992986 0.400 0.069 3.855210e-41 2
#> SLC25A19 1.925281e-44 1.04292313 0.251 0.020 5.775842e-41 2
#> CD302 4.727693e-44 1.04936658 0.354 0.050 1.418308e-40 2
#> PPT1 5.216170e-44 1.13919971 0.503 0.116 1.564851e-40 2
#> ITGA4 6.166372e-44 1.03508147 0.383 0.060 1.849911e-40 2
#> ATF3 9.322776e-44 1.11168033 0.526 0.123 2.796833e-40 2
#> RAPGEF1 1.743040e-43 0.95297649 0.274 0.026 5.229120e-40 2
#> MEF2C 1.776887e-43 1.03419736 0.366 0.055 5.330661e-40 2
#> AP1S2 1.919994e-43 1.00826750 0.297 0.033 5.759983e-40 2
#> NRP1 2.009562e-43 1.03525885 0.446 0.084 6.028685e-40 2
#> RAP2B 5.048260e-42 0.97583985 0.303 0.037 1.514478e-38 2
#> HSPB1 5.833235e-42 1.14318572 0.640 0.197 1.749971e-38 2
#> RAB20 7.621854e-42 1.06433374 0.286 0.033 2.286556e-38 2
#> GCHFR 1.198855e-41 1.04878342 0.274 0.029 3.596566e-38 2
#> BTG2 2.089811e-41 1.01021473 0.531 0.128 6.269434e-38 2
#> PPP1R15A 3.579118e-41 1.14687457 0.583 0.170 1.073736e-37 2
#> TUBGCP2 4.785912e-41 1.07650426 0.417 0.081 1.435773e-37 2
#> ENG 3.368382e-40 0.96940568 0.366 0.060 1.010515e-36 2
#> LGALS9 3.638027e-40 0.89356423 0.440 0.086 1.091408e-36 2
#> PTPRE 5.846971e-40 1.04493324 0.326 0.047 1.754091e-36 2
#> LSP1 6.104198e-39 1.09911543 0.549 0.153 1.831260e-35 2
#> FOSB 1.107710e-38 1.14672446 0.469 0.115 3.323129e-35 2
#> LAP3 1.676221e-38 1.09491218 0.400 0.081 5.028664e-35 2
#> NR4A1 1.961746e-38 1.04715443 0.343 0.056 5.885239e-35 2
#> GPNMB 2.457186e-38 1.07077601 0.691 0.250 7.371558e-35 2
#> STAT1 1.101372e-37 1.04517645 0.537 0.149 3.304117e-34 2
#> FRMD4A 2.940735e-33 0.97675074 0.286 0.044 8.822205e-30 2
#> LRP1 3.148323e-32 0.77640908 0.594 0.170 9.444968e-29 2
#> THEMIS2 1.938175e-30 0.88933688 0.263 0.041 5.814526e-27 2
#> EPSTI1 5.488911e-30 0.80374859 0.280 0.046 1.646673e-26 2
#> SERPINB1 7.470501e-30 0.89086821 0.377 0.089 2.241150e-26 2
#> GMFG 3.313234e-29 0.69525106 0.337 0.067 9.939701e-26 2
#> LAMP1 2.842623e-28 0.84904176 0.280 0.050 8.527868e-25 2
#> IER2 9.851595e-27 0.88231158 0.531 0.189 2.955479e-23 2
#> NFKBIA 5.870292e-26 0.88645983 0.577 0.224 1.761088e-22 2
#> CHMP1B 2.458424e-25 0.84535072 0.286 0.060 7.375271e-22 2
#> TNFAIP3 4.097481e-24 0.61913256 0.337 0.081 1.229244e-20 2
#> NRP2 6.232581e-24 0.65226503 0.434 0.123 1.869774e-20 2
#> ID2 2.192522e-23 0.66292187 0.440 0.133 6.577567e-20 2
#> TAGAP 3.041410e-23 0.66302715 0.263 0.053 9.124229e-20 2
#> PECAM1 1.019386e-22 0.64617319 0.263 0.054 3.058158e-19 2
#> A2M 1.666091e-22 0.56212041 0.423 0.120 4.998273e-19 2
#> IRF1 4.559389e-22 0.75465404 0.411 0.132 1.367817e-18 2
#> NUPR11 8.385608e-21 0.80476095 0.571 0.256 2.515683e-17 2
#> RMDN3 2.025980e-20 0.78334691 0.251 0.058 6.077941e-17 2
#> TANC2 2.700335e-20 0.73770822 0.269 0.064 8.101005e-17 2
#> RAB11FIP1 5.322260e-19 0.57333666 0.303 0.082 1.596678e-15 2
#> SLC43A3 9.510483e-19 0.58842516 0.280 0.073 2.853145e-15 2
#> SNX10 1.549580e-18 0.63921136 0.263 0.066 4.648739e-15 2
#> DSC2 1.225742e-17 0.59099643 0.269 0.071 3.677225e-14 2
#> NFKBIZ 7.400489e-17 0.64574020 0.280 0.081 2.220147e-13 2
#> C15orf481 2.495502e-16 0.51467573 0.337 0.108 7.486505e-13 2
#> VAMP5 8.257905e-16 0.56147807 0.286 0.087 2.477372e-12 2
#> IVNS1ABP 8.710560e-16 0.51262927 0.349 0.120 2.613168e-12 2
#> FABP51 2.080786e-15 0.57479587 0.343 0.119 6.242358e-12 2
#> PTPN18 2.347858e-12 0.44071142 0.274 0.094 7.043573e-09 2
#> ID3 2.483123e-11 0.48854881 0.286 0.107 7.449368e-08 2
#> RHOB 1.295354e-10 0.40137196 0.337 0.140 3.886062e-07 2
#> F11R 9.572078e-10 0.30433977 0.274 0.105 2.871623e-06 2
#> ANXA11 1.296896e-09 0.41967814 0.640 0.341 3.890688e-06 2
#> SELENOP 1.831616e-09 0.58034328 0.257 0.107 5.494847e-06 2
#> FN1 5.952244e-09 0.37423218 0.697 0.467 1.785673e-05 2
#> HERPUD1 6.134608e-09 0.33169707 0.509 0.256 1.840382e-05 2
#> PLAU 2.545911e-07 0.26855238 0.303 0.139 7.637734e-04 2
#> PLEC 3.085158e-07 0.36228767 0.349 0.181 9.255474e-04 2
#> ADAM9 4.262800e-07 0.25004537 0.406 0.206 1.278840e-03 2
#> DDIT4 6.618100e-07 0.35620307 0.377 0.206 1.985430e-03 2
#> FLNA 1.045598e-06 0.27172564 0.457 0.237 3.136795e-03 2
#> SCPEP1 2.371000e-06 0.33012883 0.303 0.156 7.113000e-03 2
#> ITGAV 2.631666e-05 0.17531254 0.280 0.141 7.894999e-02 2
#> TIMP2 3.467302e-05 0.18114228 0.274 0.138 1.040191e-01 2
#> TIMP1 3.731463e-05 0.15234409 0.497 0.281 1.119439e-01 2
#> IFI6 3.974694e-05 0.23482882 0.257 0.136 1.192408e-01 2
#> PLEKHA21 4.080898e-04 0.17130834 0.269 0.152 1.000000e+00 2
#> ALDH22 4.879942e-04 0.14478187 0.463 0.274 1.000000e+00 2
#> TACC1 5.924440e-04 0.12813898 0.389 0.230 1.000000e+00 2
#> SQSTM11 7.643787e-04 0.24722753 0.611 0.417 1.000000e+00 2
#> ACTN1 1.111813e-03 0.10684274 0.337 0.200 1.000000e+00 2
#> IGLC2 1.491146e-106 2.22815344 0.830 0.140 4.473437e-103 3
#> IGLV2-8 3.980442e-85 1.69065666 0.442 0.027 1.194133e-81 3
#> IGHV3-20 3.603799e-68 1.71799730 0.442 0.045 1.081140e-64 3
#> IGLV2-141 5.643976e-65 2.15574274 0.946 0.407 1.693193e-61 3
#> IGHV3-43 1.548559e-62 1.82823116 0.571 0.101 4.645678e-59 3
#> IGHG1 5.041897e-59 1.54217920 0.986 0.380 1.512569e-55 3
#> IGLV2-23 3.852747e-38 1.40658611 0.293 0.037 1.155824e-34 3
#> IGLC3 5.575265e-37 1.14961946 0.327 0.047 1.672580e-33 3
#> IGHV3-7 1.749186e-32 1.08533020 0.306 0.049 5.247557e-29 3
#> MZB1 4.973201e-24 0.97580498 0.422 0.129 1.491960e-20 3
#> IGHG4 1.512643e-10 0.60381154 0.299 0.121 4.537930e-07 3
#> JCHAIN 3.976687e-09 0.55331687 0.279 0.116 1.193006e-05 3
#> DERL3 2.766674e-06 0.51422681 0.279 0.149 8.300023e-03 3
#> XBP1 9.747497e-05 0.46173905 0.395 0.298 2.924249e-01 3
#> CD3E 1.155491e-210 2.65220307 0.633 0.003 3.466472e-207 4
#> CD52 1.680668e-178 2.56382869 0.646 0.016 5.042004e-175 4
#> CD3D 8.013521e-171 2.36033016 0.517 0.002 2.404056e-167 4
#> CD2 3.372513e-156 2.25204281 0.490 0.003 1.011754e-152 4
#> CD7 3.885636e-132 2.17104978 0.435 0.005 1.165691e-128 4
#> CCL5 1.079666e-127 2.28504576 0.537 0.023 3.238999e-124 4
#> LTB 3.997002e-125 2.11343525 0.449 0.009 1.199101e-121 4
#> SPOCK2 4.433446e-123 1.99836946 0.381 0.002 1.330034e-119 4
#> LCK 9.649215e-122 2.05524009 0.401 0.005 2.894765e-118 4
#> CD3G 2.247284e-116 1.96134622 0.347 0.001 6.741851e-113 4
#> PTPRCAP 2.843724e-112 2.29169620 0.619 0.053 8.531173e-109 4
#> CST7 4.265731e-110 2.03240971 0.408 0.010 1.279719e-106 4
#> CD96 2.769761e-109 1.93104905 0.333 0.001 8.309284e-106 4
#> GZMA 7.834983e-107 1.89730019 0.327 0.001 2.350495e-103 4
#> NKG7 5.644686e-98 1.86971860 0.354 0.007 1.693406e-94 4
#> IL32 2.371702e-97 2.18762210 0.878 0.212 7.115107e-94 4
#> TRBC2 2.765609e-97 1.78233377 0.299 0.001 8.296827e-94 4
#> CORO1A1 9.135403e-97 2.15841365 0.639 0.077 2.740621e-93 4
#> SKAP1 2.034810e-95 1.82648512 0.306 0.003 6.104431e-92 4
#> PTPRC1 9.507619e-88 1.95114148 0.680 0.103 2.852286e-84 4
#> GZMK 1.534213e-83 1.66585433 0.252 0.001 4.602639e-80 4
#> CTSW 2.954819e-81 1.66727790 0.265 0.003 8.864456e-78 4
#> TIGIT 4.851817e-79 1.61794469 0.265 0.003 1.455545e-75 4
#> EVL 6.786928e-79 1.91959115 0.463 0.041 2.036078e-75 4
#> IL7R 9.499452e-72 1.59286111 0.265 0.006 2.849836e-68 4
#> CD69 2.200045e-66 1.64587091 0.327 0.019 6.600135e-63 4
#> FYB11 3.724248e-58 1.54677920 0.524 0.087 1.117274e-54 4
#> TRAF3IP3 2.160004e-51 1.54445724 0.293 0.023 6.480011e-48 4
#> ACAP1 1.059448e-49 1.55824193 0.286 0.023 3.178344e-46 4
#> LCP11 3.826168e-48 1.50972733 0.476 0.089 1.147850e-44 4
#> BATF 1.943429e-47 1.53440797 0.320 0.033 5.830287e-44 4
#> HCST1 1.782804e-45 1.43162330 0.408 0.065 5.348412e-42 4
#> ITM2A 4.331397e-40 1.49573284 0.306 0.039 1.299419e-36 4
#> GBP5 5.216644e-38 1.36012611 0.340 0.053 1.564993e-34 4
#> LSP11 1.713980e-37 1.28651401 0.558 0.160 5.141941e-34 4
#> IFITM1 3.017797e-37 1.24775053 0.565 0.163 9.053390e-34 4
#> LAPTM51 1.813947e-36 1.06247936 0.551 0.133 5.441840e-33 4
#> TNFAIP31 2.752899e-36 1.42732093 0.395 0.080 8.258697e-33 4
#> CCL4 1.116787e-32 1.16375694 0.265 0.035 3.350362e-29 4
#> HSPA1A1 1.007206e-31 1.13950776 0.633 0.232 3.021617e-28 4
#> SRGN1 2.493529e-31 1.11897396 0.551 0.169 7.480586e-28 4
#> CD27 4.877826e-31 1.23830182 0.272 0.040 1.463348e-27 4
#> CD371 6.686941e-31 1.21435416 0.408 0.100 2.006082e-27 4
#> TNFRSF1B1 2.355374e-22 1.10598958 0.293 0.068 7.066121e-19 4
#> CD531 2.188812e-21 1.11313998 0.333 0.095 6.566435e-18 4
#> GMFG1 7.498473e-20 1.05849625 0.293 0.077 2.249542e-16 4
#> SYNE2 5.807872e-19 1.04926431 0.374 0.131 1.742362e-15 4
#> DOCK81 2.610881e-18 0.95155362 0.272 0.070 7.832644e-15 4
#> LBH 7.903518e-15 0.82164157 0.279 0.087 2.371055e-11 4
#> SLC2A31 2.009114e-13 0.70834384 0.340 0.128 6.027342e-10 4
#> IRF11 5.141142e-13 0.88109087 0.340 0.144 1.542343e-09 4
#> ALOX5AP1 1.074720e-11 0.61156680 0.279 0.097 3.224161e-08 4
#> ITGB21 3.896647e-11 0.66467670 0.299 0.118 1.168994e-07 4
#> PLAAT4 1.298117e-09 0.75410364 0.299 0.137 3.894351e-06 4
#> NFKBIA1 5.780586e-08 0.63295461 0.401 0.248 1.734176e-04 4
#> ZFP361 3.663600e-07 0.63914810 0.347 0.204 1.099080e-03 4
#> HLA-DPB11 7.166118e-07 0.30775162 0.374 0.178 2.149835e-03 4
#> ID21 2.522314e-06 0.58766229 0.279 0.154 7.566943e-03 4
#> CD741 3.779670e-06 0.31500403 0.721 0.490 1.133901e-02 4
#> HLA-DPA11 4.260426e-06 0.34487489 0.361 0.183 1.278128e-02 4
#> HIST1H4C 2.028159e-05 0.56912149 0.259 0.147 6.084477e-02 4
#> DDIT41 3.812775e-04 0.40295646 0.320 0.214 1.000000e+00 4
#> MYH9 4.715593e-04 0.31350181 0.531 0.354 1.000000e+00 4
#> IER21 5.236991e-04 0.45200582 0.306 0.217 1.000000e+00 4
#> PPP1R15A1 2.666422e-03 0.44377968 0.279 0.208 1.000000e+00 4
#> MFAP5 1.612601e-244 2.83305310 0.861 0.019 4.837802e-241 5
#> LRRC15 3.577192e-232 2.70784892 0.854 0.022 1.073158e-228 5
#> ISLR 6.644816e-230 2.71436328 0.826 0.019 1.993445e-226 5
#> FBN1 3.489248e-209 2.61927900 0.938 0.048 1.046775e-205 5
#> CDH11 1.212171e-205 2.57656120 0.944 0.050 3.636514e-202 5
#> CCDC80 2.596746e-203 2.71660487 0.868 0.041 7.790239e-200 5
#> LOX 3.651488e-203 2.49980679 0.757 0.020 1.095446e-199 5
#> MXRA8 8.099488e-203 2.61604300 0.917 0.049 2.429846e-199 5
#> COL8A1 1.698428e-201 2.75145731 0.958 0.064 5.095285e-198 5
#> CTHRC1 4.471753e-201 2.85042200 0.986 0.076 1.341526e-197 5
#> C1R 3.392714e-200 2.48435834 0.861 0.038 1.017814e-196 5
#> CTSK 7.527264e-200 2.71933924 0.951 0.062 2.258179e-196 5
#> ASPN 7.737867e-200 2.59302761 0.931 0.053 2.321360e-196 5
#> COL10A1 2.985352e-199 2.50977481 0.792 0.027 8.956056e-196 5
#> EDIL3 8.832194e-199 2.44750071 0.764 0.022 2.649658e-195 5
#> C1S 1.310683e-198 2.71906100 0.986 0.070 3.932048e-195 5
#> CCN2 1.290103e-197 2.44081744 0.715 0.016 3.870308e-194 5
#> ITGBL1 5.651363e-197 2.40531466 0.743 0.019 1.695409e-193 5
#> FNDC1 3.943673e-196 2.36531998 0.715 0.016 1.183102e-192 5
#> SPON1 6.828587e-195 2.36945502 0.764 0.023 2.048576e-191 5
#> MMP2 3.244994e-193 2.71260460 0.951 0.068 9.734982e-190 5
#> MFAP2 8.326190e-192 2.53702412 0.757 0.025 2.497857e-188 5
#> MXRA5 2.330427e-188 2.65021834 0.917 0.061 6.991280e-185 5
#> RARRES2 7.192885e-184 2.72371940 0.986 0.090 2.157865e-180 5
#> RCN3 1.317913e-181 2.29751748 0.785 0.033 3.953739e-178 5
#> INHBA 2.259151e-181 2.39644962 0.792 0.035 6.777453e-178 5
#> EFEMP2 1.101343e-180 2.35380458 0.743 0.027 3.304029e-177 5
#> SFRP4 2.496559e-179 2.67646987 0.903 0.069 7.489676e-176 5
#> COL11A1 2.159341e-178 2.65606129 0.993 0.096 6.478022e-175 5
#> PODN 6.820025e-178 2.21737594 0.708 0.022 2.046007e-174 5
#> AEBP1 3.679793e-177 2.71912856 1.000 0.108 1.103938e-173 5
#> MSRB3 6.199167e-177 2.23787337 0.736 0.027 1.859750e-173 5
#> CCN5 8.810583e-177 2.41416029 0.674 0.019 2.643175e-173 5
#> PDGFRL 1.451310e-174 2.19299317 0.660 0.017 4.353931e-171 5
#> SERPINF1 3.831071e-174 2.52442895 0.931 0.074 1.149321e-170 5
#> HSPG2 2.849241e-173 2.10535940 0.750 0.030 8.547722e-170 5
#> THY1 1.116214e-172 2.26299948 0.951 0.070 3.348643e-169 5
#> FSTL1 1.692717e-172 2.48318629 0.931 0.074 5.078151e-169 5
#> THBS2 4.007558e-172 2.58837277 0.979 0.093 1.202267e-168 5
#> LUM 2.258938e-171 2.77960640 0.979 0.112 6.776813e-168 5
#> FAP 5.940280e-171 2.19465572 0.847 0.049 1.782084e-167 5
#> FKBP10 2.463587e-170 2.08511540 0.785 0.037 7.390760e-167 5
#> PDPN 1.108206e-169 2.26368222 0.715 0.028 3.324617e-166 5
#> IGFBP5 1.135331e-169 2.54362291 0.938 0.084 3.405993e-166 5
#> ITGA11 1.885240e-169 2.06072604 0.757 0.032 5.655720e-166 5
#> SULF1 4.888342e-168 2.50882732 0.972 0.094 1.466502e-164 5
#> TMEM119 1.404149e-167 2.13848143 0.597 0.011 4.212448e-164 5
#> CEMIP 1.013108e-166 2.11710889 0.757 0.035 3.039325e-163 5
#> ANTXR1 2.487245e-166 2.49128506 0.951 0.090 7.461734e-163 5
#> COL5A1 3.173599e-166 2.26601333 0.854 0.056 9.520797e-163 5
#> COL5A2 1.006272e-164 2.47908057 0.979 0.100 3.018815e-161 5
#> COL6A2 1.180007e-161 2.37766229 1.000 0.101 3.540021e-158 5
#> SMOC2 3.160623e-161 2.11728752 0.625 0.017 9.481869e-158 5
#> MMP11 3.805697e-160 2.48047818 0.889 0.078 1.141709e-156 5
#> SFRP2 5.475752e-160 2.41168613 0.938 0.091 1.642726e-156 5
#> DCN 1.114133e-159 2.70771265 0.979 0.129 3.342398e-156 5
#> TIMP21 2.330058e-159 2.33948005 0.910 0.080 6.990175e-156 5
#> GJA1 2.851015e-158 2.02665082 0.597 0.015 8.553044e-155 5
#> TIMP3 1.933897e-157 2.32426108 0.806 0.055 5.801692e-154 5
#> ADAM12 5.719586e-157 2.12188909 0.771 0.044 1.715876e-153 5
#> FIBIN 2.411882e-156 1.99134619 0.618 0.018 7.235646e-153 5
#> MMP14 7.893075e-156 2.43622120 0.917 0.090 2.367923e-152 5
#> COL12A1 1.587988e-155 2.53093393 0.986 0.122 4.763964e-152 5
#> NBL1 3.739648e-155 2.10954452 0.632 0.021 1.121894e-151 5
#> GLT8D2 5.763626e-155 2.02300934 0.597 0.016 1.729088e-151 5
#> COMP 1.599792e-153 2.26205284 0.660 0.028 4.799377e-150 5
#> FBLN2 1.692580e-153 1.95561625 0.590 0.015 5.077741e-150 5
#> LTBP2 1.802099e-152 2.12386653 0.646 0.025 5.406296e-149 5
#> DPT 4.626989e-150 2.09345489 0.486 0.005 1.388097e-146 5
#> COL6A3 1.636963e-149 2.32664591 0.993 0.120 4.910888e-146 5
#> ECM1 1.167570e-148 2.17807666 0.743 0.046 3.502710e-145 5
#> LMO7 2.181950e-147 1.99310035 0.618 0.023 6.545850e-144 5
#> DPYSL3 8.696382e-147 2.00209821 0.819 0.058 2.608914e-143 5
#> THBS4 1.055211e-146 2.06900312 0.576 0.017 3.165633e-143 5
#> ACTA2 1.769769e-146 2.49977450 0.965 0.130 5.309308e-143 5
#> COL6A1 1.172649e-144 2.17431821 0.951 0.100 3.517948e-141 5
#> VCAN 2.357846e-143 2.42544805 1.000 0.151 7.073538e-140 5
#> SERPINH1 5.189059e-143 2.35203548 0.938 0.112 1.556718e-139 5
#> EMILIN1 1.378509e-142 1.97621330 0.639 0.028 4.135526e-139 5
#> BGN 9.528201e-142 2.27209575 0.965 0.120 2.858460e-138 5
#> SPOCK1 5.457739e-141 1.87903013 0.549 0.015 1.637322e-137 5
#> PXDN 7.155591e-140 2.08963018 0.812 0.067 2.146677e-136 5
#> IGFBP7 7.361905e-140 2.19048808 0.993 0.126 2.208571e-136 5
#> THBS1 4.960067e-138 2.33494595 0.889 0.102 1.488020e-134 5
#> SERPING1 5.416390e-138 2.29830860 0.951 0.124 1.624917e-134 5
#> CAVIN1 5.571796e-138 2.20362581 0.847 0.082 1.671539e-134 5
#> LOXL2 9.256394e-138 1.90290805 0.715 0.044 2.776918e-134 5
#> FBLN1 1.037452e-137 2.06467029 0.639 0.033 3.112356e-134 5
#> PRRX1 1.247941e-136 1.96812434 0.785 0.060 3.743823e-133 5
#> PDGFRA 3.248538e-136 1.85599751 0.590 0.023 9.745615e-133 5
#> HTRA1 1.471235e-134 1.95381903 0.597 0.026 4.413704e-131 5
#> SGCD 1.940364e-134 1.85417133 0.507 0.012 5.821091e-131 5
#> CXCL12 4.147829e-134 1.85866052 0.611 0.027 1.244349e-130 5
#> NTM 3.271093e-132 1.90034011 0.569 0.022 9.813279e-129 5
#> NOX4 1.367572e-130 1.60605847 0.597 0.025 4.102715e-127 5
#> PRELP 2.141593e-130 1.92738546 0.514 0.015 6.424779e-127 5
#> ITGB5 7.061912e-130 1.96522187 0.653 0.039 2.118573e-126 5
#> MEG3 9.848586e-130 1.64464529 0.632 0.032 2.954576e-126 5
#> FGF7 2.201726e-129 1.83616053 0.458 0.008 6.605177e-126 5
#> POSTN 8.219316e-129 2.35239597 0.965 0.162 2.465795e-125 5
#> C1QTNF3 3.612917e-128 1.91840097 0.451 0.008 1.083875e-124 5
#> ADAMTS2 5.021539e-128 1.82918065 0.465 0.009 1.506462e-124 5
#> IGFBP4 5.042497e-128 1.88070384 0.604 0.030 1.512749e-124 5
#> FRMD6 1.786618e-127 1.83238478 0.611 0.031 5.359853e-124 5
#> PALLD 2.015646e-127 2.18085977 0.854 0.098 6.046938e-124 5
#> MRC2 2.244326e-127 1.80508328 0.639 0.037 6.732977e-124 5
#> PLAU1 3.977300e-127 2.13120687 0.833 0.092 1.193190e-123 5
#> PRSS23 4.548139e-127 1.98692297 0.806 0.077 1.364442e-123 5
#> MFGE8 6.223942e-127 2.07140603 0.833 0.090 1.867183e-123 5
#> OLFML3 7.411562e-127 1.84982871 0.597 0.029 2.223469e-123 5
#> PCOLCE 1.256684e-126 1.72314175 0.715 0.049 3.770052e-123 5
#> CREB3L1 4.065989e-124 1.79714189 0.431 0.007 1.219797e-120 5
#> SULF2 1.503383e-123 1.77526852 0.528 0.019 4.510149e-120 5
#> LRP11 7.776017e-123 2.06045567 0.965 0.143 2.332805e-119 5
#> CHPF 6.255790e-122 1.93465276 0.715 0.061 1.876737e-118 5
#> NRP21 4.732148e-121 1.90432773 0.840 0.091 1.419644e-117 5
#> NEXN 1.950047e-120 1.74557300 0.465 0.012 5.850141e-117 5
#> PLPP4 5.040758e-120 1.74398742 0.431 0.008 1.512227e-116 5
#> GALNT5 6.579037e-120 1.84701514 0.424 0.007 1.973711e-116 5
#> CCN1 7.366177e-120 2.09898293 0.722 0.067 2.209853e-116 5
#> CFH 1.324943e-119 1.70053148 0.569 0.028 3.974830e-116 5
#> PPFIBP1 2.939946e-119 1.83516037 0.840 0.094 8.819838e-116 5
#> SPARC 2.290776e-118 2.34780462 1.000 0.213 6.872329e-115 5
#> COL3A1 3.269115e-118 2.40085801 1.000 0.222 9.807344e-115 5
#> ANGPTL2 1.068812e-117 1.81433367 0.583 0.033 3.206437e-114 5
#> PDLIM3 1.402790e-117 1.85837289 0.875 0.105 4.208371e-114 5
#> MYL9 9.942315e-117 2.17064017 0.910 0.146 2.982695e-113 5
#> CRISPLD2 1.066515e-116 1.80207806 0.493 0.018 3.199545e-113 5
#> GPX8 6.824081e-116 1.87107809 0.556 0.030 2.047224e-112 5
#> GASK1B 1.206535e-114 1.89980329 0.549 0.029 3.619606e-111 5
#> HMCN1 1.630873e-113 1.57320294 0.521 0.023 4.892618e-110 5
#> STEAP2 4.241720e-113 1.57128926 0.576 0.033 1.272516e-109 5
#> LAMA4 6.312960e-113 1.66574388 0.757 0.070 1.893888e-109 5
#> MYLK 7.685773e-113 1.75413113 0.674 0.054 2.305732e-109 5
#> GXYLT2 7.738823e-112 1.78703687 0.382 0.005 2.321647e-108 5
#> COL4A2 2.710065e-111 1.55783510 0.736 0.065 8.130196e-108 5
#> COL8A2 9.507709e-111 1.69480919 0.403 0.008 2.852313e-107 5
#> TGFB1I1 1.574380e-110 1.74848630 0.597 0.039 4.723141e-107 5
#> COL1A2 8.601146e-110 2.35987667 1.000 0.259 2.580344e-106 5
#> NT5E 1.300710e-109 1.63881720 0.417 0.010 3.902129e-106 5
#> PLS3 1.306928e-108 1.84780250 0.736 0.079 3.920783e-105 5
#> LAMB1 1.627019e-108 1.60624363 0.618 0.044 4.881057e-105 5
#> KIF26B 4.644689e-108 1.52937641 0.486 0.020 1.393407e-104 5
#> COL1A1 6.340459e-108 2.35722224 1.000 0.269 1.902138e-104 5
#> LMCD1 4.813183e-107 1.68135141 0.583 0.039 1.443955e-103 5
#> CLIC4 5.235273e-106 2.00702710 0.868 0.139 1.570582e-102 5
#> CD55 3.117135e-105 2.15487661 0.917 0.173 9.351405e-102 5
#> SPARCL1 7.643930e-105 1.51846083 0.688 0.060 2.293179e-101 5
#> TMEM47 9.113396e-105 1.71249133 0.438 0.015 2.734019e-101 5
#> TAGLN 9.162717e-105 2.21649325 0.958 0.217 2.748815e-101 5
#> GALNT1 1.433849e-104 1.71372467 0.576 0.041 4.301547e-101 5
#> SPHK1 3.235404e-104 1.65226448 0.493 0.024 9.706211e-101 5
#> DDR2 4.258270e-103 1.56868549 0.507 0.027 1.277481e-99 5
#> FMOD 4.528393e-103 1.68436171 0.368 0.007 1.358518e-99 5
#> PLXDC21 8.018197e-103 1.78263788 0.847 0.118 2.405459e-99 5
#> LTBP1 1.347753e-102 1.78792525 0.618 0.052 4.043258e-99 5
#> FLNA1 3.409796e-102 2.00250712 0.951 0.195 1.022939e-98 5
#> BICC1 8.959912e-102 1.50912728 0.424 0.014 2.687974e-98 5
#> ALDH1B1 1.150063e-101 1.70030702 0.500 0.028 3.450188e-98 5
#> ECM2 1.180930e-101 1.62744558 0.444 0.017 3.542790e-98 5
#> CORIN 1.566456e-101 1.47276023 0.347 0.005 4.699367e-98 5
#> COL4A1 3.643544e-101 1.44525275 0.708 0.069 1.093063e-97 5
#> NNMT 8.562502e-101 1.88289954 0.903 0.155 2.568751e-97 5
#> CALD1 1.599409e-100 2.01699897 0.986 0.238 4.798226e-97 5
#> CAVIN3 2.222047e-100 1.70605471 0.576 0.044 6.666140e-97 5
#> PCDH7 7.486433e-100 1.50965890 0.438 0.017 2.245930e-96 5
#> LAMB2 3.158131e-99 1.66073712 0.549 0.039 9.474392e-96 5
#> NUAK1 8.270313e-99 1.61881216 0.438 0.018 2.481094e-95 5
#> SDC2 9.776418e-99 1.63032911 0.569 0.043 2.932925e-95 5
#> LPP 3.411769e-98 1.83997609 0.889 0.155 1.023531e-94 5
#> ITGAV1 1.526444e-97 1.75451558 0.757 0.098 4.579333e-94 5
#> KIAA1217 2.014023e-97 1.63177999 0.674 0.071 6.042070e-94 5
#> MYH10 1.080295e-96 1.52446469 0.521 0.034 3.240884e-93 5
#> MME 1.255468e-96 1.50861862 0.389 0.011 3.766404e-93 5
#> CYBRD1 1.593363e-96 1.60520537 0.521 0.035 4.780089e-93 5
#> ACTN11 1.910394e-96 1.88590828 0.861 0.153 5.731183e-93 5
#> SH3PXD2A 2.155677e-94 1.56028946 0.569 0.046 6.467032e-91 5
#> CERCAM 1.803270e-93 1.59760619 0.569 0.047 5.409809e-90 5
#> SLC39A14 1.984203e-93 1.59535396 0.458 0.025 5.952609e-90 5
#> DKK3 1.020925e-92 1.46433983 0.458 0.024 3.062775e-89 5
#> COL16A1 1.156646e-92 1.55435177 0.424 0.019 3.469938e-89 5
#> PLAT 5.021201e-92 1.53784066 0.417 0.018 1.506360e-88 5
#> PDGFRB 9.879777e-92 1.25291866 0.618 0.054 2.963933e-88 5
#> VGLL3 3.200090e-91 1.42186882 0.340 0.007 9.600270e-88 5
#> ADAMTS12 3.327324e-91 1.35017605 0.451 0.023 9.981972e-88 5
#> GJB2 3.437559e-91 1.65171332 0.535 0.042 1.031268e-87 5
#> GREM1 1.045637e-90 1.51402866 0.375 0.012 3.136912e-87 5
#> GLIS3 1.235509e-90 1.49235820 0.368 0.011 3.706528e-87 5
#> LAMA2 6.787643e-90 1.48109895 0.389 0.015 2.036293e-86 5
#> LAMC1 7.003511e-90 1.57905559 0.500 0.035 2.101053e-86 5
#> LBH1 1.168331e-89 1.41873110 0.604 0.056 3.504992e-86 5
#> F13A1 1.483193e-89 1.53903800 0.528 0.041 4.449579e-86 5
#> ALDH1L2 3.138011e-89 1.50115088 0.444 0.025 9.414032e-86 5
#> MICAL2 1.798588e-88 1.62703669 0.646 0.072 5.395764e-85 5
#> PLOD2 2.655678e-88 1.60758551 0.639 0.072 7.967035e-85 5
#> GAS6 3.322335e-88 1.64686905 0.465 0.030 9.967004e-85 5
#> PRICKLE1 5.464093e-88 1.47383644 0.444 0.025 1.639228e-84 5
#> EHD2 1.150019e-87 1.33944618 0.458 0.027 3.450057e-84 5
#> JCAD 4.136661e-87 1.37297592 0.424 0.021 1.240998e-83 5
#> COL14A1 6.007747e-87 1.50719030 0.375 0.014 1.802324e-83 5
#> SVEP1 6.586525e-87 1.38306309 0.438 0.023 1.975957e-83 5
#> RAI14 1.636135e-86 1.45858678 0.639 0.071 4.908405e-83 5
#> VCL 2.467229e-86 1.64252897 0.778 0.124 7.401688e-83 5
#> TEAD1 8.925912e-86 1.31272772 0.438 0.024 2.677774e-82 5
#> PARVA 2.257606e-85 1.54415195 0.639 0.074 6.772819e-82 5
#> SRPX 3.133875e-85 1.57939111 0.319 0.007 9.401626e-82 5
#> FN11 3.142691e-85 1.99678229 1.000 0.443 9.428074e-82 5
#> EPDR1 3.510621e-85 1.53448944 0.319 0.007 1.053186e-81 5
#> CNN2 5.401779e-85 1.69488298 0.806 0.142 1.620534e-81 5
#> SERPINE1 6.607080e-85 1.58197690 0.472 0.033 1.982124e-81 5
#> HTRA3 8.238526e-85 1.45744742 0.278 0.003 2.471558e-81 5
#> TMEM45A 2.561713e-84 1.57180595 0.507 0.043 7.685138e-81 5
#> TENM3 3.701912e-84 1.46203657 0.333 0.009 1.110574e-80 5
#> LMOD1 3.948338e-84 1.34779403 0.382 0.016 1.184501e-80 5
#> APOD 1.883127e-83 1.54155832 0.319 0.008 5.649382e-80 5
#> MYH91 3.929473e-83 1.81566834 0.986 0.311 1.178842e-79 5
#> RAB23 7.434617e-82 1.29922681 0.382 0.017 2.230385e-78 5
#> SSPN 1.344633e-81 1.48071275 0.486 0.039 4.033899e-78 5
#> LRIG3 1.942281e-81 1.32066054 0.417 0.023 5.826844e-78 5
#> APBB2 3.806634e-81 1.17995789 0.458 0.031 1.141990e-77 5
#> FAT1 1.131959e-80 1.45289255 0.618 0.072 3.395876e-77 5
#> CILP 1.542730e-80 1.39888114 0.278 0.004 4.628190e-77 5
#> PDLIM7 2.234781e-80 1.41883993 0.618 0.072 6.704344e-77 5
#> TPM1 1.019817e-79 1.77924590 0.958 0.300 3.059451e-76 5
#> PTGFRN 1.245931e-79 1.42496152 0.493 0.041 3.737792e-76 5
#> PTK7 1.969221e-79 1.45463736 0.382 0.019 5.907662e-76 5
#> ZEB1 1.014667e-78 1.27835389 0.493 0.041 3.044001e-75 5
#> SRPX2 1.574623e-78 1.28648113 0.410 0.024 4.723869e-75 5
#> CDH13 2.298983e-78 1.32169958 0.340 0.013 6.896949e-75 5
#> ZFHX4 4.978402e-78 1.33411064 0.396 0.022 1.493521e-74 5
#> DPP4 6.227801e-78 1.22771304 0.368 0.017 1.868340e-74 5
#> JAM3 7.082271e-78 1.42960661 0.312 0.009 2.124681e-74 5
#> SYTL2 1.047459e-77 1.26142620 0.556 0.056 3.142377e-74 5
#> FZD1 1.124617e-76 1.33246416 0.333 0.013 3.373850e-73 5
#> EFEMP1 1.198920e-76 1.48300498 0.347 0.015 3.596761e-73 5
#> TSHZ2 2.160430e-76 1.22423483 0.396 0.023 6.481290e-73 5
#> PDGFC 3.333767e-76 1.37034870 0.340 0.014 1.000130e-72 5
#> OLFML2B 5.629404e-76 1.41369243 0.562 0.062 1.688821e-72 5
#> TNFRSF12A 1.303777e-75 1.58985003 0.597 0.078 3.911330e-72 5
#> GOLM1 2.610314e-75 1.49323825 0.562 0.066 7.830942e-72 5
#> FERMT2 2.171949e-74 1.37878473 0.479 0.043 6.515848e-71 5
#> MARVELD1 8.216656e-74 1.50980382 0.299 0.009 2.464997e-70 5
#> FKBP9 8.330171e-74 1.44128391 0.493 0.047 2.499051e-70 5
#> PRKG1 2.616775e-73 1.09952812 0.431 0.031 7.850325e-70 5
#> LINC00632 2.698035e-73 1.08623069 0.375 0.021 8.094104e-70 5
#> CKAP4 3.363063e-73 1.46178318 0.465 0.043 1.008919e-69 5
#> PRICKLE2 3.931315e-73 1.20194257 0.319 0.012 1.179394e-69 5
#> UACA 4.254878e-73 1.27126767 0.681 0.099 1.276464e-69 5
#> MIR100HG 4.517668e-73 1.28888670 0.319 0.012 1.355300e-69 5
#> FKBP14 5.898397e-73 1.43019486 0.451 0.039 1.769519e-69 5
#> FILIP1L 8.784848e-73 1.47667157 0.736 0.126 2.635454e-69 5
#> ANKH 2.625522e-72 1.36929826 0.472 0.043 7.876565e-69 5
#> PHLDB2 3.712814e-72 1.23437493 0.444 0.036 1.113844e-68 5
#> NID2 5.735359e-72 1.22783711 0.451 0.037 1.720608e-68 5
#> MAP1A 6.732906e-72 1.24773173 0.375 0.022 2.019872e-68 5
#> AKAP12 7.377114e-72 1.35574135 0.451 0.039 2.213134e-68 5
#> A2M1 1.173634e-71 1.46269762 0.667 0.103 3.520901e-68 5
#> PTPRD 1.048302e-70 1.29266633 0.271 0.007 3.144907e-67 5
#> IGFBP6 4.639321e-70 1.29252517 0.299 0.011 1.391796e-66 5
#> GPC6 6.213973e-70 1.26504830 0.424 0.034 1.864192e-66 5
#> FKBP7 8.305045e-70 1.29746183 0.361 0.021 2.491514e-66 5
#> F2R 3.049381e-69 1.30575590 0.361 0.021 9.148142e-66 5
#> C3 3.679509e-69 1.38019357 0.438 0.038 1.103853e-65 5
#> AFAP1 4.958165e-69 1.20977666 0.438 0.037 1.487450e-65 5
#> SGCE 1.351762e-68 1.18952334 0.333 0.017 4.055286e-65 5
#> BNC2 1.541479e-68 1.03830266 0.382 0.025 4.624438e-65 5
#> SUGCT 1.855537e-68 1.22926394 0.299 0.011 5.566610e-65 5
#> LHFPL6 7.131401e-68 0.91101812 0.465 0.042 2.139420e-64 5
#> ST5 1.263667e-67 1.21311891 0.479 0.049 3.791002e-64 5
#> PLPP3 3.078316e-66 1.30318915 0.354 0.023 9.234947e-63 5
#> B4GALT1 5.595244e-66 1.47697500 0.576 0.085 1.678573e-62 5
#> ARHGAP28 6.576186e-66 1.02921423 0.306 0.013 1.972856e-62 5
#> PTGIS 1.322578e-65 1.28093696 0.250 0.006 3.967735e-62 5
#> FMO2 5.279043e-65 1.19922924 0.368 0.025 1.583713e-61 5
#> FGFR1 6.771719e-65 1.22438618 0.590 0.086 2.031516e-61 5
#> C1QTNF1 7.132123e-65 1.25446465 0.354 0.023 2.139637e-61 5
#> TIMP11 1.404270e-64 1.43734001 0.917 0.245 4.212811e-61 5
#> LOXL1 1.683249e-64 1.25239230 0.292 0.013 5.049748e-61 5
#> MAGI2-AS3 2.386870e-64 1.19551856 0.333 0.019 7.160610e-61 5
#> C5orf46 8.056538e-64 1.28908990 0.340 0.021 2.416961e-60 5
#> NINJ2 8.648199e-64 1.35127243 0.285 0.012 2.594460e-60 5
#> CLMP 1.734205e-63 1.02483529 0.250 0.007 5.202614e-60 5
#> SMIM3 1.793238e-63 1.22619922 0.451 0.045 5.379714e-60 5
#> TUBB6 4.152960e-63 1.26746267 0.521 0.068 1.245888e-59 5
#> KCNQ1OT1 6.270794e-63 1.15493064 0.403 0.034 1.881238e-59 5
#> RCN1 1.068655e-62 1.47118140 0.667 0.130 3.205965e-59 5
#> RUNX2 1.069519e-62 1.14051876 0.368 0.027 3.208557e-59 5
#> NXN 3.910887e-62 1.10556701 0.250 0.007 1.173266e-58 5
#> COL18A1 6.178553e-62 1.03218929 0.451 0.045 1.853566e-58 5
#> LIMA1 8.890849e-62 1.31293393 0.618 0.105 2.667255e-58 5
#> TNFRSF19 9.125760e-62 1.12688731 0.264 0.009 2.737728e-58 5
#> SGCB 4.951428e-61 1.22171892 0.424 0.043 1.485428e-57 5
#> SEMA3C 1.183104e-60 1.33612275 0.403 0.039 3.549312e-57 5
#> PDLIM2 2.884342e-60 1.04217339 0.389 0.033 8.653025e-57 5
#> OLFML1 2.948464e-60 1.28910547 0.257 0.009 8.845393e-57 5
#> PTPN14 3.051452e-60 1.14421687 0.410 0.039 9.154357e-57 5
#> FHL2 3.834150e-60 1.19955252 0.514 0.069 1.150245e-56 5
#> TENM4 4.078346e-60 1.05525655 0.306 0.017 1.223504e-56 5
#> ANTXR2 5.080606e-60 1.27325985 0.396 0.037 1.524182e-56 5
#> ID31 8.821142e-60 1.26951459 0.562 0.084 2.646343e-56 5
#> CLEC11A 1.377294e-59 1.16606312 0.396 0.036 4.131882e-56 5
#> AMOTL1 1.582335e-59 1.10500937 0.299 0.016 4.747006e-56 5
#> STEAP1 4.458367e-59 1.17400641 0.340 0.025 1.337510e-55 5
#> FLNB 8.608971e-59 1.20658048 0.479 0.060 2.582691e-55 5
#> CCN4 8.615845e-59 1.08313751 0.285 0.014 2.584754e-55 5
#> ETV1 5.050308e-58 1.12171867 0.278 0.013 1.515092e-54 5
#> EGFL6 6.456644e-58 1.03863878 0.278 0.013 1.936993e-54 5
#> CD109 6.597142e-58 1.12197860 0.340 0.025 1.979143e-54 5
#> FSCN1 1.445473e-57 1.07891189 0.361 0.030 4.336420e-54 5
#> IFITM11 1.794721e-57 1.05417861 0.750 0.146 5.384163e-54 5
#> EMP1 2.407344e-57 1.14538528 0.667 0.124 7.222031e-54 5
#> KDELR3 2.631368e-57 1.31976745 0.444 0.054 7.894105e-54 5
#> LXN 3.638379e-57 1.15566455 0.333 0.025 1.091514e-53 5
#> NID1 7.912267e-57 1.00169158 0.389 0.036 2.373680e-53 5
#> PHACTR2 1.653754e-56 1.07991925 0.458 0.056 4.961262e-53 5
#> PAPSS2 2.035886e-56 1.19146308 0.403 0.041 6.107657e-53 5
#> FBXO32 3.055208e-56 1.27828988 0.486 0.067 9.165623e-53 5
#> PDLIM4 5.507133e-56 1.14302708 0.347 0.029 1.652140e-52 5
#> AHNAK2 2.599838e-55 1.11609366 0.438 0.052 7.799514e-52 5
#> CYP7B1 2.970683e-55 1.12872427 0.319 0.023 8.912050e-52 5
#> CTSB1 3.694596e-55 1.26896220 0.986 0.300 1.108379e-51 5
#> ENAH 5.590262e-54 1.19093332 0.431 0.053 1.677079e-50 5
#> SERPINE2 3.091277e-53 1.13498160 0.486 0.070 9.273832e-50 5
#> ITGA5 5.743796e-53 1.16261229 0.431 0.054 1.723139e-49 5
#> SPON2 5.864479e-53 1.11796773 0.458 0.061 1.759344e-49 5
#> CST31 9.125197e-53 1.15481272 0.903 0.215 2.737559e-49 5
#> SGMS2 1.793648e-52 1.12579399 0.257 0.013 5.380945e-49 5
#> PDGFD 2.224334e-52 0.98653491 0.250 0.012 6.673002e-49 5
#> SPTBN1 1.811042e-51 1.10650497 0.528 0.086 5.433125e-48 5
#> PLEC1 2.628654e-51 1.17367157 0.688 0.152 7.885963e-48 5
#> PLK2 2.681621e-51 1.05714534 0.340 0.031 8.044864e-48 5
#> CYP1B1 3.240105e-51 1.05817407 0.257 0.014 9.720314e-48 5
#> CD248 3.670927e-51 0.98113239 0.326 0.027 1.101278e-47 5
#> FHL1 4.257649e-51 0.92381328 0.292 0.020 1.277295e-47 5
#> PLSCR4 2.851862e-50 1.17655329 0.306 0.025 8.555586e-47 5
#> LAYN 3.516546e-50 0.80000532 0.264 0.015 1.054964e-46 5
#> SEMA5A 6.332852e-50 1.02760759 0.264 0.016 1.899856e-46 5
#> ARHGAP1 5.995995e-49 1.08148630 0.368 0.041 1.798798e-45 5
#> EPB41L2 9.464821e-49 0.99049635 0.451 0.064 2.839446e-45 5
#> BMP1 2.666177e-48 0.88817578 0.333 0.031 7.998531e-45 5
#> SACS 1.055575e-47 0.94469654 0.271 0.019 3.166724e-44 5
#> RAB3B 1.495486e-47 1.08134886 0.257 0.017 4.486458e-44 5
#> PLPP1 1.542384e-47 1.03801579 0.458 0.070 4.627151e-44 5
#> MRVI1 1.107139e-46 0.88434717 0.278 0.021 3.321418e-43 5
#> TLN2 1.315827e-45 0.87156344 0.292 0.025 3.947480e-42 5
#> SGIP1 1.389603e-45 0.82049847 0.333 0.033 4.168810e-42 5
#> RHOBTB3 2.296061e-45 1.00796431 0.347 0.039 6.888183e-42 5
#> PLA2R1 1.264020e-44 0.85190665 0.257 0.018 3.792059e-41 5
#> DAB21 1.823633e-44 0.81779080 0.542 0.094 5.470898e-41 5
#> TJP1 1.980348e-44 0.95149170 0.465 0.077 5.941044e-41 5
#> COL15A1 4.905306e-44 1.04198699 0.299 0.028 1.471592e-40 5
#> CTSF 7.619544e-44 0.88803161 0.410 0.058 2.285863e-40 5
#> TNFAIP6 8.894868e-44 0.89593873 0.271 0.021 2.668460e-40 5
#> EPAS1 7.144261e-43 0.93834889 0.306 0.031 2.143278e-39 5
#> DLC1 8.854333e-43 0.89679480 0.299 0.029 2.656300e-39 5
#> AKT3 1.303654e-42 0.85906719 0.312 0.032 3.910962e-39 5
#> SLC39A13 2.451596e-42 1.04509920 0.326 0.038 7.354787e-39 5
#> WWTR1 4.853152e-42 0.92345919 0.368 0.049 1.455946e-38 5
#> SMARCA1 2.113733e-41 0.97453922 0.326 0.039 6.341200e-38 5
#> GGT5 1.230935e-40 0.99937785 0.292 0.030 3.692805e-37 5
#> AC006453.2 1.532969e-40 0.88763208 0.340 0.043 4.598908e-37 5
#> PLAGL1 1.876375e-40 0.82632955 0.285 0.028 5.629126e-37 5
#> PTMS 2.424511e-40 0.98200302 0.403 0.064 7.273534e-37 5
#> RARRES1 6.566569e-40 0.99104373 0.264 0.024 1.969971e-36 5
#> SPTAN1 7.402362e-40 0.97965506 0.535 0.116 2.220709e-36 5
#> TGFBI1 1.020617e-39 0.97029334 0.549 0.116 3.061850e-36 5
#> PLAUR1 1.316605e-39 0.76573838 0.562 0.114 3.949816e-36 5
#> LIMCH1 1.342399e-39 1.00769766 0.312 0.037 4.027197e-36 5
#> ENC1 3.280650e-39 1.01754392 0.347 0.048 9.841951e-36 5
#> KIRREL1 4.638725e-39 0.88989405 0.250 0.021 1.391617e-35 5
#> SDC1 1.087908e-38 0.89123635 0.576 0.133 3.263725e-35 5
#> TCEAL9 1.345678e-38 0.95554464 0.285 0.031 4.037033e-35 5
#> NFIX 1.494663e-38 0.92796933 0.292 0.033 4.483990e-35 5
#> S100A161 1.936120e-38 0.87597206 0.549 0.118 5.808360e-35 5
#> NRP11 4.650103e-38 0.85947890 0.472 0.089 1.395031e-34 5
#> CAV1 7.765158e-38 0.82751464 0.514 0.110 2.329547e-34 5
#> PHLDA3 3.077383e-37 0.96793121 0.257 0.025 9.232149e-34 5
#> APLP21 3.549536e-37 0.81627663 0.660 0.167 1.064861e-33 5
#> CARMN 6.096639e-37 0.74540993 0.306 0.037 1.828992e-33 5
#> MDK1 2.487116e-36 0.88523334 0.639 0.165 7.461349e-33 5
#> DUXAP8 1.356158e-35 0.75894729 0.306 0.039 4.068475e-32 5
#> BEX3 3.661934e-35 0.79994049 0.375 0.060 1.098580e-31 5
#> TRAC 3.920753e-35 0.69075965 0.257 0.026 1.176226e-31 5
#> RGS16 1.670578e-34 0.87762497 0.354 0.056 5.011734e-31 5
#> SLC5A3 1.828090e-34 0.91079923 0.354 0.057 5.484270e-31 5
#> HSPB11 2.547729e-34 0.86380925 0.701 0.201 7.643186e-31 5
#> SLC6A6 5.150116e-34 0.85891892 0.340 0.053 1.545035e-30 5
#> ITGA1 5.518063e-34 0.71312482 0.299 0.038 1.655419e-30 5
#> BCAT11 7.368203e-34 0.80421107 0.403 0.072 2.210461e-30 5
#> GNG12 2.634859e-33 0.86912892 0.375 0.068 7.904577e-30 5
#> APOL1 5.316660e-31 0.85068574 0.312 0.050 1.594998e-27 5
#> PHLDB1 8.733985e-31 0.75558507 0.382 0.073 2.620195e-27 5
#> NREP 5.254304e-30 0.67220764 0.431 0.090 1.576291e-26 5
#> TMEM204 6.953197e-30 0.63749819 0.264 0.034 2.085959e-26 5
#> MAP1B 3.165212e-29 0.76721174 0.472 0.114 9.495635e-26 5
#> PSAP1 1.122413e-28 0.88035611 0.951 0.437 3.367239e-25 5
#> IL321 2.125542e-28 0.67421802 0.750 0.226 6.376626e-25 5
#> CTSL1 2.521550e-28 0.58577108 0.514 0.128 7.564649e-25 5
#> TANC21 1.655019e-27 0.64801845 0.333 0.062 4.965057e-24 5
#> ARL4C 1.730879e-26 0.68891078 0.451 0.110 5.192638e-23 5
#> MYO1B 4.005892e-26 0.60978718 0.403 0.090 1.201767e-22 5
#> HOPX 1.810650e-25 0.65489509 0.292 0.051 5.431951e-22 5
#> CTSZ1 9.481784e-25 0.60266684 0.660 0.215 2.844535e-21 5
#> LGMN1 1.070648e-24 0.65271095 0.528 0.155 3.211943e-21 5
#> GEM 4.186078e-24 0.63105369 0.257 0.042 1.255823e-20 5
#> CADM1 1.435763e-23 0.74968713 0.382 0.097 4.307288e-20 5
#> FCGRT1 7.432144e-23 0.52917032 0.438 0.113 2.229643e-19 5
#> ENO2 4.487470e-22 0.63597789 0.250 0.044 1.346241e-18 5
#> HUWE1 5.768607e-22 0.60441844 0.410 0.111 1.730582e-18 5
#> CRYAB 1.112928e-21 0.55017071 0.264 0.049 3.338785e-18 5
#> LAMP11 6.834958e-21 0.72669630 0.271 0.056 2.050487e-17 5
#> TUBA1A1 1.762694e-20 0.73916625 0.708 0.280 5.288082e-17 5
#> ATP1B1 4.157376e-20 0.70281810 0.285 0.065 1.247213e-16 5
#> ABCA11 1.628642e-18 0.44700594 0.312 0.074 4.885926e-15 5
#> IFI61 3.625802e-18 0.57580085 0.403 0.125 1.087741e-14 5
#> TRIM22 5.574352e-18 0.48067516 0.271 0.060 1.672305e-14 5
#> TNKS1BP1 5.673112e-17 0.54740049 0.292 0.075 1.701934e-13 5
#> PLTP1 5.130916e-16 0.51209332 0.319 0.089 1.539275e-12 5
#> PLD31 1.178572e-15 0.44695051 0.493 0.181 3.535715e-12 5
#> GBP1 1.599990e-15 0.51351876 0.271 0.070 4.799969e-12 5
#> ENG1 3.942386e-15 0.47381448 0.278 0.074 1.182716e-11 5
#> CCND1 1.517842e-14 0.43669291 0.389 0.130 4.553527e-11 5
#> VAMP51 1.828384e-14 0.42052640 0.306 0.089 5.485152e-11 5
#> STAT11 2.216785e-14 0.46112758 0.451 0.165 6.650356e-11 5
#> ZEB21 6.177031e-14 0.34784209 0.375 0.119 1.853109e-10 5
#> CDCP1 2.982323e-13 0.60405636 0.264 0.079 8.946970e-10 5
#> ITM2C 1.654837e-12 0.37441940 0.396 0.144 4.964510e-09 5
#> ZKSCAN1 2.048105e-12 0.40010976 0.389 0.144 6.144314e-09 5
#> EPHX1 4.799324e-12 0.39452346 0.368 0.135 1.439797e-08 5
#> SOD21 8.472984e-12 0.42258591 0.472 0.197 2.541895e-08 5
#> MFSD11 1.467041e-11 0.39329783 0.368 0.138 4.401122e-08 5
#> CXCL142 3.544861e-11 0.35448187 0.368 0.136 1.063458e-07 5
#> SOX41 3.715534e-11 0.29430937 0.562 0.222 1.114660e-07 5
#> GPNMB1 5.690264e-11 0.39486385 0.639 0.264 1.707079e-07 5
#> CARHSP1 5.825088e-11 0.32625172 0.326 0.117 1.747526e-07 5
#> TM4SF11 1.912677e-10 0.25070990 0.521 0.211 5.738032e-07 5
#> LAP31 2.974355e-10 0.41624066 0.278 0.099 8.923066e-07 5
#> DSP 4.308192e-10 0.28051559 0.326 0.117 1.292458e-06 5
#> EGLN3 5.799610e-10 0.31947699 0.340 0.129 1.739883e-06 5
#> MGP1 1.059058e-08 0.20533840 0.396 0.163 3.177173e-05 5
#> ANXA12 1.077004e-08 0.37415684 0.715 0.340 3.231012e-05 5
#> CRIP21 2.600235e-08 0.23476418 0.444 0.192 7.800706e-05 5
#> FNBP1L 2.653467e-08 0.24509294 0.312 0.126 7.960401e-05 5
#> CDC42EP1 1.231610e-07 0.26010325 0.264 0.105 3.694830e-04 5
#> TNFSF10 1.976423e-07 0.24225008 0.347 0.152 5.929268e-04 5
#> S100A131 3.306038e-07 0.21611398 0.306 0.129 9.918114e-04 5
#> NET11 1.270141e-06 0.19056868 0.340 0.153 3.810423e-03 5
#> ASAH11 2.894796e-06 0.19781099 0.410 0.205 8.684388e-03 5
#> TSC22D1 3.128191e-06 0.23892240 0.264 0.117 9.384574e-03 5
#> TACC11 5.514279e-06 0.17306780 0.458 0.227 1.654284e-02 5
#> DERL31 8.764004e-06 0.25473950 0.306 0.147 2.629201e-02 5
#> RHOC1 1.233158e-05 0.23184121 0.597 0.309 3.699474e-02 5
#> HERPUD11 1.865941e-05 0.14902279 0.507 0.262 5.597824e-02 5
#> SCPEP11 3.386697e-05 0.19365107 0.312 0.158 1.016009e-01 5
#> NUPR12 4.188178e-05 0.16880782 0.493 0.270 1.256454e-01 5
#> PLIN21 5.040511e-05 0.11907328 0.250 0.117 1.512153e-01 5
#> NFIB1 2.231166e-04 0.06097472 0.333 0.165 6.693499e-01 5
#> GPX1P11 6.832753e-04 0.03829764 0.368 0.202 1.000000e+00 5
#> ADAM91 8.098461e-04 0.04444955 0.389 0.211 1.000000e+00 5
#> PERP1 1.080223e-03 0.02121738 0.368 0.197 1.000000e+00 5
#> TUBB4B1 1.133863e-03 0.11967561 0.319 0.184 1.000000e+00 5
#> H1F01 1.828134e-03 0.04116264 0.438 0.244 1.000000e+00 5
#> GRB21 4.055213e-03 0.03538267 0.375 0.229 1.000000e+00 5
#> PPP1R15A2 4.626872e-03 0.10010540 0.326 0.203 1.000000e+00 5
#> IFI272 4.921237e-03 0.16910566 0.604 0.354 1.000000e+00 5
#> FKBP11 5.021719e-03 0.03019689 0.278 0.160 1.000000e+00 5
#> IGKV3D-15 5.407905e-96 1.82317517 0.549 0.040 1.622371e-92 6
#> IGKC 1.096894e-86 1.93224789 0.917 0.190 3.290683e-83 6
#> IGHV1-58 6.903672e-68 1.57856289 0.398 0.029 2.071102e-64 6
#> IGKV3-15 3.704880e-57 2.24161479 0.902 0.367 1.111464e-53 6
#> IGHV1-18 3.954544e-47 2.06195729 0.820 0.313 1.186363e-43 6
#> IGHG11 6.113765e-38 1.30643623 0.902 0.393 1.834129e-34 6
#> IGKV3-20 1.117245e-24 1.01042346 0.496 0.160 3.351736e-21 6
#> IGHV4-59 1.937112e-11 0.89097601 0.271 0.095 5.811337e-08 6
#> JCHAIN1 6.385063e-09 0.54722789 0.286 0.117 1.915519e-05 6
#> IGLV2-142 1.077887e-03 0.01159606 0.654 0.438 1.000000e+00 6
#> NECTIN4 5.581495e-217 2.50808332 0.825 0.018 1.674448e-213 7
#> AC138409.2 1.107658e-163 2.16532339 0.711 0.024 3.322973e-160 7
#> ITGB6 2.386228e-159 2.13898233 0.719 0.026 7.158684e-156 7
#> TACSTD2 3.335316e-150 2.46483578 0.877 0.062 1.000595e-146 7
#> CLDN41 1.032681e-147 2.55518910 0.939 0.081 3.098044e-144 7
#> PTPRF 3.836876e-146 1.97705834 0.807 0.046 1.151063e-142 7
#> PRSS8 2.724109e-141 1.95394569 0.667 0.026 8.172328e-138 7
#> GRHL1 6.074586e-139 1.86772355 0.482 0.007 1.822376e-135 7
#> EFNA1 1.216517e-134 2.10927511 0.833 0.059 3.649552e-131 7
#> AHI1 5.158628e-132 2.35862373 0.939 0.097 1.547588e-128 7
#> MUC1 8.256942e-132 1.79565591 0.535 0.014 2.477083e-128 7
#> LINC01235 1.309872e-129 1.56447225 0.640 0.027 3.929617e-126 7
#> AGT 1.070580e-128 1.80546160 0.632 0.027 3.211740e-125 7
#> SPINT1 2.381269e-127 1.76865645 0.728 0.044 7.143806e-124 7
#> PLPP21 6.461518e-127 1.83467110 0.851 0.066 1.938456e-123 7
#> SEMA4B 1.222113e-126 1.71897023 0.614 0.026 3.666338e-123 7
#> DSP1 4.676458e-126 2.10202568 0.877 0.080 1.402937e-122 7
#> LAMC2 4.685000e-125 1.78538537 0.412 0.004 1.405500e-121 7
#> CXADR1 4.615777e-122 2.07403096 0.851 0.075 1.384733e-118 7
#> SERPINA3 9.511312e-122 1.83043209 0.509 0.014 2.853394e-118 7
#> GPRC5A 1.034243e-121 1.94230721 0.465 0.010 3.102729e-118 7
#> AP001636.3 2.160731e-119 1.54644441 0.614 0.029 6.482192e-116 7
#> SUSD2 3.184437e-117 1.70261932 0.754 0.055 9.553311e-114 7
#> MLPH 9.432294e-115 1.45763161 0.605 0.030 2.829688e-111 7
#> STAC2 2.107463e-114 1.77398321 0.456 0.011 6.322388e-111 7
#> EDN1 2.321790e-113 1.63022856 0.447 0.010 6.965371e-110 7
#> SORBS2 4.328123e-111 1.40977710 0.579 0.028 1.298437e-107 7
#> ERBB3 5.607632e-111 1.43790403 0.509 0.018 1.682289e-107 7
#> VTCN1 6.025639e-109 1.41387379 0.509 0.019 1.807692e-105 7
#> PODXL2 3.976375e-108 1.40759746 0.675 0.045 1.192913e-104 7
#> MPZL2 4.129530e-108 1.34229194 0.491 0.017 1.238859e-104 7
#> DEFB1 1.710372e-107 1.62849503 0.377 0.005 5.131115e-104 7
#> CDH3 2.109953e-107 1.53524852 0.377 0.005 6.329859e-104 7
#> ELF32 2.178476e-107 2.20413819 0.974 0.146 6.535429e-104 7
#> CP 1.732223e-105 1.55726333 0.561 0.029 5.196669e-102 7
#> MUC20 5.042669e-103 1.38988365 0.518 0.023 1.512801e-99 7
#> LINC01285 2.318196e-101 1.64623309 0.351 0.005 6.954587e-98 7
#> DYRK3 2.491429e-101 1.34544505 0.588 0.035 7.474287e-98 7
#> MALL 3.675431e-101 1.28051365 0.561 0.030 1.102629e-97 7
#> STBD1 5.268587e-101 1.56952117 0.500 0.022 1.580576e-97 7
#> AARD 6.800971e-101 1.87524389 0.509 0.024 2.040291e-97 7
#> PDZK1IP11 6.062484e-100 1.63248242 0.833 0.086 1.818745e-96 7
#> ITGB4 2.392882e-99 1.50618713 0.360 0.006 7.178646e-96 7
#> SLC2A1 5.924432e-99 1.66608211 0.632 0.046 1.777329e-95 7
#> NFIB2 1.210612e-98 1.85925270 0.930 0.124 3.631836e-95 7
#> TRPM8 2.538117e-97 1.69194791 0.316 0.003 7.614351e-94 7
#> PROM2 2.817065e-97 1.28166419 0.439 0.015 8.451196e-94 7
#> CFB 3.848655e-97 1.56918389 0.518 0.027 1.154597e-93 7
#> EPCAM1 4.259709e-96 1.46696514 0.763 0.071 1.277913e-92 7
#> LY6K1 1.242715e-95 1.50075947 0.781 0.076 3.728145e-92 7
#> CCL28 6.323587e-95 1.31394155 0.500 0.025 1.897076e-91 7
#> EFNA4 2.704766e-94 1.34408724 0.570 0.036 8.114299e-91 7
#> TFB1M1 2.992956e-94 2.08086134 0.956 0.164 8.978867e-91 7
#> CYP4X1 1.943611e-93 1.22664260 0.570 0.036 5.830832e-90 7
#> SLPI1 4.364417e-93 1.51402615 0.702 0.063 1.309325e-89 7
#> ATG9B 6.873042e-92 1.53924234 0.316 0.004 2.061913e-88 7
#> PLAAT1 1.491138e-91 1.12558510 0.421 0.015 4.473414e-88 7
#> WDR45B 2.053805e-91 1.42777925 0.711 0.068 6.161416e-88 7
#> MGST11 1.584518e-90 1.65802597 0.833 0.098 4.753554e-87 7
#> RHOB1 3.787751e-90 1.94935955 0.816 0.112 1.136325e-86 7
#> SDC4 8.763042e-90 1.18021497 0.658 0.056 2.628913e-86 7
#> CHI3L2 9.247977e-90 1.41762340 0.386 0.012 2.774393e-86 7
#> TMPRSS13 2.075951e-89 1.15292616 0.412 0.015 6.227854e-86 7
#> NDRG1 2.673375e-89 1.80055561 0.851 0.119 8.020126e-86 7
#> ADAM15 5.672669e-89 1.39803041 0.746 0.078 1.701801e-85 7
#> TM4SF1-AS1 1.403551e-87 1.26004301 0.325 0.006 4.210652e-84 7
#> AP1M21 1.795088e-87 1.13904661 0.684 0.061 5.385263e-84 7
#> JUP 4.484937e-87 1.30257035 0.623 0.051 1.345481e-83 7
#> CDH1 1.308912e-86 1.15042917 0.360 0.010 3.926736e-83 7
#> NET12 3.636430e-86 1.58698430 0.860 0.119 1.090929e-82 7
#> CLDN71 3.830228e-86 1.43134687 0.772 0.086 1.149068e-82 7
#> FXYD31 8.668837e-86 1.11321152 0.667 0.059 2.600651e-82 7
#> LDOC1 1.731219e-85 1.27073971 0.535 0.036 5.193657e-82 7
#> LINC00958 1.909257e-85 1.10912490 0.456 0.023 5.727772e-82 7
#> DSG2 5.484352e-85 1.25010527 0.526 0.035 1.645305e-81 7
#> PERP2 7.876715e-85 1.86560134 0.930 0.159 2.363014e-81 7
#> RORC 1.285575e-84 1.19206338 0.342 0.008 3.856725e-81 7
#> DSC21 2.261024e-84 1.37861723 0.614 0.053 6.783073e-81 7
#> ADAM92 2.838598e-84 1.91501995 0.939 0.174 8.515794e-81 7
#> MAPT 5.325202e-84 1.17295445 0.482 0.027 1.597561e-80 7
#> KRT15 1.097579e-83 1.24749917 0.351 0.010 3.292738e-80 7
#> TINAGL1 1.815215e-83 1.14196704 0.404 0.016 5.445646e-80 7
#> TNFSF101 4.824754e-83 1.74390784 0.825 0.121 1.447426e-79 7
#> FUT2 7.102559e-83 1.30990297 0.289 0.004 2.130768e-79 7
#> TACC12 9.194328e-83 1.96874514 0.947 0.195 2.758298e-79 7
#> BCAM 1.376896e-82 1.02522728 0.430 0.020 4.130688e-79 7
#> TRIM47 1.880773e-82 1.17664870 0.465 0.026 5.642318e-79 7
#> SLC41A3 4.101347e-82 1.20555607 0.579 0.048 1.230404e-78 7
#> HOOK1 5.049028e-82 1.11753943 0.377 0.014 1.514708e-78 7
#> CA9 8.299184e-82 1.20739896 0.447 0.023 2.489755e-78 7
#> FNBP1L1 1.032810e-81 1.35195553 0.772 0.095 3.098429e-78 7
#> S100A141 2.447159e-81 1.52052106 0.807 0.104 7.341476e-78 7
#> SOX9 2.599518e-81 1.24067859 0.395 0.016 7.798555e-78 7
#> KIF1A 3.380167e-81 1.36505349 0.298 0.005 1.014050e-77 7
#> MYH14 3.884704e-81 1.13731364 0.325 0.008 1.165411e-77 7
#> CHI3L1 4.204866e-81 1.34017469 0.640 0.062 1.261460e-77 7
#> RAB6B 6.373340e-81 1.02116757 0.570 0.045 1.912002e-77 7
#> ICA1 1.605610e-80 0.98150137 0.447 0.024 4.816829e-77 7
#> CYB561 4.365202e-80 1.15889043 0.588 0.051 1.309561e-76 7
#> CGN 5.034441e-80 1.15608171 0.333 0.009 1.510332e-76 7
#> NMB 1.649063e-79 1.42153235 0.544 0.044 4.947189e-76 7
#> SNCG1 1.860900e-79 1.14934696 0.640 0.060 5.582700e-76 7
#> OCLN 2.794145e-79 1.19613558 0.342 0.010 8.382434e-76 7
#> SPTBN2 4.093901e-79 1.21700973 0.263 0.003 1.228170e-75 7
#> MEST 6.124094e-79 1.04278153 0.430 0.022 1.837228e-75 7
#> HILPDA 1.187156e-78 1.56138319 0.667 0.075 3.561468e-75 7
#> SCPEP12 1.323629e-78 1.61073263 0.816 0.124 3.970886e-75 7
#> AC106886.5 2.228766e-78 0.93714101 0.351 0.012 6.686297e-75 7
#> TMC4 7.777128e-78 1.06761573 0.412 0.020 2.333138e-74 7
#> VANGL1 1.494571e-77 1.23081888 0.412 0.021 4.483714e-74 7
#> ATF31 1.830129e-77 1.53263881 0.807 0.118 5.490386e-74 7
#> NSD31 4.058220e-77 1.98082075 1.000 0.255 1.217466e-73 7
#> AL596442.31 6.106312e-77 1.36564301 0.868 0.120 1.831894e-73 7
#> DNAH11 1.088577e-76 1.36131767 0.263 0.003 3.265732e-73 7
#> TMC5 1.452282e-76 1.32923045 0.263 0.003 4.356846e-73 7
#> HIST3H2A 1.610410e-76 1.05355350 0.474 0.031 4.831230e-73 7
#> TFAP2B 2.654935e-76 1.20931452 0.447 0.027 7.964804e-73 7
#> SERINC2 2.689237e-76 1.24597693 0.640 0.067 8.067712e-73 7
#> MAGEA31 3.466264e-76 0.94771598 0.632 0.060 1.039879e-72 7
#> SOX42 8.470787e-76 1.80851898 0.939 0.201 2.541236e-72 7
#> WFDC2 1.975280e-75 1.14355189 0.430 0.024 5.925841e-72 7
#> ASS11 2.948111e-75 1.30453003 0.781 0.101 8.844332e-72 7
#> RHOV 5.112275e-75 1.13185057 0.360 0.014 1.533682e-71 7
#> ATP13A5 7.730596e-75 1.24401294 0.316 0.009 2.319179e-71 7
#> TM4SF12 1.613750e-74 1.81717681 0.912 0.188 4.841249e-71 7
#> EFNA3 2.225654e-74 1.04719729 0.412 0.022 6.676961e-71 7
#> LSR 3.936950e-74 1.01943629 0.509 0.039 1.181085e-70 7
#> ANXA31 4.546359e-74 1.29555323 0.658 0.072 1.363908e-70 7
#> TPD52L11 6.544462e-74 1.10454918 0.684 0.075 1.963338e-70 7
#> TM2D21 9.192126e-74 1.64159284 0.833 0.138 2.757638e-70 7
#> AL117329.1 1.129552e-73 1.34806163 0.254 0.003 3.388656e-70 7
#> DAAM1 1.595335e-73 1.32866006 0.605 0.063 4.786005e-70 7
#> RAB3IP 3.639011e-73 1.03863954 0.570 0.052 1.091703e-69 7
#> PGM2L1 5.355347e-73 1.19926193 0.553 0.051 1.606604e-69 7
#> MYO5B 7.143259e-73 1.13613171 0.298 0.008 2.142978e-69 7
#> LCAL1 8.587757e-73 1.10535180 0.316 0.010 2.576327e-69 7
#> SMIM221 1.033983e-72 0.98909981 0.693 0.078 3.101948e-69 7
#> CSAG1 1.466182e-72 0.87563789 0.553 0.048 4.398547e-69 7
#> PRR15L 3.683851e-72 0.97515179 0.439 0.027 1.105155e-68 7
#> SLC35A2 8.398558e-72 1.12599549 0.623 0.068 2.519567e-68 7
#> CAPS 8.591544e-72 0.94894899 0.465 0.032 2.577463e-68 7
#> ALDH3B2 8.960951e-72 1.05099208 0.360 0.016 2.688285e-68 7
#> STEAP3 1.140496e-71 1.09834998 0.465 0.033 3.421488e-68 7
#> MAGEA41 2.599644e-71 1.16566250 0.754 0.095 7.798932e-68 7
#> CHMP4C 2.632356e-71 1.07839836 0.316 0.010 7.897067e-68 7
#> TNKS1BP11 4.386797e-71 1.19087449 0.579 0.058 1.316039e-67 7
#> LPIN1 5.062014e-71 1.27171326 0.623 0.072 1.518604e-67 7
#> CLDN31 1.054792e-70 1.54080587 0.798 0.118 3.164377e-67 7
#> SDR16C5 1.399401e-70 0.98431218 0.360 0.016 4.198202e-67 7
#> SPINT21 2.884430e-70 1.69493476 0.904 0.179 8.653290e-67 7
#> F11R1 4.845659e-70 1.11774119 0.675 0.082 1.453698e-66 7
#> CALML52 6.977959e-70 1.61741075 0.912 0.175 2.093388e-66 7
#> TCEA3 1.378300e-69 0.95602335 0.561 0.053 4.134901e-66 7
#> LTF2 2.145167e-69 1.67913280 0.912 0.188 6.435501e-66 7
#> AC093001.11 2.484790e-69 1.07684759 0.658 0.075 7.454369e-66 7
#> LINC01667 6.813074e-69 1.22561541 0.254 0.005 2.043922e-65 7
#> ST8SIA6-AS1 1.090557e-68 0.86566368 0.456 0.033 3.271670e-65 7
#> CDC42EP11 1.844901e-68 1.08062426 0.658 0.079 5.534702e-65 7
#> NQO11 3.141208e-68 1.18475049 0.754 0.104 9.423623e-65 7
#> MTA1 6.816186e-68 1.03696168 0.395 0.023 2.044856e-64 7
#> PKP3 1.624488e-67 0.88393207 0.325 0.013 4.873465e-64 7
#> KRT72 1.751050e-67 1.55329213 0.877 0.165 5.253150e-64 7
#> PRSS22 1.903541e-67 1.11246769 0.263 0.006 5.710622e-64 7
#> RBP11 2.345901e-67 1.36144247 0.807 0.129 7.037703e-64 7
#> ANO7 2.752826e-67 1.16596770 0.281 0.008 8.258478e-64 7
#> PKIB 7.230705e-67 1.03712003 0.465 0.036 2.169211e-63 7
#> LURAP1L 9.997484e-66 0.95083552 0.351 0.018 2.999245e-62 7
#> MAGEA61 1.234608e-65 0.89174396 0.579 0.060 3.703825e-62 7
#> TM4SF18 1.781651e-65 1.05087264 0.281 0.008 5.344954e-62 7
#> AQP3 2.738415e-65 1.13134008 0.588 0.066 8.215245e-62 7
#> KYNU2 3.001081e-65 1.43799371 0.912 0.175 9.003243e-62 7
#> LAD1 4.477843e-65 0.79697067 0.307 0.012 1.343353e-61 7
#> IRF6 5.994809e-65 0.97187035 0.325 0.014 1.798443e-61 7
#> ZKSCAN11 1.965568e-64 1.30340256 0.754 0.121 5.896705e-61 7
#> GLYATL21 2.343785e-64 1.24099630 0.675 0.090 7.031356e-61 7
#> LINC00511 7.562462e-64 1.04204847 0.342 0.018 2.268739e-60 7
#> TRPV6 8.208508e-64 1.06288047 0.281 0.009 2.462552e-60 7
#> MESP1 2.694941e-63 1.05061936 0.439 0.035 8.084823e-60 7
#> GGT6 1.421852e-62 0.88434502 0.272 0.008 4.265555e-59 7
#> SYCE1L 1.439407e-62 0.94259307 0.272 0.008 4.318221e-59 7
#> TSC22D11 2.170162e-62 1.18230507 0.658 0.091 6.510485e-59 7
#> ARHGAP8 1.008141e-61 1.03344944 0.263 0.008 3.024422e-58 7
#> AMOT 1.154496e-61 0.91367954 0.377 0.024 3.463488e-58 7
#> TMEM267 1.510997e-61 1.11620640 0.325 0.016 4.532991e-58 7
#> SYNE21 1.570033e-61 1.16011980 0.719 0.111 4.710099e-58 7
#> SLC9A3R11 1.996620e-61 1.09808093 0.728 0.111 5.989859e-58 7
#> SCGB2A1 2.398449e-61 0.86800264 0.456 0.038 7.195348e-58 7
#> CDCP11 2.548263e-61 1.04274419 0.553 0.061 7.644790e-58 7
#> PPP1R16A 3.931820e-61 0.90354116 0.526 0.054 1.179546e-57 7
#> RAB17 5.763072e-61 0.88705770 0.351 0.020 1.728922e-57 7
#> KRT82 5.838461e-61 1.49541679 0.904 0.180 1.751538e-57 7
#> KRT16 6.900993e-61 0.83593264 0.307 0.014 2.070298e-57 7
#> S100A132 4.514611e-60 1.11546186 0.693 0.104 1.354383e-56 7
#> TC2N 7.133404e-60 0.75054198 0.368 0.023 2.140021e-56 7
#> ABHD11 8.273686e-60 0.92277478 0.465 0.043 2.482106e-56 7
#> CD47 1.139207e-59 1.40438084 0.825 0.166 3.417620e-56 7
#> NCCRP1 1.897781e-59 0.80122661 0.316 0.016 5.693344e-56 7
#> PLEKHA22 2.013868e-59 1.21936792 0.737 0.122 6.041604e-56 7
#> ARHGEF5 2.303946e-59 0.95496113 0.333 0.019 6.911839e-56 7
#> THEM6 2.574001e-59 0.81145267 0.395 0.029 7.722002e-56 7
#> MMP7 3.530570e-59 1.42601120 0.333 0.020 1.059171e-55 7
#> FAM241B 6.225513e-59 0.85115795 0.281 0.011 1.867654e-55 7
#> SDAD1 1.084784e-58 1.26167308 0.675 0.107 3.254353e-55 7
#> SDC11 1.097558e-58 1.54554695 0.711 0.132 3.292675e-55 7
#> TSPAN15 1.109892e-58 0.91561411 0.474 0.046 3.329677e-55 7
#> PFKP 1.340483e-58 1.02824938 0.649 0.091 4.021448e-55 7
#> GABRP 1.380718e-58 0.94898458 0.395 0.029 4.142155e-55 7
#> EGLN31 1.410563e-58 1.24595290 0.684 0.107 4.231689e-55 7
#> ANK3 2.063817e-58 0.95803739 0.263 0.009 6.191450e-55 7
#> CRIP22 2.139232e-58 1.28274532 0.860 0.166 6.417695e-55 7
#> CD242 5.321585e-58 1.61214884 0.991 0.304 1.596475e-54 7
#> ANKRD37 5.944611e-58 1.22208990 0.640 0.096 1.783383e-54 7
#> ADM 6.258753e-58 1.28486404 0.526 0.063 1.877626e-54 7
#> FGFR11 7.784566e-58 1.16877859 0.640 0.092 2.335370e-54 7
#> AC025580.2 1.392443e-57 0.99015126 0.289 0.013 4.177329e-54 7
#> RAB251 1.879161e-57 0.97390934 0.632 0.083 5.637484e-54 7
#> AC109326.1 3.177167e-57 1.27686108 0.456 0.047 9.531501e-54 7
#> KDF1 3.774536e-57 0.74244739 0.254 0.008 1.132361e-53 7
#> IFT57 4.453860e-57 0.96963080 0.509 0.057 1.336158e-53 7
#> SFN 6.510673e-57 0.75164749 0.386 0.029 1.953202e-53 7
#> CHMP2B1 7.546849e-57 0.99930039 0.675 0.102 2.264055e-53 7
#> BNIP31 7.614623e-57 1.27112123 0.877 0.181 2.284387e-53 7
#> HOXC10 1.249228e-56 0.72520074 0.351 0.023 3.747684e-53 7
#> AZGP11 1.416780e-56 1.21852503 0.746 0.124 4.250339e-53 7
#> HBS1L2 1.667192e-56 1.49866610 0.974 0.233 5.001576e-53 7
#> PRXL2A1 1.780953e-56 0.96863957 0.711 0.110 5.342858e-53 7
#> SPINT1-AS1 1.836197e-56 0.88130192 0.342 0.021 5.508592e-53 7
#> DTNB 3.336012e-56 0.87307587 0.412 0.035 1.000804e-52 7
#> CCNG2 3.448809e-56 0.97424493 0.482 0.051 1.034643e-52 7
#> PRLR 6.701426e-56 1.01258979 0.360 0.025 2.010428e-52 7
#> MAP1B1 2.643535e-55 1.04704124 0.675 0.106 7.930605e-52 7
#> RWDD3 3.122557e-55 0.87194701 0.298 0.016 9.367672e-52 7
#> KRT182 7.331995e-55 1.24578087 0.877 0.167 2.199598e-51 7
#> AK4 8.255806e-55 0.90400468 0.561 0.072 2.476742e-51 7
#> GPNMB2 9.764107e-55 1.49060980 0.939 0.249 2.929232e-51 7
#> NCK1 1.172321e-54 1.02173686 0.535 0.067 3.516962e-51 7
#> TOM1L1 2.110062e-54 0.75649197 0.333 0.021 6.330185e-51 7
#> LINC00705 2.328004e-54 1.02898491 0.254 0.010 6.984012e-51 7
#> RASL11A 7.117790e-54 0.87894179 0.333 0.022 2.135337e-50 7
#> PLCB1 8.443087e-54 0.87782954 0.263 0.011 2.532926e-50 7
#> SLC52A2 8.541710e-54 1.00699450 0.518 0.065 2.562513e-50 7
#> MT1X1 1.443940e-53 1.05397763 0.649 0.104 4.331821e-50 7
#> NIT21 1.692137e-53 0.95789185 0.719 0.122 5.076411e-50 7
#> MARCKSL11 1.857477e-53 1.06432599 0.798 0.144 5.572432e-50 7
#> TMPRSS3 2.487558e-53 0.65055530 0.377 0.030 7.462675e-50 7
#> MAP1LC3A 2.917921e-53 0.86085683 0.544 0.069 8.753762e-50 7
#> VAV3 3.259377e-53 0.88876144 0.316 0.020 9.778130e-50 7
#> H1F02 3.380077e-53 1.41408302 0.877 0.215 1.014023e-49 7
#> PHLDA21 8.195636e-53 0.99352033 0.640 0.098 2.458691e-49 7
#> TMEM14A 9.445690e-53 0.95239198 0.614 0.092 2.833707e-49 7
#> AP000769.1 9.975674e-53 0.95706316 0.351 0.027 2.992702e-49 7
#> MAGEA9B 4.121112e-52 0.68165055 0.272 0.013 1.236334e-48 7
#> HACD2 7.586157e-52 0.95031328 0.447 0.048 2.275847e-48 7
#> EN1 1.317007e-51 0.82143138 0.298 0.018 3.951021e-48 7
#> RCAN1 1.498812e-51 0.84533637 0.474 0.053 4.496437e-48 7
#> POU2F3 2.016097e-51 0.78052396 0.307 0.019 6.048292e-48 7
#> TSPY9P 3.078667e-51 0.93724075 0.272 0.014 9.236000e-48 7
#> EPHX11 4.226421e-51 1.03429263 0.675 0.117 1.267926e-47 7
#> BMP4 4.829806e-51 0.81051561 0.307 0.020 1.448942e-47 7
#> ERBB2 8.740713e-51 0.94525698 0.298 0.018 2.622214e-47 7
#> RND3 1.162920e-50 0.98746720 0.281 0.016 3.488760e-47 7
#> SPDEF 2.640413e-50 0.74926585 0.298 0.018 7.921240e-47 7
#> TMEM99 2.824426e-50 0.71293281 0.421 0.042 8.473278e-47 7
#> SECTM1 5.314327e-50 0.76172900 0.360 0.030 1.594298e-46 7
#> TUBB3 5.735495e-50 1.08383384 0.474 0.059 1.720649e-46 7
#> TMEM125 8.612323e-50 0.76600179 0.272 0.014 2.583697e-46 7
#> SPATA13 1.391094e-49 0.91047596 0.377 0.035 4.173281e-46 7
#> PFN21 1.902207e-49 0.85381087 0.658 0.107 5.706622e-46 7
#> PIGM 3.770640e-49 0.90260189 0.325 0.024 1.131192e-45 7
#> STMN11 1.190626e-48 0.98037939 0.746 0.143 3.571877e-45 7
#> KRT192 1.916365e-48 1.44961497 0.982 0.372 5.749096e-45 7
#> ACADS 2.586977e-48 0.84912237 0.316 0.023 7.760930e-45 7
#> PHGDH1 3.047013e-48 0.77983155 0.535 0.073 9.141038e-45 7
#> FAM3B 3.280308e-48 0.68029680 0.342 0.027 9.840924e-45 7
#> IDH21 6.767736e-48 1.18238889 0.868 0.215 2.030321e-44 7
#> VEGFA 7.425387e-48 1.07692915 0.526 0.078 2.227616e-44 7
#> C11orf53 2.733548e-47 0.70946582 0.351 0.030 8.200643e-44 7
#> GGCT1 3.016618e-47 1.00632105 0.789 0.161 9.049853e-44 7
#> C4orf47 4.955189e-47 1.04237699 0.263 0.015 1.486557e-43 7
#> MDK2 5.726259e-47 1.09785121 0.772 0.164 1.717878e-43 7
#> TTLL7 8.239823e-47 0.82464098 0.316 0.024 2.471947e-43 7
#> FLAD1 8.682676e-47 0.79235276 0.447 0.053 2.604803e-43 7
#> NEURL1 8.683079e-47 0.76541830 0.281 0.018 2.604924e-43 7
#> BSPRY 1.152655e-46 0.67296432 0.281 0.018 3.457966e-43 7
#> YDJC 2.540573e-46 0.70026947 0.351 0.031 7.621720e-43 7
#> MB 2.778839e-46 0.57470477 0.272 0.016 8.336518e-43 7
#> STAP2 4.927516e-46 0.68892960 0.307 0.023 1.478255e-42 7
#> PADI2 5.200780e-46 0.85577883 0.298 0.021 1.560234e-42 7
#> EMP11 5.301621e-46 1.06273193 0.684 0.133 1.590486e-42 7
#> EHF 1.017855e-45 0.61672956 0.307 0.023 3.053566e-42 7
#> SQSTM12 1.109081e-45 1.41100727 0.982 0.397 3.327244e-42 7
#> KIT 1.250560e-45 0.73751964 0.316 0.025 3.751681e-42 7
#> TUBA4A 1.504862e-45 0.79911532 0.544 0.083 4.514587e-42 7
#> EPHB6 1.643358e-45 0.73331599 0.263 0.016 4.930074e-42 7
#> MTHFD2L 2.256481e-45 0.76262658 0.351 0.032 6.769444e-42 7
#> SELENOP1 5.791082e-45 0.67632897 0.570 0.089 1.737325e-41 7
#> MYC 7.791731e-45 0.83198808 0.386 0.041 2.337519e-41 7
#> SNAI1 1.839671e-44 0.90364667 0.254 0.015 5.519013e-41 7
#> OCIAD21 2.457305e-44 0.80166279 0.614 0.104 7.371916e-41 7
#> PRAME 4.594952e-44 0.58431406 0.289 0.021 1.378486e-40 7
#> CAPN13 6.042932e-44 0.63979395 0.254 0.015 1.812880e-40 7
#> SELENBP1 6.903350e-44 0.88077464 0.491 0.070 2.071005e-40 7
#> NOL12 2.593504e-43 0.64333987 0.395 0.044 7.780512e-40 7
#> ANGPTL4 3.554641e-43 1.06223755 0.263 0.018 1.066392e-39 7
#> SNX101 7.854082e-43 0.66421059 0.456 0.060 2.356225e-39 7
#> SMYD2 8.218337e-43 0.72684235 0.395 0.046 2.465501e-39 7
#> UNG 3.113374e-42 0.64382762 0.360 0.037 9.340121e-39 7
#> COMTD1 8.327606e-42 0.74567200 0.526 0.084 2.498282e-38 7
#> EIF4EBP3 8.866704e-42 0.59266384 0.395 0.046 2.660011e-38 7
#> RAB11FIP11 1.382797e-41 0.78423552 0.500 0.076 4.148391e-38 7
#> KIF21A 2.429608e-41 0.65708343 0.316 0.029 7.288825e-38 7
#> LINC00342 2.541826e-41 1.00682703 0.351 0.038 7.625478e-38 7
#> ARHGAP29 4.351726e-41 0.63351723 0.307 0.027 1.305518e-37 7
#> IER22 4.584572e-41 1.00964094 0.772 0.184 1.375372e-37 7
#> CTAG22 1.360551e-40 0.86098447 0.825 0.174 4.081654e-37 7
#> PRSS21 1.749343e-40 0.57072885 0.386 0.045 5.248029e-37 7
#> PTGES 2.166619e-40 0.72105138 0.289 0.024 6.499856e-37 7
#> PRKAG2-AS1 2.343959e-40 0.75667845 0.254 0.018 7.031876e-37 7
#> KNOP1 3.546504e-40 0.76404171 0.368 0.042 1.063951e-36 7
#> ACYP1 5.132651e-40 0.73816289 0.263 0.020 1.539795e-36 7
#> SMAD1 8.223439e-40 0.78330739 0.368 0.043 2.467032e-36 7
#> SHTN1 1.041028e-39 0.76657269 0.447 0.064 3.123084e-36 7
#> ECHDC2 1.062750e-39 0.90660304 0.412 0.056 3.188250e-36 7
#> HMGB3 1.156812e-39 0.57073924 0.342 0.036 3.470435e-36 7
#> UBE2F 1.584716e-39 0.64713877 0.456 0.066 4.754148e-36 7
#> CBR3 1.678397e-39 0.67306812 0.386 0.047 5.035192e-36 7
#> TCTEX1D2 1.912730e-39 0.67031894 0.254 0.018 5.738191e-36 7
#> ADIRF 2.411950e-39 0.67067718 0.333 0.035 7.235849e-36 7
#> MUC20-OT1 3.122865e-39 0.90730845 0.386 0.049 9.368594e-36 7
#> NDUFA4L22 6.368811e-39 1.09043267 0.825 0.229 1.910643e-35 7
#> HEBP2 9.273650e-39 0.70746789 0.500 0.082 2.782095e-35 7
#> IL1RN 1.004062e-38 0.55764615 0.281 0.023 3.012186e-35 7
#> MT1G1 1.245439e-38 0.64499694 0.518 0.083 3.736317e-35 7
#> ENDOD1 2.957797e-38 0.66719444 0.289 0.026 8.873391e-35 7
#> CLMN 3.115927e-38 0.67373841 0.289 0.026 9.347782e-35 7
#> S100A162 8.651907e-38 0.88871257 0.605 0.122 2.595572e-34 7
#> DDIT3 9.660566e-38 0.79124233 0.368 0.046 2.898170e-34 7
#> ANKRD36C 1.251471e-37 0.93186025 0.482 0.082 3.754414e-34 7
#> IFT22 1.935888e-37 0.66758145 0.307 0.031 5.807665e-34 7
#> AFDN 2.067802e-37 0.80081605 0.281 0.025 6.203406e-34 7
#> POLD2 3.813139e-37 0.59952686 0.526 0.091 1.143942e-33 7
#> MINPP1 1.047942e-36 0.75847416 0.474 0.078 3.143827e-33 7
#> SLC25A13 1.339735e-36 0.65447194 0.430 0.064 4.019204e-33 7
#> EFHD11 1.399240e-36 0.59889761 0.570 0.104 4.197721e-33 7
#> KLHDC8B 1.601136e-36 0.62193702 0.263 0.022 4.803408e-33 7
#> VPS37B 1.628728e-36 0.70022730 0.325 0.036 4.886183e-33 7
#> AFMID 1.727443e-36 0.55580047 0.412 0.058 5.182328e-33 7
#> TJP11 5.255947e-36 0.65281315 0.491 0.083 1.576784e-32 7
#> COA4 1.188063e-35 0.63677430 0.535 0.100 3.564190e-32 7
#> CRACR2B 2.446529e-35 0.52733490 0.342 0.041 7.339588e-32 7
#> DEPP1 3.707371e-35 0.74556007 0.316 0.036 1.112211e-31 7
#> ID22 5.238893e-35 0.84864407 0.614 0.132 1.571668e-31 7
#> ACSL1 3.302862e-34 0.68407116 0.430 0.069 9.908585e-31 7
#> AP000696.2 5.290829e-34 0.54236571 0.316 0.036 1.587249e-30 7
#> FHL21 6.253431e-34 0.63004931 0.474 0.081 1.876029e-30 7
#> AACS 7.323648e-34 0.52969434 0.307 0.035 2.197094e-30 7
#> ZNF33A 9.451030e-34 0.70957665 0.316 0.038 2.835309e-30 7
#> LINC015031 3.480437e-33 0.71512151 0.579 0.121 1.044131e-29 7
#> FKBP41 7.807063e-33 0.70133536 0.623 0.141 2.342119e-29 7
#> UTP20 1.012400e-32 0.72589769 0.263 0.026 3.037201e-29 7
#> TUBA1A2 1.109504e-32 1.08437648 0.842 0.279 3.328511e-29 7
#> ATP1B11 2.547220e-32 0.64948789 0.395 0.061 7.641659e-29 7
#> RHOD 4.057250e-32 0.63587446 0.281 0.031 1.217175e-28 7
#> DDIT42 9.030430e-32 0.88120034 0.693 0.189 2.709129e-28 7
#> WDR77 1.450534e-31 0.57216807 0.395 0.062 4.351602e-28 7
#> PIAS2 3.650838e-31 0.71735538 0.272 0.030 1.095251e-27 7
#> RHOC2 3.975177e-31 1.06622087 0.868 0.294 1.192553e-27 7
#> SMPDL3B 4.753439e-31 0.51436382 0.289 0.035 1.426032e-27 7
#> CXCL21 1.141613e-30 0.92254189 0.298 0.038 3.424839e-27 7
#> RAPH1 1.285390e-30 0.66692850 0.281 0.033 3.856170e-27 7
#> CA12 1.347135e-30 0.71536897 0.298 0.037 4.041406e-27 7
#> IFI273 3.505593e-30 1.09180398 0.877 0.339 1.051678e-26 7
#> C15orf482 4.706305e-30 0.65874068 0.509 0.104 1.411892e-26 7
#> KCNE4 5.520719e-30 0.65780466 0.307 0.040 1.656216e-26 7
#> ARL4C1 5.947333e-30 0.97681182 0.500 0.113 1.784200e-26 7
#> CSTA 7.580580e-30 0.55342522 0.254 0.027 2.274174e-26 7
#> RARG 7.655972e-30 0.64218336 0.263 0.029 2.296792e-26 7
#> BCAT2 9.586788e-30 0.67260087 0.325 0.046 2.876036e-26 7
#> HUWE11 1.089815e-29 0.72654876 0.509 0.109 3.269446e-26 7
#> GNG121 1.937047e-29 0.52322591 0.412 0.071 5.811142e-26 7
#> FILIP1L1 4.454533e-29 0.84745428 0.596 0.148 1.336360e-25 7
#> PPP1R1B 4.796819e-29 0.45713547 0.325 0.045 1.439046e-25 7
#> NAAA 8.958764e-29 0.58965071 0.439 0.084 2.687629e-25 7
#> CYP27A1 9.600462e-29 0.63781879 0.272 0.033 2.880139e-25 7
#> PPIF 2.133277e-28 0.43725750 0.325 0.047 6.399830e-25 7
#> BLZF1 2.242431e-28 0.44762380 0.263 0.031 6.727294e-25 7
#> CCND11 4.284892e-28 0.62638458 0.544 0.124 1.285468e-24 7
#> CCN11 4.957899e-28 0.52985271 0.482 0.098 1.487370e-24 7
#> TFF2 6.749989e-28 0.37872075 0.281 0.035 2.024997e-24 7
#> APOO 1.244621e-27 0.45928367 0.263 0.032 3.733863e-24 7
#> PDLIM1 1.494637e-27 0.55834624 0.535 0.122 4.483911e-24 7
#> AHNAK21 4.370340e-27 0.72790459 0.368 0.064 1.311102e-23 7
#> P2RX4 5.308668e-27 0.59736296 0.316 0.048 1.592600e-23 7
#> NNMT1 5.344943e-27 0.62325812 0.711 0.184 1.603483e-23 7
#> GALE 5.854327e-27 0.54708766 0.254 0.031 1.756298e-23 7
#> PLAAT41 8.326668e-27 0.56355661 0.535 0.123 2.498000e-23 7
#> IMP42 3.623728e-26 0.54735814 0.684 0.182 1.087118e-22 7
#> TNFRSF12A1 4.338187e-26 0.57903467 0.465 0.098 1.301456e-22 7
#> TPBG 5.733785e-26 0.52573430 0.272 0.036 1.720136e-22 7
#> CRYAB1 3.388330e-25 0.75206915 0.307 0.050 1.016499e-21 7
#> HMOX11 6.767244e-25 0.37298754 0.386 0.072 2.030173e-21 7
#> TOR3A 1.026014e-24 0.52621770 0.395 0.079 3.078043e-21 7
#> SERPINE21 1.027334e-24 0.52594987 0.412 0.083 3.082001e-21 7
#> TUBB4B2 1.125245e-24 0.64161759 0.605 0.165 3.375734e-21 7
#> CARHSP11 2.877380e-24 0.66643270 0.465 0.111 8.632139e-21 7
#> CTSF1 6.045559e-24 0.59347555 0.360 0.069 1.813668e-20 7
#> ALDH23 1.032464e-23 0.77792489 0.789 0.257 3.097391e-20 7
#> MAT2A 1.098720e-23 0.50172481 0.351 0.066 3.296161e-20 7
#> CXCL161 1.884793e-23 0.51197417 0.386 0.077 5.654379e-20 7
#> TP53I3 2.260332e-23 0.48379307 0.333 0.060 6.780997e-20 7
#> PPT11 2.852428e-23 0.46457622 0.526 0.130 8.557283e-20 7
#> RAB201 3.678517e-23 0.38972993 0.281 0.043 1.103555e-19 7
#> SLC43A31 3.708264e-23 0.42383908 0.377 0.074 1.112479e-19 7
#> IER31 3.797806e-23 0.44512463 0.456 0.104 1.139342e-19 7
#> INSIG1 5.156557e-23 0.61336034 0.281 0.045 1.546967e-19 7
#> MID1IP1 1.411784e-22 0.48241338 0.289 0.048 4.235353e-19 7
#> VCL1 2.448207e-22 0.51869789 0.570 0.152 7.344622e-19 7
#> FBXO321 9.355440e-22 0.50769221 0.386 0.083 2.806632e-18 7
#> NUPR13 1.533583e-21 0.68106956 0.746 0.256 4.600748e-18 7
#> MGLL 2.555411e-21 0.49376074 0.298 0.054 7.666233e-18 7
#> ENAH1 3.493858e-21 0.40551957 0.342 0.067 1.048157e-17 7
#> CHMP1B1 3.992284e-21 0.38322347 0.333 0.065 1.197685e-17 7
#> RCN11 5.057840e-21 0.48359400 0.553 0.149 1.517352e-17 7
#> LIMCH11 5.377830e-21 0.57487051 0.272 0.046 1.613349e-17 7
#> TUBB2A 6.325951e-21 0.48340069 0.289 0.051 1.897785e-17 7
#> GOLM11 9.560377e-21 0.44465167 0.395 0.088 2.868113e-17 7
#> LGALS91 1.189455e-20 0.44422698 0.430 0.101 3.568364e-17 7
#> GPATCH4 1.424920e-20 0.41090272 0.289 0.052 4.274759e-17 7
#> NINJ11 1.743979e-20 0.37040181 0.447 0.106 5.231936e-17 7
#> LTBP11 1.848500e-20 0.59354645 0.368 0.082 5.545501e-17 7
#> CXCR41 1.885429e-20 0.45279151 0.465 0.117 5.656287e-17 7
#> IVNS1ABP1 2.293065e-20 0.35746166 0.474 0.120 6.879196e-17 7
#> NFKBIZ1 2.644084e-20 0.52351964 0.368 0.082 7.932252e-17 7
#> GADD45A 4.322211e-20 0.45181523 0.316 0.063 1.296663e-16 7
#> GBA 2.014260e-19 0.51092735 0.298 0.059 6.042780e-16 7
#> MX1 2.526976e-19 0.36568243 0.281 0.052 7.580929e-16 7
#> S100A82 2.664648e-19 0.55966683 0.596 0.220 7.993943e-16 7
#> PTPN181 3.463391e-19 0.48549885 0.386 0.093 1.039017e-15 7
#> PHLDB11 3.659462e-18 0.44814128 0.351 0.081 1.097839e-14 7
#> GLUL2 5.869835e-18 0.42102915 0.684 0.222 1.760950e-14 7
#> FOSB1 1.124151e-17 0.46505499 0.456 0.130 3.372453e-14 7
#> KIAA12171 1.664262e-17 0.38156077 0.404 0.103 4.992787e-14 7
#> BAG3 2.386866e-17 0.38794271 0.254 0.048 7.160599e-14 7
#> LIMA11 2.532803e-17 0.33282850 0.465 0.126 7.598409e-14 7
#> GNL3 2.546659e-17 0.39973107 0.333 0.078 7.639978e-14 7
#> ANXA13 5.390805e-17 0.68437698 0.789 0.342 1.617241e-13 7
#> NFKBIA2 6.503744e-17 0.45525641 0.640 0.233 1.951123e-13 7
#> PLOD21 1.601493e-16 0.31448119 0.395 0.102 4.804479e-13 7
#> ISG15 2.248292e-16 0.30527060 0.386 0.100 6.744877e-13 7
#> COLCA2 3.886381e-16 0.35211435 0.263 0.053 1.165914e-12 7
#> S100A92 6.096715e-16 0.56946459 0.693 0.297 1.829014e-12 7
#> SPTAN11 8.131232e-16 0.39108780 0.447 0.131 2.439370e-12 7
#> FRMD4A1 9.734376e-16 0.35069717 0.263 0.055 2.920313e-12 7
#> PPP1R15A3 1.292960e-15 0.41940697 0.561 0.188 3.878881e-12 7
#> BIK 2.300437e-15 0.22703110 0.263 0.055 6.901312e-12 7
#> MFSD12 4.338978e-15 0.25085534 0.465 0.136 1.301693e-11 7
#> TPM11 6.580532e-15 0.47179468 0.816 0.323 1.974160e-11 7
#> PLS31 1.085566e-14 0.27471872 0.412 0.116 3.256697e-11 7
#> PLPP11 1.397578e-14 0.33952261 0.333 0.087 4.192734e-11 7
#> CTSH1 1.585310e-14 0.18036430 0.447 0.130 4.755931e-11 7
#> MYO1B1 5.328814e-14 0.30950132 0.360 0.100 1.598644e-10 7
#> ZFP362 1.004773e-13 0.32338974 0.535 0.193 3.014319e-10 7
#> APOL11 1.287160e-13 0.36609586 0.254 0.059 3.861480e-10 7
#> SPON21 1.504335e-13 0.34050696 0.307 0.080 4.513004e-10 7
#> RAB32 1.982139e-13 0.33108985 0.254 0.059 5.946416e-10 7
#> ACTN12 2.431078e-13 0.28526114 0.553 0.190 7.293233e-10 7
#> CRABP11 2.613105e-13 0.26277011 0.333 0.089 7.839315e-10 7
#> 7SK.4 2.873377e-13 0.45752226 0.281 0.074 8.620130e-10 7
#> FLNB1 3.251980e-13 0.32290850 0.307 0.081 9.755939e-10 7
#> WWTR11 4.345067e-13 0.24105267 0.263 0.063 1.303520e-09 7
#> APLP22 5.805040e-13 0.29993613 0.535 0.186 1.741512e-09 7
#> IFI62 9.671660e-13 0.26787261 0.412 0.130 2.901498e-09 7
#> GJB21 2.361097e-12 0.37783663 0.272 0.071 7.083292e-09 7
#> CLEC7A1 5.122271e-12 0.23235146 0.307 0.085 1.536681e-08 7
#> LPP1 5.230055e-12 0.22917612 0.544 0.195 1.569017e-08 7
#> TIMP12 5.543370e-12 0.38805537 0.623 0.280 1.663011e-08 7
#> TYMP1 9.041094e-12 0.23029305 0.447 0.152 2.712328e-08 7
#> MGP2 1.053044e-11 0.40899621 0.447 0.164 3.159133e-08 7
#> MFGE81 4.462866e-11 0.22387513 0.412 0.136 1.338860e-07 7
#> IRF12 9.647127e-11 0.29644826 0.404 0.143 2.894138e-07 7
#> ACSL42 2.228284e-10 0.34304221 0.482 0.201 6.684852e-07 7
#> CAV11 6.362830e-10 0.20228733 0.368 0.128 1.908849e-06 7
#> CD551 8.601224e-10 0.12532466 0.500 0.219 2.580367e-06 7
#> ME21 1.116683e-09 0.20691562 0.281 0.087 3.350048e-06 7
#> CAPG1 1.796566e-09 0.09102403 0.474 0.177 5.389699e-06 7
#> CTSZ2 2.103517e-09 0.14389137 0.553 0.232 6.310552e-06 7
#> PLEC2 2.847176e-09 0.27461859 0.456 0.180 8.541528e-06 7
#> ASAH12 4.525161e-09 0.17282913 0.509 0.202 1.357548e-05 7
#> PARVA1 6.400050e-09 0.11849129 0.325 0.109 1.920015e-05 7
#> LGMN2 1.641395e-08 0.12521736 0.430 0.169 4.924185e-05 7
#> B4GALT11 4.984011e-08 0.19832128 0.316 0.114 1.495203e-04 7
#> IL322 9.235078e-08 0.22568353 0.509 0.254 2.770523e-04 7
#> PLD32 1.097490e-07 0.14228899 0.447 0.191 3.292471e-04 7
#> SOD22 1.161433e-07 0.24068453 0.447 0.204 3.484300e-04 7
#> TUBGCP21 1.562884e-07 0.11089953 0.289 0.104 4.688653e-04 7
#> SCGB1B2P2 5.552921e-07 0.28973836 0.509 0.320 1.665876e-03 7
#> SERPINB11 1.011482e-06 0.15564826 0.281 0.107 3.034445e-03 7
#> SPTBN11 1.539490e-06 0.12113211 0.289 0.112 4.618471e-03 7
#> CALD11 1.613950e-06 0.08165927 0.544 0.285 4.841850e-03 7
#> FN12 2.276775e-06 0.32932579 0.728 0.474 6.830325e-03 7
#> TUBB61 2.918854e-06 0.13654765 0.254 0.096 8.756563e-03 7
#> MYH92 8.484259e-06 0.19406523 0.614 0.352 2.545278e-02 7
#> PALLD1 1.857838e-05 0.04838581 0.333 0.152 5.573513e-02 7
#> FAT11 6.481944e-05 0.10004576 0.254 0.110 1.944583e-01 7
#> FLNA2 1.055320e-04 0.03982507 0.456 0.246 3.165960e-01 7
#> HIST1H4C1 8.749626e-04 0.04568883 0.289 0.147 1.000000e+00 7
#> ANKRD36BP2 2.653077e-132 2.31664527 0.662 0.021 7.959230e-129 8
#> IGLL5 4.204828e-122 2.57587722 0.831 0.048 1.261448e-118 8
#> IGKV3-11 2.253840e-101 1.64906764 0.380 0.005 6.761519e-98 8
#> IGKV3D-20 8.703143e-100 1.74933371 0.521 0.017 2.610943e-96 8
#> IGHJ6 1.320058e-91 1.85420727 0.451 0.013 3.960173e-88 8
#> IGKV3D-11 7.325591e-88 1.61694599 0.366 0.007 2.197677e-84 8
#> IGLV3-1 4.881584e-87 1.95411201 0.718 0.053 1.464475e-83 8
#> TENT5C 3.719076e-82 1.85063197 0.718 0.057 1.115723e-78 8
#> CD79A 1.421718e-80 1.72152426 0.704 0.054 4.265153e-77 8
#> JSRP1 8.280991e-79 1.48214840 0.620 0.041 2.484297e-75 8
#> IRF4 3.911833e-78 1.79751269 0.493 0.024 1.173550e-74 8
#> MZB11 2.210463e-73 2.01337881 0.944 0.120 6.631390e-70 8
#> IGHG41 1.497233e-70 1.98584553 0.859 0.105 4.491699e-67 8
#> IGKV3D-151 4.517796e-69 2.09382528 0.634 0.056 1.355339e-65 8
#> SLAMF7 1.815096e-68 1.56004631 0.465 0.025 5.445288e-65 8
#> FCRL5 1.106473e-65 1.52765513 0.479 0.029 3.319419e-62 8
#> PIM2 3.693999e-65 1.46950099 0.746 0.080 1.108200e-61 8
#> LINC02362 8.277254e-65 1.70764036 0.380 0.016 2.483176e-61 8
#> IGKC1 9.554245e-65 2.39470138 0.986 0.215 2.866274e-61 8
#> ISG20 6.514388e-64 1.23535835 0.634 0.056 1.954316e-60 8
#> IGKV1-5 6.057301e-60 1.04246367 0.296 0.009 1.817190e-56 8
#> DERL32 1.489075e-57 1.63775699 0.873 0.129 4.467226e-54 8
#> IGHM 1.998149e-54 1.53420205 0.479 0.038 5.994448e-51 8
#> SPAG4 3.537832e-54 1.53539073 0.535 0.050 1.061350e-50 8
#> HSH2D 4.452556e-53 1.22273285 0.352 0.018 1.335767e-49 8
#> CD38 1.762833e-52 1.04588629 0.451 0.034 5.288498e-49 8
#> FKBP111 1.468665e-51 1.57609291 0.845 0.140 4.405996e-48 8
#> AC012236.1 8.485495e-51 1.29475994 0.408 0.029 2.545649e-47 8
#> TNFRSF17 4.329403e-50 1.17335880 0.394 0.027 1.298821e-46 8
#> BTG21 1.323558e-48 1.51866323 0.831 0.141 3.970674e-45 8
#> P2RX1 1.974156e-43 1.04852502 0.254 0.011 5.922467e-40 8
#> IGKV1-12 2.441624e-43 0.71106003 0.254 0.011 7.324872e-40 8
#> LAX1 2.527452e-43 0.91251986 0.352 0.025 7.582355e-40 8
#> MEF2B 2.648855e-43 1.15133278 0.268 0.013 7.946564e-40 8
#> POU2AF1 4.631449e-43 1.19074838 0.493 0.054 1.389435e-39 8
#> XBP11 2.849267e-41 1.80203463 0.930 0.279 8.547801e-38 8
#> IGKV1-17 1.040852e-40 1.25137961 0.394 0.035 3.122555e-37 8
#> LIME1 2.893571e-40 0.86794862 0.310 0.020 8.680712e-37 8
#> JCHAIN2 3.638773e-40 1.38964150 0.662 0.106 1.091632e-36 8
#> CD79B 5.116082e-39 0.77985547 0.310 0.021 1.534825e-35 8
#> IGKV1-16 1.469831e-37 0.80785586 0.310 0.022 4.409493e-34 8
#> IGKV3-201 3.678397e-37 1.43211866 0.746 0.162 1.103519e-33 8
#> EAF2 3.528263e-36 1.16610694 0.338 0.029 1.058479e-32 8
#> IGHG3 5.177317e-36 0.84112938 0.408 0.043 1.553195e-32 8
#> HERPUD12 1.345240e-35 1.62224498 0.873 0.257 4.035721e-32 8
#> IGKV1-33 7.433142e-34 1.37738657 0.254 0.016 2.229943e-30 8
#> IGKV1-39 1.166420e-33 0.99191037 0.282 0.021 3.499261e-30 8
#> ZBP1 1.903431e-33 0.90329973 0.310 0.026 5.710292e-30 8
#> ITM2C1 6.010105e-30 1.05349687 0.676 0.143 1.803032e-26 8
#> IGHV1-581 8.761692e-30 1.38466087 0.366 0.045 2.628508e-26 8
#> IGHG12 6.180620e-28 1.45290029 0.887 0.414 1.854186e-24 8
#> IGKV3-151 1.154500e-25 1.69788843 0.789 0.394 3.463500e-22 8
#> IGHV4-591 2.043038e-25 1.41536164 0.479 0.093 6.129114e-22 8
#> BLNK 1.964543e-22 0.94442052 0.282 0.035 5.893628e-19 8
#> PECAM11 6.311815e-22 0.82050130 0.380 0.063 1.893544e-18 8
#> IGHV1-2 4.108701e-21 0.96293017 0.521 0.115 1.232610e-17 8
#> IGKV1-9 6.967377e-20 1.01844311 0.620 0.192 2.090213e-16 8
#> CD271 1.330151e-19 0.40873693 0.324 0.049 3.990452e-16 8
#> PTPRCAP1 2.586687e-19 0.38083396 0.451 0.087 7.760060e-16 8
#> HSPA1A2 8.669092e-18 0.90579112 0.732 0.247 2.600728e-14 8
#> LY96 7.639807e-17 0.58275413 0.324 0.058 2.291942e-13 8
#> PTP4A3 1.278713e-15 0.58273516 0.296 0.053 3.836140e-12 8
#> TAGAP1 2.009870e-14 0.33076187 0.324 0.064 6.029610e-11 8
#> ITGA6 2.050082e-14 0.50002914 0.254 0.043 6.150247e-11 8
#> IGHV1-3 2.843245e-13 0.38287233 0.451 0.125 8.529735e-10 8
#> FOSB2 6.168226e-13 0.50559119 0.479 0.138 1.850468e-09 8
#> SRGN2 3.571756e-11 0.17660926 0.606 0.185 1.071527e-07 8
#> MEF2C1 2.492271e-10 0.37846721 0.310 0.078 7.476814e-07 8
#> METTL7A 4.150907e-10 0.41213371 0.254 0.058 1.245272e-06 8
#> IER23 2.559228e-08 0.43124659 0.535 0.211 7.677683e-05 8
#> TUBA4A1 4.375450e-08 0.20271181 0.338 0.105 1.312635e-04 8
#> IGHV1-181 4.540113e-08 1.01397485 0.549 0.345 1.362034e-04 8
#> CADM11 2.392201e-07 0.27134812 0.338 0.112 7.176602e-04 8
#> TOR3A1 3.368288e-07 0.45171823 0.282 0.093 1.010486e-03 8
#> CD532 1.552906e-06 0.12219427 0.324 0.107 4.658719e-03 8
#> GRB22 9.820712e-06 0.14543603 0.535 0.228 2.946214e-02 8
#> NFKBIA3 1.098083e-05 0.38708527 0.507 0.250 3.294248e-02 8
#> IGKV4-1 1.402646e-05 0.04686560 0.366 0.142 4.207937e-02 8
#> CTSS1 1.636770e-05 0.07272469 0.408 0.162 4.910310e-02 8
#> LSP12 1.854340e-05 0.11499804 0.451 0.184 5.563019e-02 8
#> SDC12 2.142221e-05 0.19438254 0.394 0.162 6.426664e-02 8
#> GM2A1 1.165799e-04 0.16460567 0.254 0.097 3.497397e-01 8
#> HIST1H4C2 3.006336e-04 0.12045206 0.338 0.149 9.019008e-01 8
#> PPP1R15A4 2.441902e-03 0.14173113 0.394 0.206 1.000000e+00 8
#> COL6A31 6.959354e-65 2.23041542 0.942 0.163 2.087806e-61 9
#> SGIP11 8.696383e-62 2.52794685 0.507 0.040 2.608915e-58 9
#> COL12A11 3.581579e-59 2.08545793 0.928 0.166 1.074474e-55 9
#> MEG31 3.175272e-57 2.52883291 0.580 0.063 9.525816e-54 9
#> COL5A21 2.583524e-49 1.85319952 0.826 0.149 7.750572e-46 9
#> PPFIBP11 3.167317e-49 2.37912739 0.725 0.134 9.501950e-46 9
#> COL6A11 1.342241e-48 1.86833317 0.812 0.146 4.026724e-45 9
#> VCAN1 1.694609e-46 1.84683635 0.899 0.196 5.083827e-43 9
#> THBS21 2.867239e-45 1.89539450 0.768 0.144 8.601716e-42 9
#> AEBP11 9.151396e-45 1.72285068 0.826 0.158 2.745419e-41 9
#> COL11A11 9.606525e-44 1.73519653 0.783 0.148 2.881958e-40 9
#> CEMIP1 1.396421e-41 2.01081565 0.551 0.078 4.189264e-38 9
#> COL1A11 2.392839e-40 1.84131378 0.986 0.304 7.178517e-37 9
#> COL6A21 1.708999e-39 1.60991328 0.783 0.153 5.126998e-36 9
#> KCNQ1OT11 4.265121e-39 2.02551151 0.435 0.050 1.279536e-35 9
#> FAP1 1.448255e-37 1.83140316 0.580 0.099 4.344766e-34 9
#> COL1A21 3.200211e-36 1.74155513 0.942 0.297 9.600634e-33 9
#> COL3A11 1.538481e-35 1.62479095 0.928 0.262 4.615444e-32 9
#> POSTN1 2.174888e-35 1.57355333 0.826 0.206 6.524665e-32 9
#> LAMA41 3.834673e-35 1.73228703 0.594 0.110 1.150402e-31 9
#> DNM1 2.826758e-34 2.07848387 0.304 0.026 8.480273e-31 9
#> CALD12 5.501077e-34 1.61522820 0.899 0.277 1.650323e-30 9
#> NOX41 5.976275e-34 1.96047598 0.435 0.059 1.792883e-30 9
#> COL8A11 9.332752e-34 1.40330856 0.652 0.120 2.799826e-30 9
#> HMCN11 1.097909e-33 1.93943471 0.406 0.051 3.293727e-30 9
#> PDLIM31 6.679278e-33 1.75758474 0.652 0.151 2.003783e-29 9
#> BNC21 2.211383e-32 2.12836670 0.362 0.042 6.634150e-29 9
#> ITGA111 5.072453e-32 1.82658550 0.478 0.078 1.521736e-28 9
#> CARMN1 7.479000e-32 1.92258262 0.377 0.046 2.243700e-28 9
#> FAT12 1.333315e-31 1.77253974 0.536 0.102 3.999946e-28 9
#> DPYSL31 5.550081e-31 1.64296551 0.551 0.106 1.665024e-27 9
#> CDH111 3.538571e-30 1.48634216 0.565 0.109 1.061571e-26 9
#> TPM12 1.222626e-29 1.52116824 0.899 0.334 3.667878e-26 9
#> LRP12 2.776584e-29 1.57662480 0.696 0.194 8.329753e-26 9
#> SULF11 3.007740e-29 1.43605063 0.652 0.149 9.023219e-26 9
#> ANTXR11 2.067453e-27 1.40535147 0.623 0.145 6.202359e-24 9
#> CCDC144B 1.168947e-26 1.77526292 0.348 0.047 3.506841e-23 9
#> PXDN1 1.634285e-25 1.48963616 0.522 0.115 4.902854e-22 9
#> COL5A11 2.710060e-25 1.46520340 0.507 0.109 8.130179e-22 9
#> NRP22 9.754970e-25 1.53902021 0.551 0.139 2.926491e-21 9
#> FN13 1.036410e-24 1.38158601 0.913 0.473 3.109231e-21 9
#> PRRX11 1.735647e-24 1.46534755 0.493 0.107 5.206941e-21 9
#> ADAM121 1.122368e-23 1.53343983 0.449 0.092 3.367104e-20 9
#> LRIG31 4.360145e-23 1.62915889 0.319 0.046 1.308043e-19 9
#> LPP2 7.628427e-23 1.55818540 0.623 0.202 2.288528e-19 9
#> KIAA12172 9.804682e-22 1.58299466 0.464 0.109 2.941405e-18 9
#> GOLGA8A 2.743567e-21 1.46186332 0.304 0.045 8.230700e-18 9
#> STEAP21 9.226354e-21 1.53976054 0.362 0.068 2.767906e-17 9
#> VCL2 1.569759e-20 1.43060379 0.551 0.165 4.709277e-17 9
#> ITGAV2 1.998296e-20 1.47065004 0.507 0.141 5.994887e-17 9
#> C1S1 8.964081e-20 1.11804507 0.536 0.134 2.689224e-16 9
#> COL4A21 1.127772e-19 1.20691606 0.464 0.109 3.383315e-16 9
#> THBS11 1.330930e-19 1.20127183 0.551 0.154 3.992790e-16 9
#> FLNA3 4.364266e-19 1.27072808 0.652 0.244 1.309280e-15 9
#> SYTL21 6.266846e-19 1.49699146 0.391 0.087 1.880054e-15 9
#> FLNB2 5.506949e-18 1.51704202 0.377 0.085 1.652085e-14 9
#> LOXL21 6.593995e-18 1.30705806 0.391 0.090 1.978199e-14 9
#> KIF26B1 1.372592e-17 1.44890874 0.290 0.051 4.117775e-14 9
#> PLAGL11 1.744568e-17 1.58873398 0.261 0.041 5.233703e-14 9
#> MYH93 2.249685e-17 1.11491880 0.783 0.352 6.749055e-14 9
#> FBN11 4.387015e-17 1.04040190 0.449 0.111 1.316105e-13 9
#> ACTN13 4.684090e-17 1.27987837 0.565 0.199 1.405227e-13 9
#> RUNX21 6.589184e-17 1.47494746 0.275 0.047 1.976755e-13 9
#> RARRES21 2.561635e-16 0.96421640 0.536 0.153 7.684905e-13 9
#> RAI141 2.728637e-16 1.35689879 0.406 0.108 8.185911e-13 9
#> PCDH71 3.479189e-16 1.35605056 0.261 0.044 1.043757e-12 9
#> CD552 5.874355e-16 1.14616076 0.609 0.222 1.762306e-12 9
#> LIMA12 1.181035e-15 1.32382631 0.449 0.137 3.543106e-12 9
#> MRC21 8.445306e-15 1.26642193 0.333 0.078 2.533592e-11 9
#> CTHRC11 2.831151e-14 0.83356682 0.507 0.141 8.493453e-11 9
#> PHLDB21 2.958413e-14 1.33520839 0.290 0.062 8.875239e-11 9
#> UACA1 4.478812e-14 1.19744891 0.435 0.137 1.343644e-10 9
#> PDGFRA1 5.911716e-14 1.19070538 0.290 0.063 1.773515e-10 9
#> MMP21 6.142100e-14 0.98100971 0.449 0.132 1.842630e-10 9
#> NID21 6.656896e-14 1.23353420 0.290 0.063 1.997069e-10 9
#> MYLK1 8.174324e-14 1.18538147 0.362 0.097 2.452297e-10 9
#> FKBP101 1.028216e-13 1.16277268 0.348 0.091 3.084648e-10 9
#> DUXAP81 2.243549e-13 1.38876211 0.261 0.054 6.730648e-10 9
#> PDGFRB1 4.021746e-13 1.09517496 0.348 0.092 1.206524e-09 9
#> MICAL21 7.560302e-13 1.07608519 0.377 0.111 2.268091e-09 9
#> PALLD2 8.037803e-13 0.97065960 0.464 0.151 2.411341e-09 9
#> MXRA51 1.546758e-12 0.87245302 0.420 0.123 4.640274e-09 9
#> IGFBP51 2.709732e-12 0.80438728 0.464 0.146 8.129196e-09 9
#> MMP111 3.431044e-12 0.86784058 0.435 0.137 1.029313e-08 9
#> APBB21 6.026320e-12 1.20974269 0.261 0.059 1.807896e-08 9
#> DCN1 7.297689e-12 0.73638560 0.551 0.188 2.189307e-08 9
#> EPB41L21 7.791867e-12 1.17520336 0.319 0.088 2.337560e-08 9
#> SFRP21 1.180926e-11 0.78732862 0.464 0.152 3.542777e-08 9
#> MMP141 2.415470e-11 0.92984130 0.435 0.150 7.246411e-08 9
#> HSPG21 4.767407e-11 1.00949396 0.304 0.084 1.430222e-07 9
#> PDLIM71 7.201309e-11 1.04272565 0.348 0.110 2.160393e-07 9
#> SPON11 1.932696e-10 0.93386677 0.290 0.079 5.798089e-07 9
#> BGN1 2.827399e-10 0.68158048 0.522 0.179 8.482197e-07 9
#> MXRA81 5.339173e-10 0.77162168 0.362 0.114 1.601752e-06 9
#> EMILIN11 1.562157e-09 1.06896530 0.261 0.073 4.686470e-06 9
#> SPARC1 1.895673e-09 0.62687963 0.667 0.265 5.687018e-06 9
#> LUM1 2.023983e-09 0.60299694 0.493 0.175 6.071948e-06 9
#> ZEB22 2.564194e-09 0.91694397 0.362 0.132 7.692581e-06 9
#> FRMD61 2.948521e-09 1.02350997 0.261 0.074 8.845562e-06 9
#> OLFML2B1 3.156690e-09 0.95051603 0.304 0.097 9.470071e-06 9
#> FSTL11 3.864144e-09 0.74681030 0.391 0.139 1.159243e-05 9
#> PHLDB12 5.156603e-09 1.03775738 0.290 0.092 1.546981e-05 9
#> PLXDC22 5.191600e-09 0.81799778 0.420 0.172 1.557480e-05 9
#> LRRC151 5.269395e-09 0.79074165 0.290 0.086 1.580819e-05 9
#> SLC5A31 7.040699e-09 0.95377721 0.261 0.075 2.112210e-05 9
#> C1R1 7.103496e-09 0.95844529 0.304 0.101 2.131049e-05 9
#> ST51 8.834421e-09 1.07429375 0.261 0.078 2.650326e-05 9
#> ANKRD36C1 1.059786e-08 0.93576271 0.304 0.101 3.179359e-05 9
#> LMCD11 2.059983e-08 0.91535917 0.261 0.079 6.179950e-05 9
#> ACTA21 2.649027e-08 0.57913208 0.493 0.191 7.947080e-05 9
#> INHBA1 2.906159e-08 0.73725150 0.290 0.092 8.718477e-05 9
#> PLEC3 7.050041e-08 0.80351377 0.420 0.189 2.115012e-04 9
#> PLOD22 1.157107e-07 0.91690378 0.304 0.114 3.471322e-04 9
#> FHL22 2.777849e-07 1.01331455 0.275 0.101 8.333546e-04 9
#> FGFR12 8.085177e-07 0.81322908 0.304 0.122 2.425553e-03 9
#> TAGLN1 1.619392e-06 0.54599315 0.565 0.269 4.858176e-03 9
#> PARVA2 2.054015e-06 0.80016979 0.290 0.116 6.162044e-03 9
#> SFRP41 4.906131e-06 0.49265587 0.333 0.134 1.471839e-02 9
#> TIMP31 7.237827e-06 0.56436366 0.290 0.113 2.171348e-02 9
#> NRP12 1.096292e-05 0.75914771 0.275 0.116 3.288875e-02 9
#> COL4A11 1.365812e-05 0.55428721 0.290 0.118 4.097436e-02 9
#> PCOLCE1 1.408769e-05 0.55086462 0.261 0.101 4.226306e-02 9
#> CAVIN11 2.319686e-05 0.57353654 0.319 0.141 6.959057e-02 9
#> SPTBN12 7.434019e-05 0.69930141 0.261 0.118 2.230206e-01 9
#> CCDC801 8.254442e-05 0.46634979 0.261 0.107 2.476332e-01 9
#> SERPINH11 1.119887e-04 0.55155520 0.348 0.177 3.359662e-01 9
#> IGFBP71 1.799079e-04 0.37891351 0.406 0.192 5.397238e-01 9
#> ASPN1 3.320761e-04 0.41408639 0.275 0.123 9.962282e-01 9
#> TIMP22 1.013103e-03 0.51414776 0.275 0.147 1.000000e+00 9
#> PLAU2 1.386094e-03 0.49565819 0.275 0.151 1.000000e+00 9
#> ZKSCAN12 1.577275e-03 0.60915601 0.275 0.160 1.000000e+00 9
#> SERPINF11 1.735431e-03 0.42748391 0.275 0.144 1.000000e+00 9
#> SERPING11 2.790978e-03 0.38993217 0.333 0.191 1.000000e+00 9
#> NDRG11 5.640539e-03 0.44689137 0.275 0.165 1.000000e+00 9
#> ANGPT2 3.653597e-174 3.68899447 0.597 0.005 1.096079e-170 10
#> HIGD1B 3.182734e-143 3.02415955 0.403 0.000 9.548202e-140 10
#> ADGRF5 8.831176e-139 2.78793060 0.452 0.003 2.649353e-135 10
#> RGS5 4.789006e-137 3.35848767 0.500 0.006 1.436702e-133 10
#> TPPP3 9.161100e-129 3.19041877 0.419 0.003 2.748330e-125 10
#> KCNJ8 3.302887e-125 3.34318913 0.484 0.007 9.908661e-122 10
#> HEYL 2.206540e-121 2.81182691 0.435 0.004 6.619619e-118 10
#> ABCC9 2.569068e-120 2.90183224 0.500 0.009 7.707204e-117 10
#> S1PR3 2.259611e-118 2.76629982 0.403 0.003 6.778834e-115 10
#> MCAM 4.706539e-115 3.24219066 0.613 0.021 1.411962e-111 10
#> GJC1 8.967482e-109 2.52370350 0.387 0.004 2.690244e-105 10
#> TFPI 2.476930e-108 2.97180889 0.581 0.020 7.430789e-105 10
#> ESAM 2.498184e-103 2.59687707 0.306 0.001 7.494553e-100 10
#> ENPEP 1.692781e-101 2.58530803 0.387 0.005 5.078342e-98 10
#> GJA4 1.488808e-97 2.33553080 0.274 0.000 4.466423e-94 10
#> FAM162B 1.662253e-92 2.28523163 0.290 0.001 4.986758e-89 10
#> PPP1R14A 1.987727e-88 2.88777679 0.484 0.017 5.963180e-85 10
#> FAM13C 1.050496e-87 2.01572186 0.290 0.002 3.151487e-84 10
#> COX4I2 1.466569e-87 1.97401797 0.290 0.002 4.399707e-84 10
#> SEPTIN4 1.578937e-87 2.48414582 0.371 0.007 4.736811e-84 10
#> OLFML2A 2.849695e-85 2.33097343 0.306 0.003 8.549085e-82 10
#> CCDC102B 1.309081e-84 2.13893977 0.371 0.008 3.927244e-81 10
#> RASL12 3.132419e-82 2.12885135 0.274 0.002 9.397257e-79 10
#> LHFPL61 6.520447e-82 3.28773069 0.694 0.055 1.956134e-78 10
#> AC107918.4 4.822896e-81 2.24565942 0.258 0.001 1.446869e-77 10
#> SPARCL11 1.006791e-80 3.05138122 0.823 0.088 3.020372e-77 10
#> COL4A22 5.521312e-80 2.84115761 0.855 0.095 1.656393e-76 10
#> NOTCH3 1.011423e-77 2.67977445 0.516 0.026 3.034270e-74 10
#> HEY1 1.314503e-77 2.28308327 0.323 0.006 3.943508e-74 10
#> FOXS1 1.056194e-76 2.05077501 0.258 0.002 3.168582e-73 10
#> CD2481 5.289342e-74 2.73096859 0.548 0.033 1.586803e-70 10
#> LPL 8.032563e-73 2.41594694 0.387 0.013 2.409769e-69 10
#> JAG1 3.974885e-70 2.23146084 0.468 0.023 1.192465e-66 10
#> COL4A12 5.797644e-70 2.77905591 0.806 0.098 1.739293e-66 10
#> NR2F2 7.021112e-69 2.59761182 0.452 0.022 2.106333e-65 10
#> H19 2.418265e-68 2.00548809 0.355 0.011 7.254794e-65 10
#> FRZB 8.971939e-68 1.97076991 0.274 0.004 2.691582e-64 10
#> COL18A11 3.186051e-66 2.61029541 0.645 0.059 9.558152e-63 10
#> LYPD1 3.678837e-65 2.01640169 0.274 0.005 1.103651e-61 10
#> IGFBP72 2.149614e-63 2.59234402 0.935 0.173 6.448841e-60 10
#> INAFM1 3.036979e-63 2.30814290 0.452 0.025 9.110936e-60 10
#> ARHGAP291 7.127654e-61 2.53860953 0.468 0.030 2.138296e-57 10
#> PLAC9 2.070236e-60 2.20455402 0.419 0.022 6.210708e-57 10
#> PDGFRB2 2.728387e-59 2.40609528 0.694 0.080 8.185162e-56 10
#> EDNRA 8.738258e-59 2.19223920 0.468 0.030 2.621477e-55 10
#> SNAI2 3.733575e-58 2.15278643 0.387 0.019 1.120073e-54 10
#> PGF 7.648630e-58 2.25092915 0.403 0.021 2.294589e-54 10
#> EBF2 1.399480e-57 1.89537622 0.258 0.006 4.198441e-54 10
#> CAV12 1.472600e-57 2.64578336 0.790 0.120 4.417800e-54 10
#> PRSS231 3.708012e-55 2.18515882 0.790 0.115 1.112404e-51 10
#> GPM6B 2.063574e-54 1.86249985 0.290 0.009 6.190723e-51 10
#> THY11 1.104064e-53 2.34910797 0.774 0.123 3.312192e-50 10
#> EBF1 5.137755e-52 1.94623971 0.323 0.014 1.541326e-48 10
#> PCOLCE2 6.377987e-52 2.33567512 0.661 0.086 1.913396e-48 10
#> PDE1A 1.514583e-51 1.85889702 0.274 0.009 4.543750e-48 10
#> GUCY1B1 2.935081e-51 2.13025631 0.419 0.028 8.805243e-48 10
#> GUCY1A1 7.113076e-51 2.00696090 0.387 0.023 2.133923e-47 10
#> BGN2 1.076830e-50 2.15768138 0.855 0.168 3.230489e-47 10
#> ITGA12 3.654622e-50 1.90975814 0.500 0.043 1.096387e-46 10
#> PLXDC1 5.719857e-48 1.82462484 0.419 0.030 1.715957e-44 10
#> GGT51 1.113391e-47 2.04740374 0.452 0.037 3.340172e-44 10
#> TNFAIP61 1.719828e-47 2.09091443 0.403 0.029 5.159483e-44 10
#> UACA2 2.436015e-47 2.25527849 0.742 0.127 7.308044e-44 10
#> A2M2 4.081370e-47 1.98925622 0.774 0.128 1.224411e-43 10
#> LAMB11 4.323401e-47 1.85817718 0.613 0.074 1.297020e-43 10
#> NID11 9.575479e-46 2.00984259 0.500 0.050 2.872644e-42 10
#> MMP9 6.283438e-44 2.34936451 0.323 0.019 1.885031e-40 10
#> COL6A22 7.125405e-44 1.84493193 0.823 0.154 2.137622e-40 10
#> COX7A1 9.098977e-44 1.82389404 0.355 0.023 2.729693e-40 10
#> MYO1B2 1.217226e-43 2.11984362 0.645 0.097 3.651677e-40 10
#> TGFB3 1.233408e-43 1.92065416 0.306 0.016 3.700225e-40 10
#> SPTBN13 5.568732e-43 2.04551286 0.661 0.103 1.670620e-39 10
#> COL5A3 6.592478e-42 1.55911023 0.306 0.017 1.977743e-38 10
#> SPARC2 1.830136e-40 1.99412150 0.935 0.256 5.490408e-37 10
#> MGP3 1.915404e-40 2.11980317 0.758 0.161 5.746213e-37 10
#> DLC11 2.413480e-40 1.68274503 0.419 0.038 7.240440e-37 10
#> LAMA42 2.679752e-40 1.74066227 0.677 0.109 8.039255e-37 10
#> IFITM12 5.969008e-39 2.10016052 0.774 0.176 1.790702e-35 10
#> TMEM2041 1.658160e-38 1.56111813 0.419 0.040 4.974480e-35 10
#> SPON22 4.385165e-38 2.04726554 0.548 0.078 1.315549e-34 10
#> GNG11 1.062190e-37 1.62864319 0.306 0.020 3.186570e-34 10
#> CPE 3.870725e-37 1.81064266 0.339 0.026 1.161218e-33 10
#> COL6A12 1.051899e-36 1.65740022 0.758 0.151 3.155696e-33 10
#> CARMN2 1.301155e-36 1.39760673 0.435 0.045 3.903466e-33 10
#> ARHGEF17 3.586150e-36 1.39473451 0.258 0.014 1.075845e-32 10
#> BEX31 1.582120e-35 1.65018210 0.516 0.071 4.746361e-32 10
#> SERPINH12 2.809137e-35 1.68729748 0.758 0.161 8.427412e-32 10
#> TIMP13 5.658665e-35 2.15219763 0.855 0.282 1.697599e-31 10
#> COL15A11 2.436261e-34 1.53556328 0.387 0.038 7.308783e-31 10
#> CAVIN31 1.005111e-32 1.45954218 0.516 0.074 3.015333e-29 10
#> NREP1 3.476706e-32 1.39857534 0.597 0.101 1.043012e-28 10
#> CALD13 3.632010e-32 1.63878673 0.919 0.279 1.089603e-28 10
#> EHD21 3.821098e-32 1.55186684 0.419 0.050 1.146330e-28 10
#> NID22 5.617627e-32 1.50099096 0.452 0.058 1.685288e-28 10
#> GEM1 1.704439e-31 1.60667921 0.403 0.047 5.113316e-28 10
#> CLEC11A1 7.367134e-31 1.68017393 0.419 0.054 2.210140e-27 10
#> PTP4A31 3.566751e-30 1.62992151 0.403 0.050 1.070025e-26 10
#> SPRY1 8.037893e-29 1.34074015 0.290 0.025 2.411368e-25 10
#> PRKG11 1.722948e-28 1.42900141 0.403 0.052 5.168844e-25 10
#> BMP11 2.426191e-27 1.37133527 0.371 0.045 7.278574e-24 10
#> TRIB2 2.523676e-27 1.14431163 0.290 0.026 7.571028e-24 10
#> PHLDA1 2.014690e-26 1.34957757 0.387 0.052 6.044071e-23 10
#> OLFML2B2 2.520917e-26 1.48184169 0.500 0.090 7.562751e-23 10
#> PDLIM21 2.605151e-26 1.26655169 0.387 0.052 7.815454e-23 10
#> ANO1 6.181148e-26 1.24914168 0.258 0.022 1.854344e-22 10
#> MYL91 1.021401e-25 1.31225670 0.758 0.192 3.064204e-22 10
#> TGFB1I11 5.250745e-25 1.28402946 0.452 0.074 1.575224e-21 10
#> MAP1A1 5.561660e-25 1.26780942 0.339 0.042 1.668498e-21 10
#> SEMA5A1 1.417114e-23 1.22712430 0.274 0.028 4.251342e-20 10
#> MFGE82 2.233397e-23 1.28258051 0.597 0.137 6.700191e-20 10
#> TSPAN9 2.914461e-23 1.25746235 0.306 0.037 8.743383e-20 10
#> SDC21 3.928007e-23 1.31789386 0.435 0.076 1.178402e-19 10
#> C1orf54 1.370763e-22 1.32931857 0.258 0.026 4.112288e-19 10
#> PRRX12 3.033405e-22 1.07113474 0.532 0.107 9.100214e-19 10
#> ZEB11 5.354465e-22 1.20381909 0.403 0.067 1.606339e-18 10
#> CAVIN12 7.360182e-22 1.15859239 0.581 0.132 2.208055e-18 10
#> SERPINF12 7.728694e-22 1.15591069 0.581 0.132 2.318608e-18 10
#> EPAS11 2.393962e-21 1.13692135 0.323 0.044 7.181885e-18 10
#> SERPING12 1.582567e-20 1.24626513 0.645 0.179 4.747701e-17 10
#> COL5A22 2.391057e-20 0.98236698 0.661 0.158 7.173172e-17 10
#> COL6A32 2.504270e-20 1.10749447 0.677 0.177 7.512809e-17 10
#> CST32 3.265955e-20 1.20289136 0.774 0.255 9.797865e-17 10
#> COL3A12 3.390510e-20 1.18227646 0.823 0.269 1.017153e-16 10
#> PHLDB13 3.809552e-20 1.22682380 0.435 0.087 1.142866e-16 10
#> KCNE41 4.177735e-20 1.36860874 0.323 0.049 1.253320e-16 10
#> IFIT3 4.230948e-20 0.98455840 0.274 0.033 1.269284e-16 10
#> PXDN2 6.406037e-20 0.97721908 0.532 0.117 1.921811e-16 10
#> FHL11 9.044930e-20 1.16763046 0.274 0.035 2.713479e-16 10
#> ID32 2.669221e-19 1.27759073 0.484 0.112 8.007663e-16 10
#> ENG2 4.873678e-19 1.36155931 0.403 0.080 1.462103e-15 10
#> COL1A12 7.055405e-19 1.08777683 0.871 0.312 2.116621e-15 10
#> FKBP102 7.731110e-19 1.07860154 0.435 0.089 2.319333e-15 10
#> RGS161 1.259183e-17 1.14579636 0.371 0.071 3.777550e-14 10
#> MAP1B2 1.632386e-17 1.05200837 0.516 0.130 4.897158e-14 10
#> ANGPTL21 2.044664e-17 0.95814481 0.371 0.069 6.133993e-14 10
#> RCN31 2.242802e-17 0.94550158 0.419 0.086 6.728405e-14 10
#> FAT13 2.814192e-17 0.97078742 0.468 0.106 8.442576e-14 10
#> COL1A22 3.940839e-17 1.07517011 0.823 0.304 1.182252e-13 10
#> NRP13 9.701205e-17 0.93557073 0.468 0.109 2.910361e-13 10
#> LOXL22 2.129626e-16 0.89926796 0.419 0.090 6.388879e-13 10
#> ECM11 7.732804e-16 0.94597217 0.419 0.095 2.319841e-12 10
#> COL5A12 7.791060e-16 0.74359867 0.484 0.112 2.337318e-12 10
#> EFEMP21 7.853360e-16 0.81646071 0.387 0.078 2.356008e-12 10
#> FSTL12 2.212200e-15 0.77814419 0.532 0.134 6.636601e-12 10
#> PPFIBP12 4.272526e-15 0.81476547 0.532 0.144 1.281758e-11 10
#> ADAMTS121 6.782598e-15 1.03128425 0.290 0.052 2.034779e-11 10
#> MEF2C2 6.820162e-15 1.07353458 0.355 0.078 2.046049e-11 10
#> ZEB23 6.979827e-15 0.88160415 0.484 0.128 2.093948e-11 10
#> LUM2 1.418596e-14 0.73252130 0.613 0.171 4.255787e-11 10
#> COL12A12 1.671750e-14 0.55357730 0.661 0.180 5.015251e-11 10
#> AC006453.21 1.803372e-14 1.02739892 0.306 0.059 5.410116e-11 10
#> PDLIM11 2.002884e-14 0.95994695 0.484 0.137 6.008651e-11 10
#> F2R1 2.405183e-14 1.02002496 0.258 0.043 7.215549e-11 10
#> SMTN 4.142841e-14 1.10188805 0.258 0.044 1.242852e-10 10
#> ITGAV3 6.234525e-14 0.85761259 0.500 0.142 1.870357e-10 10
#> OLFML31 7.278852e-14 1.11880172 0.323 0.069 2.183656e-10 10
#> MXRA52 1.136416e-13 0.67474094 0.484 0.122 3.409248e-10 10
#> SRPX21 1.309757e-13 0.80342999 0.274 0.049 3.929272e-10 10
#> DDR21 1.310853e-13 0.72595767 0.306 0.059 3.932558e-10 10
#> CERCAM1 5.667892e-13 0.82742446 0.355 0.083 1.700368e-09 10
#> IGFBP41 1.287417e-12 0.81684747 0.323 0.071 3.862252e-09 10
#> DKK31 1.671124e-12 0.81240568 0.274 0.054 5.013372e-09 10
#> ARHGAP11 1.758592e-12 0.87740868 0.290 0.060 5.275777e-09 10
#> TJP12 2.550402e-12 1.05205504 0.371 0.101 7.651205e-09 10
#> POSTN2 5.348167e-12 0.78176684 0.629 0.217 1.604450e-08 10
#> CRIP23 8.869003e-12 0.85336670 0.565 0.200 2.660701e-08 10
#> PLTP2 9.335043e-12 0.86380612 0.371 0.099 2.800513e-08 10
#> LDB2 1.108129e-11 0.57162399 0.274 0.055 3.324387e-08 10
#> RHOBTB31 1.566473e-11 0.78224849 0.274 0.058 4.699420e-08 10
#> LAMC11 4.906311e-11 0.84846297 0.290 0.067 1.471893e-07 10
#> GPX81 1.576278e-10 0.66976900 0.290 0.067 4.728834e-07 10
#> EMILIN12 1.628983e-10 0.60867724 0.306 0.072 4.886950e-07 10
#> PLPP12 1.948213e-10 0.90446300 0.339 0.095 5.844640e-07 10
#> HOPX1 2.900638e-10 0.77497576 0.274 0.064 8.701914e-07 10
#> AFAP11 3.016314e-10 0.73586613 0.274 0.064 9.048941e-07 10
#> NTM1 3.556177e-10 0.59900697 0.274 0.062 1.066853e-06 10
#> FLNA4 3.822190e-10 0.65443731 0.661 0.245 1.146657e-06 10
#> ADAP21 4.349182e-10 0.52558388 0.290 0.068 1.304754e-06 10
#> AKAP121 5.076814e-10 0.85950885 0.274 0.067 1.523044e-06 10
#> MMP142 5.473606e-10 0.63774435 0.468 0.150 1.642082e-06 10
#> SH3PXD2A1 7.392984e-10 0.55534443 0.323 0.083 2.217895e-06 10
#> FERMT21 8.206114e-10 0.71632706 0.290 0.073 2.461834e-06 10
#> CRYAB2 8.374967e-10 0.81252591 0.258 0.060 2.512490e-06 10
#> APBB22 9.382462e-10 0.77292445 0.258 0.060 2.814739e-06 10
#> SLC2A32 1.331477e-09 0.55440770 0.435 0.136 3.994431e-06 10
#> TPM13 1.350240e-09 0.70810606 0.774 0.341 4.050720e-06 10
#> TIMP23 1.538412e-09 0.64260061 0.435 0.141 4.615235e-06 10
#> CFH1 1.612681e-09 0.71107024 0.274 0.067 4.838043e-06 10
#> ASPN2 2.011017e-09 0.71240884 0.387 0.120 6.033050e-06 10
#> AEBP12 4.486464e-09 0.40179542 0.532 0.172 1.345939e-05 10
#> RHOC3 8.546459e-09 0.74542915 0.677 0.321 2.563938e-05 10
#> PAPSS21 1.004526e-08 0.70876135 0.258 0.066 3.013579e-05 10
#> HSPB12 1.094130e-08 0.76271199 0.532 0.233 3.282390e-05 10
#> EPB41L22 1.462677e-08 0.71594453 0.306 0.089 4.388032e-05 10
#> PTMS1 1.779525e-08 0.81241355 0.290 0.086 5.338575e-05 10
#> VAMP52 1.827788e-08 0.70363514 0.323 0.100 5.483363e-05 10
#> PDLIM32 2.638271e-08 0.58990079 0.452 0.161 7.914812e-05 10
#> VCAN2 2.851621e-08 0.56795388 0.565 0.212 8.554862e-05 10
#> MAP1LC3A1 3.911460e-08 0.65748113 0.306 0.094 1.173438e-04 10
#> DCN2 4.217276e-08 0.45833099 0.532 0.190 1.265183e-04 10
#> EMP12 4.564686e-08 0.70931940 0.419 0.161 1.369406e-04 10
#> MMP112 5.018949e-08 0.41724290 0.419 0.139 1.505685e-04 10
#> FAP2 5.569979e-08 0.46360798 0.355 0.110 1.670994e-04 10
#> MYLK2 6.494079e-08 0.60661137 0.323 0.100 1.948224e-04 10
#> FN14 6.972029e-08 0.63113090 0.774 0.480 2.091609e-04 10
#> ITM2C2 7.352500e-08 0.57527563 0.419 0.156 2.205750e-04 10
#> ANTXR12 1.273756e-07 0.40154886 0.452 0.154 3.821267e-04 10
#> MXRA82 2.340031e-07 0.44572556 0.355 0.115 7.020093e-04 10
#> MYH94 2.524866e-07 0.67485153 0.694 0.357 7.574597e-04 10
#> PHACTR21 2.805200e-07 0.63126741 0.274 0.084 8.415601e-04 10
#> RCN12 2.900264e-07 0.64083238 0.419 0.168 8.700793e-04 10
#> C1R2 2.958638e-07 0.42193748 0.323 0.101 8.875915e-04 10
#> ISG151 2.981674e-07 0.68190364 0.323 0.112 8.945022e-04 10
#> TAGLN2 9.561805e-07 0.66651927 0.565 0.270 2.868541e-03 10
#> LRP13 1.098262e-06 0.46391789 0.500 0.204 3.294785e-03 10
#> CLIC41 1.511767e-06 0.54826331 0.452 0.193 4.535300e-03 10
#> CTSK1 1.518849e-06 0.38365212 0.371 0.130 4.556546e-03 10
#> ACTN14 2.024065e-06 0.54860540 0.468 0.205 6.072195e-03 10
#> RNF1301 2.094941e-06 0.43381037 0.290 0.096 6.284822e-03 10
#> ADAM122 2.113644e-06 0.35490737 0.306 0.100 6.340933e-03 10
#> TSC22D12 2.291223e-06 0.62286001 0.323 0.122 6.873668e-03 10
#> MRC22 4.577608e-06 0.42743858 0.258 0.083 1.373282e-02 10
#> CDC42EP12 4.644665e-06 0.46426527 0.306 0.112 1.393400e-02 10
#> SELENBP11 6.140039e-06 0.40506110 0.274 0.093 1.842012e-02 10
#> LBH2 9.288861e-06 0.52741171 0.274 0.097 2.786658e-02 10
#> TUBB62 1.049261e-05 0.60009352 0.274 0.101 3.147783e-02 10
#> ACTA22 1.404360e-05 0.50464414 0.435 0.194 4.213079e-02 10
#> PLS32 1.430852e-05 0.51398973 0.323 0.129 4.292556e-02 10
#> ASAH13 1.838961e-05 0.46961229 0.452 0.214 5.516883e-02 10
#> LGMN3 2.129137e-05 0.42750801 0.403 0.179 6.387410e-02 10
#> GPX1P12 2.304294e-05 0.32023950 0.468 0.207 6.912882e-02 10
#> TUBA1A3 2.632004e-05 0.51897763 0.581 0.307 7.896011e-02 10
#> C1S2 2.977101e-05 0.38505863 0.355 0.142 8.931304e-02 10
#> TIMP32 3.875871e-05 0.26166509 0.306 0.113 1.162761e-01 10
#> NDUFA4L23 5.382992e-05 0.47659322 0.516 0.260 1.614898e-01 10
#> LIMA13 6.264019e-05 0.35556229 0.339 0.142 1.879206e-01 10
#> PARVA3 6.957314e-05 0.46224000 0.290 0.117 2.087194e-01 10
#> CADM12 9.823133e-05 0.53696881 0.274 0.116 2.946940e-01 10
#> TGFBI2 1.059765e-04 0.39429224 0.339 0.147 3.179294e-01 10
#> FILIP1L2 1.094083e-04 0.42964174 0.371 0.171 3.282250e-01 10
#> RARRES22 1.408661e-04 0.20124000 0.387 0.160 4.225984e-01 10
#> TUBB4B3 1.487791e-04 0.41771428 0.387 0.188 4.463373e-01 10
#> LPP3 1.515416e-04 0.43370010 0.419 0.212 4.546247e-01 10
#> HSPA1A3 2.073123e-04 0.31882993 0.532 0.258 6.219369e-01 10
#> FBN12 2.680676e-04 0.29126184 0.290 0.119 8.042029e-01 10
#> IFI63 2.769504e-04 0.48050437 0.306 0.143 8.308511e-01 10
#> TACC13 3.213286e-04 0.33861228 0.468 0.238 9.639858e-01 10
#> CTSL2 4.931538e-04 0.24132962 0.339 0.155 1.000000e+00 10
#> VCL3 7.894229e-04 0.34424449 0.355 0.174 1.000000e+00 10
#> CDH112 9.792963e-04 0.19788012 0.290 0.122 1.000000e+00 10
#> DAB22 1.367933e-03 0.32246136 0.274 0.128 1.000000e+00 10
#> HIST1H4C3 1.855658e-03 0.25465967 0.306 0.151 1.000000e+00 10
#> NNMT2 2.473270e-03 0.27652547 0.403 0.213 1.000000e+00 10
#> FABP52 2.932631e-03 0.33267381 0.274 0.137 1.000000e+00 10
#> STAT12 3.123076e-03 0.34458997 0.339 0.184 1.000000e+00 10
#> SPTAN12 3.632973e-03 0.24682714 0.290 0.147 1.000000e+00 10
#> CARHSP12 4.337500e-03 0.30302561 0.258 0.130 1.000000e+00 10
#> MARCKSL12 6.960056e-03 0.22981700 0.339 0.183 1.000000e+00 10
#> EPHX12 8.224408e-03 0.29978580 0.274 0.151 1.000000e+00 10
#> PLD33 9.679987e-03 0.29206704 0.339 0.204 1.000000e+00 10
#> JCHAIN3 1.058823e-35 1.72357637 0.639 0.111 3.176469e-32 11
#> MZB12 1.751796e-27 1.25898829 0.672 0.135 5.255387e-24 11
#> CD79A1 1.971594e-27 1.28672650 0.459 0.068 5.914781e-24 11
#> IGKC2 6.524608e-26 1.49860045 0.770 0.229 1.957382e-22 11
#> IGHG42 1.347610e-20 1.16040070 0.541 0.122 4.042829e-17 11
#> IGHV3-21 7.970625e-20 1.45524293 0.377 0.067 2.391187e-16 11
#> DERL33 1.349148e-19 1.15782466 0.574 0.145 4.047444e-16 11
#> IGHG13 2.295331e-18 1.27745837 0.902 0.416 6.885994e-15 11
#> IGLV3-11 3.121677e-16 1.02309252 0.361 0.071 9.365031e-13 11
#> IGLL51 7.480115e-16 0.93787457 0.361 0.071 2.244034e-12 11
#> IGHV3-48 1.714685e-12 1.45181957 0.311 0.072 5.144055e-09 11
#> XBP12 2.607599e-12 0.97481093 0.672 0.293 7.822797e-09 11
#> JSRP11 7.198074e-12 0.90163865 0.279 0.058 2.159422e-08 11
#> POU2AF11 1.326388e-10 0.94280188 0.279 0.065 3.979163e-07 11
#> IGKV1-91 2.107494e-10 1.40839839 0.459 0.201 6.322481e-07 11
#> TENT5C1 3.958357e-09 0.64561555 0.295 0.077 1.187507e-05 11
#> FKBP112 4.635507e-09 0.87748750 0.426 0.161 1.390652e-05 11
#> PIM21 1.210663e-08 0.78109125 0.328 0.100 3.631989e-05 11
#> IGHV1-31 5.258781e-08 1.18366115 0.361 0.131 1.577634e-04 11
#> IGKV4-11 9.296172e-08 1.51853648 0.361 0.144 2.788852e-04 11
#> IGHV1-21 2.372064e-07 0.82711180 0.344 0.125 7.116193e-04 11
#> HERPUD13 9.500860e-06 0.59977703 0.525 0.274 2.850258e-02 11
#> IGLV4-69 2.277230e-04 0.83536181 0.344 0.173 6.831689e-01 11
#> IGHV1-182 2.698828e-04 0.24239951 0.557 0.346 8.096485e-01 11
#> ITM2C3 1.816070e-03 0.34282859 0.311 0.160 1.000000e+00 11
#> IGLV2-11 3.707274e-111 2.70393332 0.433 0.003 1.112182e-107 12
#> IGLV2-81 8.789633e-102 4.11931398 1.000 0.047 2.636890e-98 12
#> IGHV3-15 2.197230e-91 1.71020455 0.600 0.014 6.591691e-88 12
#> IGLV2-231 3.781528e-74 1.31030852 0.867 0.044 1.134458e-70 12
#> IGLC31 1.277973e-71 2.32545501 0.933 0.056 3.833920e-68 12
#> IGHV3-201 1.470343e-63 3.03862281 0.900 0.065 4.411030e-60 12
#> IGHV3-23 3.897924e-57 0.99056597 0.433 0.013 1.169377e-53 12
#> JSRP12 1.304327e-54 2.36528016 0.767 0.053 3.912981e-51 12
#> IGLV3-10 9.359970e-54 0.75848226 0.367 0.009 2.807991e-50 12
#> IGHV3-71 3.538524e-52 1.65541479 0.800 0.059 1.061557e-48 12
#> CD79A2 1.761422e-45 2.06774632 0.800 0.069 5.284266e-42 12
#> ZBP11 2.151694e-45 1.69359818 0.533 0.029 6.455083e-42 12
#> SPAG41 3.272651e-45 1.89792648 0.733 0.059 9.817953e-42 12
#> FCRL51 6.431826e-45 1.80079551 0.600 0.038 1.929548e-41 12
#> AC233755.2 6.982555e-45 1.80007234 0.367 0.012 2.094767e-41 12
#> IGLV2-33 5.146132e-43 1.01909707 0.567 0.034 1.543840e-39 12
#> IGHV3-72 8.216260e-42 0.70583886 0.567 0.035 2.464878e-38 12
#> IGHV3-431 3.171259e-41 3.14114054 0.933 0.128 9.513776e-38 12
#> IGLV1-40 1.404124e-39 0.87085028 0.767 0.070 4.212371e-36 12
#> TENT5C2 1.584207e-39 1.77233592 0.767 0.073 4.752622e-36 12
#> AC012236.11 2.530145e-38 1.62983490 0.533 0.036 7.590436e-35 12
#> MZB13 1.004662e-37 2.30722017 1.000 0.140 3.013987e-34 12
#> CD381 4.569825e-37 1.48668995 0.567 0.042 1.370948e-33 12
#> IGLC21 1.991982e-34 2.72789062 1.000 0.187 5.975946e-31 12
#> PIM22 2.376547e-34 1.99496753 0.800 0.096 7.129641e-31 12
#> FCRLA 2.788559e-34 1.53861113 0.267 0.009 8.365676e-31 12
#> IGHG43 1.773524e-33 1.68973199 0.933 0.122 5.320572e-30 12
#> IGLL52 2.240336e-30 1.53055948 0.667 0.070 6.721009e-27 12
#> LINC023621 3.167653e-30 1.34511304 0.400 0.025 9.502960e-27 12
#> HSH2D1 4.737977e-30 1.50258560 0.400 0.026 1.421393e-26 12
#> POU2AF12 8.440347e-28 1.22911386 0.600 0.063 2.532104e-24 12
#> IGHV3-33 3.894748e-27 0.39303779 0.400 0.028 1.168425e-23 12
#> TNFRSF171 4.470241e-26 1.15533757 0.433 0.035 1.341072e-22 12
#> PECAM12 4.835536e-26 1.21893857 0.600 0.067 1.450661e-22 12
#> DERL34 1.882057e-25 1.49919085 0.900 0.147 5.646171e-22 12
#> IGHA1 1.760592e-24 1.23151139 0.433 0.038 5.281777e-21 12
#> LAX11 2.342302e-24 0.93118433 0.400 0.032 7.026907e-21 12
#> IGHG31 1.021792e-23 0.81406692 0.500 0.051 3.065376e-20 12
#> HERPUD14 1.116991e-23 2.02980688 1.000 0.270 3.350973e-20 12
#> CD272 2.016046e-23 1.23866903 0.500 0.053 6.048138e-20 12
#> MEF2B1 2.220265e-23 0.97440762 0.300 0.019 6.660796e-20 12
#> XBP13 1.214999e-21 1.91630848 1.000 0.294 3.644996e-18 12
#> IGHV3-53 1.321180e-21 0.90501816 0.633 0.086 3.963539e-18 12
#> PTPRCAP2 2.370308e-21 0.79728271 0.667 0.093 7.110924e-18 12
#> SLAMF71 7.984613e-21 0.89361709 0.400 0.038 2.395384e-17 12
#> JCHAIN4 3.141148e-20 1.01889213 0.733 0.119 9.423445e-17 12
#> FKBP113 1.375110e-19 1.42154603 0.800 0.159 4.125330e-16 12
#> IGHV3-211 1.627873e-18 0.52818326 0.533 0.070 4.883619e-15 12
#> IGLV2-143 2.161293e-18 2.58050214 0.967 0.446 6.483878e-15 12
#> IRF41 8.734610e-18 1.03580852 0.367 0.038 2.620383e-14 12
#> IGHV3-481 1.376888e-17 0.34930700 0.533 0.073 4.130664e-14 12
#> IGHG14 7.142334e-16 1.61717269 1.000 0.424 2.142700e-12 12
#> IGHM1 3.995516e-15 0.64391548 0.400 0.051 1.198655e-11 12
#> HSPA1A4 1.056055e-14 1.34445131 0.867 0.257 3.168166e-11 12
#> TOR3A2 2.493409e-14 0.83139769 0.533 0.093 7.480227e-11 12
#> ISG201 2.554181e-14 0.98360917 0.467 0.074 7.662542e-11 12
#> ITM2C4 2.588255e-14 1.05395853 0.700 0.156 7.764765e-11 12
#> ADA21 5.839235e-13 0.92659179 0.367 0.052 1.751770e-09 12
#> ANKRD36BP21 7.198863e-13 0.70378875 0.333 0.043 2.159659e-09 12
#> FGD2 7.289772e-13 0.53812375 0.267 0.028 2.186932e-09 12
#> CD79B1 1.109218e-12 0.77598245 0.267 0.029 3.327653e-09 12
#> LILRB11 2.152432e-12 0.71567108 0.300 0.036 6.457296e-09 12
#> EAF21 3.230838e-12 0.81743893 0.300 0.038 9.692515e-09 12
#> BTG22 4.242317e-11 1.00266192 0.633 0.162 1.272695e-07 12
#> CXCR3 5.864125e-11 0.29719557 0.267 0.033 1.759237e-07 12
#> LY961 2.045138e-10 0.79679508 0.367 0.064 6.135414e-07 12
#> TAGAP2 8.182278e-10 1.01945972 0.367 0.070 2.454683e-06 12
#> IGHV3-11 3.880028e-09 0.30840967 0.267 0.039 1.164008e-05 12
#> RAB30 5.686580e-09 0.51068830 0.267 0.041 1.705974e-05 12
#> BLNK1 8.703395e-09 0.55263112 0.267 0.041 2.611019e-05 12
#> FCGR2B1 9.878219e-09 0.62154232 0.333 0.061 2.963466e-05 12
#> CD533 2.605180e-08 0.57303115 0.467 0.110 7.815541e-05 12
#> FOSB3 3.420985e-08 0.64649783 0.533 0.145 1.026296e-04 12
#> SRGN3 6.277725e-08 0.33799457 0.700 0.194 1.883318e-04 12
#> CADM13 9.032324e-08 0.48233254 0.467 0.116 2.709697e-04 12
#> CD372 9.407619e-08 0.29666171 0.500 0.120 2.822286e-04 12
#> ITM2A1 1.611993e-07 0.48673900 0.300 0.058 4.835979e-04 12
#> VAMP53 1.005846e-06 0.49017935 0.400 0.103 3.017538e-03 12
#> NFKBIA4 1.137230e-06 0.65064637 0.700 0.253 3.411689e-03 12
#> IGLV3-12 2.008104e-06 0.32892610 0.333 0.077 6.024311e-03 12
#> IL16 2.558945e-06 0.66605189 0.267 0.057 7.676834e-03 12
#> AC109326.11 5.230109e-06 0.42965234 0.300 0.071 1.569033e-02 12
#> LSP13 5.922198e-06 0.30457034 0.600 0.188 1.776659e-02 12
#> THEMIS21 1.030353e-05 0.41336090 0.267 0.061 3.091058e-02 12
#> PDE4B1 1.186858e-05 0.21977208 0.300 0.070 3.560575e-02 12
#> CTSS2 5.610262e-05 0.22155321 0.500 0.166 1.683078e-01 12
#> GRB23 8.323319e-05 0.26286214 0.633 0.234 2.496996e-01 12
#> MEF2C3 9.860988e-05 0.35190128 0.300 0.084 2.958297e-01 12
#> SELPLG1 1.930400e-04 0.29518664 0.267 0.073 5.791201e-01 12
#> HIST1H1E 2.605863e-04 0.19909975 0.267 0.074 7.817588e-01 12
#> GPX1P13 2.745855e-04 0.19549266 0.567 0.210 8.237566e-01 12
#> ZFP363 3.178592e-04 0.34355978 0.533 0.211 9.535775e-01 12
#> GMFG2 5.740760e-04 0.16500877 0.300 0.092 1.000000e+00 12
#> DUSP11 8.154865e-04 0.32067431 0.267 0.083 1.000000e+00 12
#> PPP1R15A5 8.499733e-04 0.34660061 0.500 0.209 1.000000e+00 12
#> SDC13 1.060721e-03 0.26455028 0.433 0.167 1.000000e+00 12
#> IGLV4-691 1.060878e-03 0.03330956 0.467 0.174 1.000000e+00 12
#> IFITM13 1.976171e-03 0.07796207 0.500 0.193 1.000000e+00 12
#> CAV13 2.105885e-03 0.19787498 0.367 0.141 1.000000e+00 12
#> ME22 6.180448e-03 0.10907730 0.267 0.098 1.000000e+00 12
#> gene
#> MUCL1 MUCL1
#> KRT19 KRT19
#> SCGB1B2P SCGB1B2P
#> CD24 CD24
#> S100A9 S100A9
#> NDUFA4L2 NDUFA4L2
#> CTAG2 CTAG2
#> ALDH2 ALDH2
#> CXCL14 CXCL14
#> KRT18 KRT18
#> IGLV2-14 IGLV2-14
#> S100A8 S100A8
#> KRT8 KRT8
#> IFI27 IFI27
#> FTL FTL
#> LTF LTF
#> CALML5 CALML5
#> ACSL4 ACSL4
#> HBS1L HBS1L
#> ELF3 ELF3
#> IMP4 IMP4
#> KRT7 KRT7
#> KYNU KYNU
#> KRT191 KRT19
#> KRT81 KRT8
#> MUCL11 MUCL1
#> KRT181 KRT18
#> IFI271 IFI27
#> CD241 CD24
#> AZGP1 AZGP1
#> CTAG21 CTAG2
#> CRABP1 CRABP1
#> LTF1 LTF
#> CALML51 CALML5
#> HBS1L1 HBS1L
#> CLDN3 CLDN3
#> SCGB1B2P1 SCGB1B2P
#> S100A81 S100A8
#> AL596442.3 AL596442.3
#> S100A91 S100A9
#> NDUFA4L21 NDUFA4L2
#> ALDH21 ALDH2
#> MT1G MT1G
#> KRT71 KRT7
#> SPINT2 SPINT2
#> RAB25 RAB25
#> S100A14 S100A14
#> GGCT GGCT
#> NQO1 NQO1
#> KYNU1 KYNU
#> RBP1 RBP1
#> PRXL2A PRXL2A
#> ELF31 ELF3
#> IMP41 IMP4
#> MAGEA4 MAGEA4
#> PDZK1IP1 PDZK1IP1
#> TPD52L1 TPD52L1
#> EFHD1 EFHD1
#> MARCKSL1 MARCKSL1
#> MGST1 MGST1
#> TM2D2 TM2D2
#> LY6K LY6K
#> PERP PERP
#> SLPI SLPI
#> ASS1 ASS1
#> RHOC RHOC
#> TM4SF1 TM4SF1
#> CLDN7 CLDN7
#> TFB1M TFB1M
#> IDH2 IDH2
#> PHGDH PHGDH
#> EPCAM EPCAM
#> AC093001.1 AC093001.1
#> SMIM22 SMIM22
#> MAGEA3 MAGEA3
#> SQSTM1 SQSTM1
#> MAGEA6 MAGEA6
#> SNCG SNCG
#> AP1M2 AP1M2
#> ANXA3 ANXA3
#> FKBP4 FKBP4
#> PFN2 PFN2
#> GLYATL2 GLYATL2
#> LINC01503 LINC01503
#> FXYD3 FXYD3
#> STMN1 STMN1
#> H1F0 H1F0
#> CXCL141 CXCL14
#> CXADR CXADR
#> CLDN4 CLDN4
#> BNIP3 BNIP3
#> PLPP2 PLPP2
#> ANXA1 ANXA1
#> CRIP2 CRIP2
#> MT1X MT1X
#> PHLDA2 PHLDA2
#> ACSL41 ACSL4
#> NIT2 NIT2
#> C15orf48 C15orf48
#> OCIAD2 OCIAD2
#> SLC9A3R1 SLC9A3R1
#> S100A13 S100A13
#> CHMP2B CHMP2B
#> NUPR1 NUPR1
#> S100A16 S100A16
#> NSD3 NSD3
#> NFIB NFIB
#> FABP5 FABP5
#> MDK MDK
#> TUBA1A TUBA1A
#> PLEKHA2 PLEKHA2
#> NET1 NET1
#> SOX4 SOX4
#> MGP MGP
#> GLUL GLUL
#> TUBB4B TUBB4B
#> MS4A6A MS4A6A
#> FCGR2A FCGR2A
#> FCGR3A FCGR3A
#> CD14 CD14
#> FCER1G FCER1G
#> HLA-DMB HLA-DMB
#> MSR1 MSR1
#> CPVL CPVL
#> CYBB CYBB
#> CSF1R CSF1R
#> LYZ LYZ
#> C1QC C1QC
#> C1QA C1QA
#> C1QB C1QB
#> SGK1 SGK1
#> C5AR1 C5AR1
#> SLC11A1 SLC11A1
#> TYROBP TYROBP
#> CD68 CD68
#> AIF1 AIF1
#> ALOX5 ALOX5
#> C1orf162 C1orf162
#> FPR3 FPR3
#> SLCO2B1 SLCO2B1
#> MS4A7 MS4A7
#> TREM2 TREM2
#> HLA-DRB5 HLA-DRB5
#> HLA-DQA1 HLA-DQA1
#> LILRB4 LILRB4
#> OLR1 OLR1
#> CFD CFD
#> RNASE1 RNASE1
#> IGSF6 IGSF6
#> ADAP2 ADAP2
#> FCGR1A FCGR1A
#> CD83 CD83
#> CD163 CD163
#> PILRA PILRA
#> MS4A4A MS4A4A
#> ITGAX ITGAX
#> HLA-DRB1 HLA-DRB1
#> IFI30 IFI30
#> ALOX5AP ALOX5AP
#> LY86 LY86
#> SPI1 SPI1
#> HLA-DQB1 HLA-DQB1
#> HLA-DPB1 HLA-DPB1
#> HLA-DPA1 HLA-DPA1
#> PLEK PLEK
#> CD86 CD86
#> CCL3 CCL3
#> STAB1 STAB1
#> HLA-DRA HLA-DRA
#> SERPINA1 SERPINA1
#> LAIR1 LAIR1
#> APOE APOE
#> VSIG4 VSIG4
#> MRC1 MRC1
#> LAPTM5 LAPTM5
#> LST1 LST1
#> HLA-DMA HLA-DMA
#> ARHGAP18 ARHGAP18
#> EPB41L3 EPB41L3
#> NCF2 NCF2
#> APOC1 APOC1
#> MARCH1 MARCH1
#> ACP5 ACP5
#> CIITA CIITA
#> FBP1 FBP1
#> ITGB2 ITGB2
#> TNFAIP2 TNFAIP2
#> CD300A CD300A
#> DMXL2 DMXL2
#> CTSS CTSS
#> LILRB2 LILRB2
#> PLAUR PLAUR
#> CD84 CD84
#> FGL2 FGL2
#> FCGR2B FCGR2B
#> FCGRT FCGRT
#> NCKAP1L NCKAP1L
#> MAFB MAFB
#> RNF130 RNF130
#> CLEC5A CLEC5A
#> RASSF4 RASSF4
#> SPP1 SPP1
#> CD74 CD74
#> ABCA1 ABCA1
#> CTSD CTSD
#> SMIM25 SMIM25
#> CD4 CD4
#> CLEC7A CLEC7A
#> TREM1 TREM1
#> SLC8A1 SLC8A1
#> MNDA MNDA
#> RGS2 RGS2
#> IL1B IL1B
#> LRRC25 LRRC25
#> MPP1 MPP1
#> TNFSF13B TNFSF13B
#> CSF2RA CSF2RA
#> TNFSF13 TNFSF13
#> CTSH CTSH
#> ITGAM ITGAM
#> CTSL CTSL
#> C3AR1 C3AR1
#> PTAFR PTAFR
#> CST3 CST3
#> PTPRC PTPRC
#> LIPA LIPA
#> SRGN SRGN
#> FYB1 FYB1
#> TFEC TFEC
#> HLA-DOA HLA-DOA
#> NR4A2 NR4A2
#> SLC7A7 SLC7A7
#> GPX1P1 GPX1P1
#> FRMD4B FRMD4B
#> SLC37A2 SLC37A2
#> GPR34 GPR34
#> CTSB CTSB
#> MCTP1 MCTP1
#> PLA2G7 PLA2G7
#> CTSZ CTSZ
#> DUSP1 DUSP1
#> DOCK4 DOCK4
#> PARVG PARVG
#> TLR2 TLR2
#> TBXAS1 TBXAS1
#> SAMHD1 SAMHD1
#> LAT2 LAT2
#> GPRIN3 GPRIN3
#> DAB2 DAB2
#> ARRB2 ARRB2
#> TNFRSF1B TNFRSF1B
#> ZEB2 ZEB2
#> MERTK MERTK
#> RGS1 RGS1
#> TGFBI TGFBI
#> HAVCR2 HAVCR2
#> CAPG CAPG
#> IL18 IL18
#> GLUL1 GLUL
#> CSF3R CSF3R
#> PHACTR1 PHACTR1
#> TM6SF1 TM6SF1
#> IL10RA IL10RA
#> SLAMF8 SLAMF8
#> SLC2A3 SLC2A3
#> LPCAT2 LPCAT2
#> CPM CPM
#> GIMAP4 GIMAP4
#> SYK SYK
#> ZFP36 ZFP36
#> CD53 CD53
#> MGAT4A MGAT4A
#> FTL1 FTL
#> PDE4B PDE4B
#> PSAP PSAP
#> LHFPL2 LHFPL2
#> ASAH1 ASAH1
#> NPL NPL
#> IER3 IER3
#> PLXDC2 PLXDC2
#> GRB2 GRB2
#> CXCL16 CXCL16
#> HCST HCST
#> CD37 CD37
#> APBB1IP APBB1IP
#> LPAR6 LPAR6
#> MFSD1 MFSD1
#> LCP1 LCP1
#> SORL1 SORL1
#> TYMP TYMP
#> ADAM8 ADAM8
#> ADA2 ADA2
#> PLBD1 PLBD1
#> LGMN LGMN
#> KCTD12 KCTD12
#> ZNF331 ZNF331
#> MYO1F MYO1F
#> HSPA1A HSPA1A
#> GK GK
#> GAL3ST4 GAL3ST4
#> LILRB1 LILRB1
#> DOCK8 DOCK8
#> PLTP PLTP
#> FMNL2 FMNL2
#> NINJ1 NINJ1
#> HNMT HNMT
#> KCNMA1 KCNMA1
#> BMP2K BMP2K
#> MYO5A MYO5A
#> ANPEP ANPEP
#> IQGAP2 IQGAP2
#> OTULINL OTULINL
#> NABP1 NABP1
#> HCK HCK
#> AC020916.1 AC020916.1
#> FERMT3 FERMT3
#> WAS WAS
#> NCEH1 NCEH1
#> HMOX1 HMOX1
#> SLA SLA
#> PTGS1 PTGS1
#> GPX3 GPX3
#> ALCAM ALCAM
#> SELPLG SELPLG
#> PLIN2 PLIN2
#> CXCL8 CXCL8
#> CORO1A CORO1A
#> CXCL3 CXCL3
#> ME2 ME2
#> SOD2 SOD2
#> APLP2 APLP2
#> CXCL2 CXCL2
#> CXCR4 CXCR4
#> BCAT1 BCAT1
#> PLD3 PLD3
#> GM2A GM2A
#> SLC25A19 SLC25A19
#> CD302 CD302
#> PPT1 PPT1
#> ITGA4 ITGA4
#> ATF3 ATF3
#> RAPGEF1 RAPGEF1
#> MEF2C MEF2C
#> AP1S2 AP1S2
#> NRP1 NRP1
#> RAP2B RAP2B
#> HSPB1 HSPB1
#> RAB20 RAB20
#> GCHFR GCHFR
#> BTG2 BTG2
#> PPP1R15A PPP1R15A
#> TUBGCP2 TUBGCP2
#> ENG ENG
#> LGALS9 LGALS9
#> PTPRE PTPRE
#> LSP1 LSP1
#> FOSB FOSB
#> LAP3 LAP3
#> NR4A1 NR4A1
#> GPNMB GPNMB
#> STAT1 STAT1
#> FRMD4A FRMD4A
#> LRP1 LRP1
#> THEMIS2 THEMIS2
#> EPSTI1 EPSTI1
#> SERPINB1 SERPINB1
#> GMFG GMFG
#> LAMP1 LAMP1
#> IER2 IER2
#> NFKBIA NFKBIA
#> CHMP1B CHMP1B
#> TNFAIP3 TNFAIP3
#> NRP2 NRP2
#> ID2 ID2
#> TAGAP TAGAP
#> PECAM1 PECAM1
#> A2M A2M
#> IRF1 IRF1
#> NUPR11 NUPR1
#> RMDN3 RMDN3
#> TANC2 TANC2
#> RAB11FIP1 RAB11FIP1
#> SLC43A3 SLC43A3
#> SNX10 SNX10
#> DSC2 DSC2
#> NFKBIZ NFKBIZ
#> C15orf481 C15orf48
#> VAMP5 VAMP5
#> IVNS1ABP IVNS1ABP
#> FABP51 FABP5
#> PTPN18 PTPN18
#> ID3 ID3
#> RHOB RHOB
#> F11R F11R
#> ANXA11 ANXA1
#> SELENOP SELENOP
#> FN1 FN1
#> HERPUD1 HERPUD1
#> PLAU PLAU
#> PLEC PLEC
#> ADAM9 ADAM9
#> DDIT4 DDIT4
#> FLNA FLNA
#> SCPEP1 SCPEP1
#> ITGAV ITGAV
#> TIMP2 TIMP2
#> TIMP1 TIMP1
#> IFI6 IFI6
#> PLEKHA21 PLEKHA2
#> ALDH22 ALDH2
#> TACC1 TACC1
#> SQSTM11 SQSTM1
#> ACTN1 ACTN1
#> IGLC2 IGLC2
#> IGLV2-8 IGLV2-8
#> IGHV3-20 IGHV3-20
#> IGLV2-141 IGLV2-14
#> IGHV3-43 IGHV3-43
#> IGHG1 IGHG1
#> IGLV2-23 IGLV2-23
#> IGLC3 IGLC3
#> IGHV3-7 IGHV3-7
#> MZB1 MZB1
#> IGHG4 IGHG4
#> JCHAIN JCHAIN
#> DERL3 DERL3
#> XBP1 XBP1
#> CD3E CD3E
#> CD52 CD52
#> CD3D CD3D
#> CD2 CD2
#> CD7 CD7
#> CCL5 CCL5
#> LTB LTB
#> SPOCK2 SPOCK2
#> LCK LCK
#> CD3G CD3G
#> PTPRCAP PTPRCAP
#> CST7 CST7
#> CD96 CD96
#> GZMA GZMA
#> NKG7 NKG7
#> IL32 IL32
#> TRBC2 TRBC2
#> CORO1A1 CORO1A
#> SKAP1 SKAP1
#> PTPRC1 PTPRC
#> GZMK GZMK
#> CTSW CTSW
#> TIGIT TIGIT
#> EVL EVL
#> IL7R IL7R
#> CD69 CD69
#> FYB11 FYB1
#> TRAF3IP3 TRAF3IP3
#> ACAP1 ACAP1
#> LCP11 LCP1
#> BATF BATF
#> HCST1 HCST
#> ITM2A ITM2A
#> GBP5 GBP5
#> LSP11 LSP1
#> IFITM1 IFITM1
#> LAPTM51 LAPTM5
#> TNFAIP31 TNFAIP3
#> CCL4 CCL4
#> HSPA1A1 HSPA1A
#> SRGN1 SRGN
#> CD27 CD27
#> CD371 CD37
#> TNFRSF1B1 TNFRSF1B
#> CD531 CD53
#> GMFG1 GMFG
#> SYNE2 SYNE2
#> DOCK81 DOCK8
#> LBH LBH
#> SLC2A31 SLC2A3
#> IRF11 IRF1
#> ALOX5AP1 ALOX5AP
#> ITGB21 ITGB2
#> PLAAT4 PLAAT4
#> NFKBIA1 NFKBIA
#> ZFP361 ZFP36
#> HLA-DPB11 HLA-DPB1
#> ID21 ID2
#> CD741 CD74
#> HLA-DPA11 HLA-DPA1
#> HIST1H4C HIST1H4C
#> DDIT41 DDIT4
#> MYH9 MYH9
#> IER21 IER2
#> PPP1R15A1 PPP1R15A
#> MFAP5 MFAP5
#> LRRC15 LRRC15
#> ISLR ISLR
#> FBN1 FBN1
#> CDH11 CDH11
#> CCDC80 CCDC80
#> LOX LOX
#> MXRA8 MXRA8
#> COL8A1 COL8A1
#> CTHRC1 CTHRC1
#> C1R C1R
#> CTSK CTSK
#> ASPN ASPN
#> COL10A1 COL10A1
#> EDIL3 EDIL3
#> C1S C1S
#> CCN2 CCN2
#> ITGBL1 ITGBL1
#> FNDC1 FNDC1
#> SPON1 SPON1
#> MMP2 MMP2
#> MFAP2 MFAP2
#> MXRA5 MXRA5
#> RARRES2 RARRES2
#> RCN3 RCN3
#> INHBA INHBA
#> EFEMP2 EFEMP2
#> SFRP4 SFRP4
#> COL11A1 COL11A1
#> PODN PODN
#> AEBP1 AEBP1
#> MSRB3 MSRB3
#> CCN5 CCN5
#> PDGFRL PDGFRL
#> SERPINF1 SERPINF1
#> HSPG2 HSPG2
#> THY1 THY1
#> FSTL1 FSTL1
#> THBS2 THBS2
#> LUM LUM
#> FAP FAP
#> FKBP10 FKBP10
#> PDPN PDPN
#> IGFBP5 IGFBP5
#> ITGA11 ITGA11
#> SULF1 SULF1
#> TMEM119 TMEM119
#> CEMIP CEMIP
#> ANTXR1 ANTXR1
#> COL5A1 COL5A1
#> COL5A2 COL5A2
#> COL6A2 COL6A2
#> SMOC2 SMOC2
#> MMP11 MMP11
#> SFRP2 SFRP2
#> DCN DCN
#> TIMP21 TIMP2
#> GJA1 GJA1
#> TIMP3 TIMP3
#> ADAM12 ADAM12
#> FIBIN FIBIN
#> MMP14 MMP14
#> COL12A1 COL12A1
#> NBL1 NBL1
#> GLT8D2 GLT8D2
#> COMP COMP
#> FBLN2 FBLN2
#> LTBP2 LTBP2
#> DPT DPT
#> COL6A3 COL6A3
#> ECM1 ECM1
#> LMO7 LMO7
#> DPYSL3 DPYSL3
#> THBS4 THBS4
#> ACTA2 ACTA2
#> COL6A1 COL6A1
#> VCAN VCAN
#> SERPINH1 SERPINH1
#> EMILIN1 EMILIN1
#> BGN BGN
#> SPOCK1 SPOCK1
#> PXDN PXDN
#> IGFBP7 IGFBP7
#> THBS1 THBS1
#> SERPING1 SERPING1
#> CAVIN1 CAVIN1
#> LOXL2 LOXL2
#> FBLN1 FBLN1
#> PRRX1 PRRX1
#> PDGFRA PDGFRA
#> HTRA1 HTRA1
#> SGCD SGCD
#> CXCL12 CXCL12
#> NTM NTM
#> NOX4 NOX4
#> PRELP PRELP
#> ITGB5 ITGB5
#> MEG3 MEG3
#> FGF7 FGF7
#> POSTN POSTN
#> C1QTNF3 C1QTNF3
#> ADAMTS2 ADAMTS2
#> IGFBP4 IGFBP4
#> FRMD6 FRMD6
#> PALLD PALLD
#> MRC2 MRC2
#> PLAU1 PLAU
#> PRSS23 PRSS23
#> MFGE8 MFGE8
#> OLFML3 OLFML3
#> PCOLCE PCOLCE
#> CREB3L1 CREB3L1
#> SULF2 SULF2
#> LRP11 LRP1
#> CHPF CHPF
#> NRP21 NRP2
#> NEXN NEXN
#> PLPP4 PLPP4
#> GALNT5 GALNT5
#> CCN1 CCN1
#> CFH CFH
#> PPFIBP1 PPFIBP1
#> SPARC SPARC
#> COL3A1 COL3A1
#> ANGPTL2 ANGPTL2
#> PDLIM3 PDLIM3
#> MYL9 MYL9
#> CRISPLD2 CRISPLD2
#> GPX8 GPX8
#> GASK1B GASK1B
#> HMCN1 HMCN1
#> STEAP2 STEAP2
#> LAMA4 LAMA4
#> MYLK MYLK
#> GXYLT2 GXYLT2
#> COL4A2 COL4A2
#> COL8A2 COL8A2
#> TGFB1I1 TGFB1I1
#> COL1A2 COL1A2
#> NT5E NT5E
#> PLS3 PLS3
#> LAMB1 LAMB1
#> KIF26B KIF26B
#> COL1A1 COL1A1
#> LMCD1 LMCD1
#> CLIC4 CLIC4
#> CD55 CD55
#> SPARCL1 SPARCL1
#> TMEM47 TMEM47
#> TAGLN TAGLN
#> GALNT1 GALNT1
#> SPHK1 SPHK1
#> DDR2 DDR2
#> FMOD FMOD
#> PLXDC21 PLXDC2
#> LTBP1 LTBP1
#> FLNA1 FLNA
#> BICC1 BICC1
#> ALDH1B1 ALDH1B1
#> ECM2 ECM2
#> CORIN CORIN
#> COL4A1 COL4A1
#> NNMT NNMT
#> CALD1 CALD1
#> CAVIN3 CAVIN3
#> PCDH7 PCDH7
#> LAMB2 LAMB2
#> NUAK1 NUAK1
#> SDC2 SDC2
#> LPP LPP
#> ITGAV1 ITGAV
#> KIAA1217 KIAA1217
#> MYH10 MYH10
#> MME MME
#> CYBRD1 CYBRD1
#> ACTN11 ACTN1
#> SH3PXD2A SH3PXD2A
#> CERCAM CERCAM
#> SLC39A14 SLC39A14
#> DKK3 DKK3
#> COL16A1 COL16A1
#> PLAT PLAT
#> PDGFRB PDGFRB
#> VGLL3 VGLL3
#> ADAMTS12 ADAMTS12
#> GJB2 GJB2
#> GREM1 GREM1
#> GLIS3 GLIS3
#> LAMA2 LAMA2
#> LAMC1 LAMC1
#> LBH1 LBH
#> F13A1 F13A1
#> ALDH1L2 ALDH1L2
#> MICAL2 MICAL2
#> PLOD2 PLOD2
#> GAS6 GAS6
#> PRICKLE1 PRICKLE1
#> EHD2 EHD2
#> JCAD JCAD
#> COL14A1 COL14A1
#> SVEP1 SVEP1
#> RAI14 RAI14
#> VCL VCL
#> TEAD1 TEAD1
#> PARVA PARVA
#> SRPX SRPX
#> FN11 FN1
#> EPDR1 EPDR1
#> CNN2 CNN2
#> SERPINE1 SERPINE1
#> HTRA3 HTRA3
#> TMEM45A TMEM45A
#> TENM3 TENM3
#> LMOD1 LMOD1
#> APOD APOD
#> MYH91 MYH9
#> RAB23 RAB23
#> SSPN SSPN
#> LRIG3 LRIG3
#> APBB2 APBB2
#> FAT1 FAT1
#> CILP CILP
#> PDLIM7 PDLIM7
#> TPM1 TPM1
#> PTGFRN PTGFRN
#> PTK7 PTK7
#> ZEB1 ZEB1
#> SRPX2 SRPX2
#> CDH13 CDH13
#> ZFHX4 ZFHX4
#> DPP4 DPP4
#> JAM3 JAM3
#> SYTL2 SYTL2
#> FZD1 FZD1
#> EFEMP1 EFEMP1
#> TSHZ2 TSHZ2
#> PDGFC PDGFC
#> OLFML2B OLFML2B
#> TNFRSF12A TNFRSF12A
#> GOLM1 GOLM1
#> FERMT2 FERMT2
#> MARVELD1 MARVELD1
#> FKBP9 FKBP9
#> PRKG1 PRKG1
#> LINC00632 LINC00632
#> CKAP4 CKAP4
#> PRICKLE2 PRICKLE2
#> UACA UACA
#> MIR100HG MIR100HG
#> FKBP14 FKBP14
#> FILIP1L FILIP1L
#> ANKH ANKH
#> PHLDB2 PHLDB2
#> NID2 NID2
#> MAP1A MAP1A
#> AKAP12 AKAP12
#> A2M1 A2M
#> PTPRD PTPRD
#> IGFBP6 IGFBP6
#> GPC6 GPC6
#> FKBP7 FKBP7
#> F2R F2R
#> C3 C3
#> AFAP1 AFAP1
#> SGCE SGCE
#> BNC2 BNC2
#> SUGCT SUGCT
#> LHFPL6 LHFPL6
#> ST5 ST5
#> PLPP3 PLPP3
#> B4GALT1 B4GALT1
#> ARHGAP28 ARHGAP28
#> PTGIS PTGIS
#> FMO2 FMO2
#> FGFR1 FGFR1
#> C1QTNF1 C1QTNF1
#> TIMP11 TIMP1
#> LOXL1 LOXL1
#> MAGI2-AS3 MAGI2-AS3
#> C5orf46 C5orf46
#> NINJ2 NINJ2
#> CLMP CLMP
#> SMIM3 SMIM3
#> TUBB6 TUBB6
#> KCNQ1OT1 KCNQ1OT1
#> RCN1 RCN1
#> RUNX2 RUNX2
#> NXN NXN
#> COL18A1 COL18A1
#> LIMA1 LIMA1
#> TNFRSF19 TNFRSF19
#> SGCB SGCB
#> SEMA3C SEMA3C
#> PDLIM2 PDLIM2
#> OLFML1 OLFML1
#> PTPN14 PTPN14
#> FHL2 FHL2
#> TENM4 TENM4
#> ANTXR2 ANTXR2
#> ID31 ID3
#> CLEC11A CLEC11A
#> AMOTL1 AMOTL1
#> STEAP1 STEAP1
#> FLNB FLNB
#> CCN4 CCN4
#> ETV1 ETV1
#> EGFL6 EGFL6
#> CD109 CD109
#> FSCN1 FSCN1
#> IFITM11 IFITM1
#> EMP1 EMP1
#> KDELR3 KDELR3
#> LXN LXN
#> NID1 NID1
#> PHACTR2 PHACTR2
#> PAPSS2 PAPSS2
#> FBXO32 FBXO32
#> PDLIM4 PDLIM4
#> AHNAK2 AHNAK2
#> CYP7B1 CYP7B1
#> CTSB1 CTSB
#> ENAH ENAH
#> SERPINE2 SERPINE2
#> ITGA5 ITGA5
#> SPON2 SPON2
#> CST31 CST3
#> SGMS2 SGMS2
#> PDGFD PDGFD
#> SPTBN1 SPTBN1
#> PLEC1 PLEC
#> PLK2 PLK2
#> CYP1B1 CYP1B1
#> CD248 CD248
#> FHL1 FHL1
#> PLSCR4 PLSCR4
#> LAYN LAYN
#> SEMA5A SEMA5A
#> ARHGAP1 ARHGAP1
#> EPB41L2 EPB41L2
#> BMP1 BMP1
#> SACS SACS
#> RAB3B RAB3B
#> PLPP1 PLPP1
#> MRVI1 MRVI1
#> TLN2 TLN2
#> SGIP1 SGIP1
#> RHOBTB3 RHOBTB3
#> PLA2R1 PLA2R1
#> DAB21 DAB2
#> TJP1 TJP1
#> COL15A1 COL15A1
#> CTSF CTSF
#> TNFAIP6 TNFAIP6
#> EPAS1 EPAS1
#> DLC1 DLC1
#> AKT3 AKT3
#> SLC39A13 SLC39A13
#> WWTR1 WWTR1
#> SMARCA1 SMARCA1
#> GGT5 GGT5
#> AC006453.2 AC006453.2
#> PLAGL1 PLAGL1
#> PTMS PTMS
#> RARRES1 RARRES1
#> SPTAN1 SPTAN1
#> TGFBI1 TGFBI
#> PLAUR1 PLAUR
#> LIMCH1 LIMCH1
#> ENC1 ENC1
#> KIRREL1 KIRREL1
#> SDC1 SDC1
#> TCEAL9 TCEAL9
#> NFIX NFIX
#> S100A161 S100A16
#> NRP11 NRP1
#> CAV1 CAV1
#> PHLDA3 PHLDA3
#> APLP21 APLP2
#> CARMN CARMN
#> MDK1 MDK
#> DUXAP8 DUXAP8
#> BEX3 BEX3
#> TRAC TRAC
#> RGS16 RGS16
#> SLC5A3 SLC5A3
#> HSPB11 HSPB1
#> SLC6A6 SLC6A6
#> ITGA1 ITGA1
#> BCAT11 BCAT1
#> GNG12 GNG12
#> APOL1 APOL1
#> PHLDB1 PHLDB1
#> NREP NREP
#> TMEM204 TMEM204
#> MAP1B MAP1B
#> PSAP1 PSAP
#> IL321 IL32
#> CTSL1 CTSL
#> TANC21 TANC2
#> ARL4C ARL4C
#> MYO1B MYO1B
#> HOPX HOPX
#> CTSZ1 CTSZ
#> LGMN1 LGMN
#> GEM GEM
#> CADM1 CADM1
#> FCGRT1 FCGRT
#> ENO2 ENO2
#> HUWE1 HUWE1
#> CRYAB CRYAB
#> LAMP11 LAMP1
#> TUBA1A1 TUBA1A
#> ATP1B1 ATP1B1
#> ABCA11 ABCA1
#> IFI61 IFI6
#> TRIM22 TRIM22
#> TNKS1BP1 TNKS1BP1
#> PLTP1 PLTP
#> PLD31 PLD3
#> GBP1 GBP1
#> ENG1 ENG
#> CCND1 CCND1
#> VAMP51 VAMP5
#> STAT11 STAT1
#> ZEB21 ZEB2
#> CDCP1 CDCP1
#> ITM2C ITM2C
#> ZKSCAN1 ZKSCAN1
#> EPHX1 EPHX1
#> SOD21 SOD2
#> MFSD11 MFSD1
#> CXCL142 CXCL14
#> SOX41 SOX4
#> GPNMB1 GPNMB
#> CARHSP1 CARHSP1
#> TM4SF11 TM4SF1
#> LAP31 LAP3
#> DSP DSP
#> EGLN3 EGLN3
#> MGP1 MGP
#> ANXA12 ANXA1
#> CRIP21 CRIP2
#> FNBP1L FNBP1L
#> CDC42EP1 CDC42EP1
#> TNFSF10 TNFSF10
#> S100A131 S100A13
#> NET11 NET1
#> ASAH11 ASAH1
#> TSC22D1 TSC22D1
#> TACC11 TACC1
#> DERL31 DERL3
#> RHOC1 RHOC
#> HERPUD11 HERPUD1
#> SCPEP11 SCPEP1
#> NUPR12 NUPR1
#> PLIN21 PLIN2
#> NFIB1 NFIB
#> GPX1P11 GPX1P1
#> ADAM91 ADAM9
#> PERP1 PERP
#> TUBB4B1 TUBB4B
#> H1F01 H1F0
#> GRB21 GRB2
#> PPP1R15A2 PPP1R15A
#> IFI272 IFI27
#> FKBP11 FKBP11
#> IGKV3D-15 IGKV3D-15
#> IGKC IGKC
#> IGHV1-58 IGHV1-58
#> IGKV3-15 IGKV3-15
#> IGHV1-18 IGHV1-18
#> IGHG11 IGHG1
#> IGKV3-20 IGKV3-20
#> IGHV4-59 IGHV4-59
#> JCHAIN1 JCHAIN
#> IGLV2-142 IGLV2-14
#> NECTIN4 NECTIN4
#> AC138409.2 AC138409.2
#> ITGB6 ITGB6
#> TACSTD2 TACSTD2
#> CLDN41 CLDN4
#> PTPRF PTPRF
#> PRSS8 PRSS8
#> GRHL1 GRHL1
#> EFNA1 EFNA1
#> AHI1 AHI1
#> MUC1 MUC1
#> LINC01235 LINC01235
#> AGT AGT
#> SPINT1 SPINT1
#> PLPP21 PLPP2
#> SEMA4B SEMA4B
#> DSP1 DSP
#> LAMC2 LAMC2
#> CXADR1 CXADR
#> SERPINA3 SERPINA3
#> GPRC5A GPRC5A
#> AP001636.3 AP001636.3
#> SUSD2 SUSD2
#> MLPH MLPH
#> STAC2 STAC2
#> EDN1 EDN1
#> SORBS2 SORBS2
#> ERBB3 ERBB3
#> VTCN1 VTCN1
#> PODXL2 PODXL2
#> MPZL2 MPZL2
#> DEFB1 DEFB1
#> CDH3 CDH3
#> ELF32 ELF3
#> CP CP
#> MUC20 MUC20
#> LINC01285 LINC01285
#> DYRK3 DYRK3
#> MALL MALL
#> STBD1 STBD1
#> AARD AARD
#> PDZK1IP11 PDZK1IP1
#> ITGB4 ITGB4
#> SLC2A1 SLC2A1
#> NFIB2 NFIB
#> TRPM8 TRPM8
#> PROM2 PROM2
#> CFB CFB
#> EPCAM1 EPCAM
#> LY6K1 LY6K
#> CCL28 CCL28
#> EFNA4 EFNA4
#> TFB1M1 TFB1M
#> CYP4X1 CYP4X1
#> SLPI1 SLPI
#> ATG9B ATG9B
#> PLAAT1 PLAAT1
#> WDR45B WDR45B
#> MGST11 MGST1
#> RHOB1 RHOB
#> SDC4 SDC4
#> CHI3L2 CHI3L2
#> TMPRSS13 TMPRSS13
#> NDRG1 NDRG1
#> ADAM15 ADAM15
#> TM4SF1-AS1 TM4SF1-AS1
#> AP1M21 AP1M2
#> JUP JUP
#> CDH1 CDH1
#> NET12 NET1
#> CLDN71 CLDN7
#> FXYD31 FXYD3
#> LDOC1 LDOC1
#> LINC00958 LINC00958
#> DSG2 DSG2
#> PERP2 PERP
#> RORC RORC
#> DSC21 DSC2
#> ADAM92 ADAM9
#> MAPT MAPT
#> KRT15 KRT15
#> TINAGL1 TINAGL1
#> TNFSF101 TNFSF10
#> FUT2 FUT2
#> TACC12 TACC1
#> BCAM BCAM
#> TRIM47 TRIM47
#> SLC41A3 SLC41A3
#> HOOK1 HOOK1
#> CA9 CA9
#> FNBP1L1 FNBP1L
#> S100A141 S100A14
#> SOX9 SOX9
#> KIF1A KIF1A
#> MYH14 MYH14
#> CHI3L1 CHI3L1
#> RAB6B RAB6B
#> ICA1 ICA1
#> CYB561 CYB561
#> CGN CGN
#> NMB NMB
#> SNCG1 SNCG
#> OCLN OCLN
#> SPTBN2 SPTBN2
#> MEST MEST
#> HILPDA HILPDA
#> SCPEP12 SCPEP1
#> AC106886.5 AC106886.5
#> TMC4 TMC4
#> VANGL1 VANGL1
#> ATF31 ATF3
#> NSD31 NSD3
#> AL596442.31 AL596442.3
#> DNAH11 DNAH11
#> TMC5 TMC5
#> HIST3H2A HIST3H2A
#> TFAP2B TFAP2B
#> SERINC2 SERINC2
#> MAGEA31 MAGEA3
#> SOX42 SOX4
#> WFDC2 WFDC2
#> ASS11 ASS1
#> RHOV RHOV
#> ATP13A5 ATP13A5
#> TM4SF12 TM4SF1
#> EFNA3 EFNA3
#> LSR LSR
#> ANXA31 ANXA3
#> TPD52L11 TPD52L1
#> TM2D21 TM2D2
#> AL117329.1 AL117329.1
#> DAAM1 DAAM1
#> RAB3IP RAB3IP
#> PGM2L1 PGM2L1
#> MYO5B MYO5B
#> LCAL1 LCAL1
#> SMIM221 SMIM22
#> CSAG1 CSAG1
#> PRR15L PRR15L
#> SLC35A2 SLC35A2
#> CAPS CAPS
#> ALDH3B2 ALDH3B2
#> STEAP3 STEAP3
#> MAGEA41 MAGEA4
#> CHMP4C CHMP4C
#> TNKS1BP11 TNKS1BP1
#> LPIN1 LPIN1
#> CLDN31 CLDN3
#> SDR16C5 SDR16C5
#> SPINT21 SPINT2
#> F11R1 F11R
#> CALML52 CALML5
#> TCEA3 TCEA3
#> LTF2 LTF
#> AC093001.11 AC093001.1
#> LINC01667 LINC01667
#> ST8SIA6-AS1 ST8SIA6-AS1
#> CDC42EP11 CDC42EP1
#> NQO11 NQO1
#> MTA1 MTA1
#> PKP3 PKP3
#> KRT72 KRT7
#> PRSS22 PRSS22
#> RBP11 RBP1
#> ANO7 ANO7
#> PKIB PKIB
#> LURAP1L LURAP1L
#> MAGEA61 MAGEA6
#> TM4SF18 TM4SF18
#> AQP3 AQP3
#> KYNU2 KYNU
#> LAD1 LAD1
#> IRF6 IRF6
#> ZKSCAN11 ZKSCAN1
#> GLYATL21 GLYATL2
#> LINC00511 LINC00511
#> TRPV6 TRPV6
#> MESP1 MESP1
#> GGT6 GGT6
#> SYCE1L SYCE1L
#> TSC22D11 TSC22D1
#> ARHGAP8 ARHGAP8
#> AMOT AMOT
#> TMEM267 TMEM267
#> SYNE21 SYNE2
#> SLC9A3R11 SLC9A3R1
#> SCGB2A1 SCGB2A1
#> CDCP11 CDCP1
#> PPP1R16A PPP1R16A
#> RAB17 RAB17
#> KRT82 KRT8
#> KRT16 KRT16
#> S100A132 S100A13
#> TC2N TC2N
#> ABHD11 ABHD11
#> CD47 CD47
#> NCCRP1 NCCRP1
#> PLEKHA22 PLEKHA2
#> ARHGEF5 ARHGEF5
#> THEM6 THEM6
#> MMP7 MMP7
#> FAM241B FAM241B
#> SDAD1 SDAD1
#> SDC11 SDC1
#> TSPAN15 TSPAN15
#> PFKP PFKP
#> GABRP GABRP
#> EGLN31 EGLN3
#> ANK3 ANK3
#> CRIP22 CRIP2
#> CD242 CD24
#> ANKRD37 ANKRD37
#> ADM ADM
#> FGFR11 FGFR1
#> AC025580.2 AC025580.2
#> RAB251 RAB25
#> AC109326.1 AC109326.1
#> KDF1 KDF1
#> IFT57 IFT57
#> SFN SFN
#> CHMP2B1 CHMP2B
#> BNIP31 BNIP3
#> HOXC10 HOXC10
#> AZGP11 AZGP1
#> HBS1L2 HBS1L
#> PRXL2A1 PRXL2A
#> SPINT1-AS1 SPINT1-AS1
#> DTNB DTNB
#> CCNG2 CCNG2
#> PRLR PRLR
#> MAP1B1 MAP1B
#> RWDD3 RWDD3
#> KRT182 KRT18
#> AK4 AK4
#> GPNMB2 GPNMB
#> NCK1 NCK1
#> TOM1L1 TOM1L1
#> LINC00705 LINC00705
#> RASL11A RASL11A
#> PLCB1 PLCB1
#> SLC52A2 SLC52A2
#> MT1X1 MT1X
#> NIT21 NIT2
#> MARCKSL11 MARCKSL1
#> TMPRSS3 TMPRSS3
#> MAP1LC3A MAP1LC3A
#> VAV3 VAV3
#> H1F02 H1F0
#> PHLDA21 PHLDA2
#> TMEM14A TMEM14A
#> AP000769.1 AP000769.1
#> MAGEA9B MAGEA9B
#> HACD2 HACD2
#> EN1 EN1
#> RCAN1 RCAN1
#> POU2F3 POU2F3
#> TSPY9P TSPY9P
#> EPHX11 EPHX1
#> BMP4 BMP4
#> ERBB2 ERBB2
#> RND3 RND3
#> SPDEF SPDEF
#> TMEM99 TMEM99
#> SECTM1 SECTM1
#> TUBB3 TUBB3
#> TMEM125 TMEM125
#> SPATA13 SPATA13
#> PFN21 PFN2
#> PIGM PIGM
#> STMN11 STMN1
#> KRT192 KRT19
#> ACADS ACADS
#> PHGDH1 PHGDH
#> FAM3B FAM3B
#> IDH21 IDH2
#> VEGFA VEGFA
#> C11orf53 C11orf53
#> GGCT1 GGCT
#> C4orf47 C4orf47
#> MDK2 MDK
#> TTLL7 TTLL7
#> FLAD1 FLAD1
#> NEURL1 NEURL1
#> BSPRY BSPRY
#> YDJC YDJC
#> MB MB
#> STAP2 STAP2
#> PADI2 PADI2
#> EMP11 EMP1
#> EHF EHF
#> SQSTM12 SQSTM1
#> KIT KIT
#> TUBA4A TUBA4A
#> EPHB6 EPHB6
#> MTHFD2L MTHFD2L
#> SELENOP1 SELENOP
#> MYC MYC
#> SNAI1 SNAI1
#> OCIAD21 OCIAD2
#> PRAME PRAME
#> CAPN13 CAPN13
#> SELENBP1 SELENBP1
#> NOL12 NOL12
#> ANGPTL4 ANGPTL4
#> SNX101 SNX10
#> SMYD2 SMYD2
#> UNG UNG
#> COMTD1 COMTD1
#> EIF4EBP3 EIF4EBP3
#> RAB11FIP11 RAB11FIP1
#> KIF21A KIF21A
#> LINC00342 LINC00342
#> ARHGAP29 ARHGAP29
#> IER22 IER2
#> CTAG22 CTAG2
#> PRSS21 PRSS21
#> PTGES PTGES
#> PRKAG2-AS1 PRKAG2-AS1
#> KNOP1 KNOP1
#> ACYP1 ACYP1
#> SMAD1 SMAD1
#> SHTN1 SHTN1
#> ECHDC2 ECHDC2
#> HMGB3 HMGB3
#> UBE2F UBE2F
#> CBR3 CBR3
#> TCTEX1D2 TCTEX1D2
#> ADIRF ADIRF
#> MUC20-OT1 MUC20-OT1
#> NDUFA4L22 NDUFA4L2
#> HEBP2 HEBP2
#> IL1RN IL1RN
#> MT1G1 MT1G
#> ENDOD1 ENDOD1
#> CLMN CLMN
#> S100A162 S100A16
#> DDIT3 DDIT3
#> ANKRD36C ANKRD36C
#> IFT22 IFT22
#> AFDN AFDN
#> POLD2 POLD2
#> MINPP1 MINPP1
#> SLC25A13 SLC25A13
#> EFHD11 EFHD1
#> KLHDC8B KLHDC8B
#> VPS37B VPS37B
#> AFMID AFMID
#> TJP11 TJP1
#> COA4 COA4
#> CRACR2B CRACR2B
#> DEPP1 DEPP1
#> ID22 ID2
#> ACSL1 ACSL1
#> AP000696.2 AP000696.2
#> FHL21 FHL2
#> AACS AACS
#> ZNF33A ZNF33A
#> LINC015031 LINC01503
#> FKBP41 FKBP4
#> UTP20 UTP20
#> TUBA1A2 TUBA1A
#> ATP1B11 ATP1B1
#> RHOD RHOD
#> DDIT42 DDIT4
#> WDR77 WDR77
#> PIAS2 PIAS2
#> RHOC2 RHOC
#> SMPDL3B SMPDL3B
#> CXCL21 CXCL2
#> RAPH1 RAPH1
#> CA12 CA12
#> IFI273 IFI27
#> C15orf482 C15orf48
#> KCNE4 KCNE4
#> ARL4C1 ARL4C
#> CSTA CSTA
#> RARG RARG
#> BCAT2 BCAT2
#> HUWE11 HUWE1
#> GNG121 GNG12
#> FILIP1L1 FILIP1L
#> PPP1R1B PPP1R1B
#> NAAA NAAA
#> CYP27A1 CYP27A1
#> PPIF PPIF
#> BLZF1 BLZF1
#> CCND11 CCND1
#> CCN11 CCN1
#> TFF2 TFF2
#> APOO APOO
#> PDLIM1 PDLIM1
#> AHNAK21 AHNAK2
#> P2RX4 P2RX4
#> NNMT1 NNMT
#> GALE GALE
#> PLAAT41 PLAAT4
#> IMP42 IMP4
#> TNFRSF12A1 TNFRSF12A
#> TPBG TPBG
#> CRYAB1 CRYAB
#> HMOX11 HMOX1
#> TOR3A TOR3A
#> SERPINE21 SERPINE2
#> TUBB4B2 TUBB4B
#> CARHSP11 CARHSP1
#> CTSF1 CTSF
#> ALDH23 ALDH2
#> MAT2A MAT2A
#> CXCL161 CXCL16
#> TP53I3 TP53I3
#> PPT11 PPT1
#> RAB201 RAB20
#> SLC43A31 SLC43A3
#> IER31 IER3
#> INSIG1 INSIG1
#> MID1IP1 MID1IP1
#> VCL1 VCL
#> FBXO321 FBXO32
#> NUPR13 NUPR1
#> MGLL MGLL
#> ENAH1 ENAH
#> CHMP1B1 CHMP1B
#> RCN11 RCN1
#> LIMCH11 LIMCH1
#> TUBB2A TUBB2A
#> GOLM11 GOLM1
#> LGALS91 LGALS9
#> GPATCH4 GPATCH4
#> NINJ11 NINJ1
#> LTBP11 LTBP1
#> CXCR41 CXCR4
#> IVNS1ABP1 IVNS1ABP
#> NFKBIZ1 NFKBIZ
#> GADD45A GADD45A
#> GBA GBA
#> MX1 MX1
#> S100A82 S100A8
#> PTPN181 PTPN18
#> PHLDB11 PHLDB1
#> GLUL2 GLUL
#> FOSB1 FOSB
#> KIAA12171 KIAA1217
#> BAG3 BAG3
#> LIMA11 LIMA1
#> GNL3 GNL3
#> ANXA13 ANXA1
#> NFKBIA2 NFKBIA
#> PLOD21 PLOD2
#> ISG15 ISG15
#> COLCA2 COLCA2
#> S100A92 S100A9
#> SPTAN11 SPTAN1
#> FRMD4A1 FRMD4A
#> PPP1R15A3 PPP1R15A
#> BIK BIK
#> MFSD12 MFSD1
#> TPM11 TPM1
#> PLS31 PLS3
#> PLPP11 PLPP1
#> CTSH1 CTSH
#> MYO1B1 MYO1B
#> ZFP362 ZFP36
#> APOL11 APOL1
#> SPON21 SPON2
#> RAB32 RAB32
#> ACTN12 ACTN1
#> CRABP11 CRABP1
#> 7SK.4 7SK.4
#> FLNB1 FLNB
#> WWTR11 WWTR1
#> APLP22 APLP2
#> IFI62 IFI6
#> GJB21 GJB2
#> CLEC7A1 CLEC7A
#> LPP1 LPP
#> TIMP12 TIMP1
#> TYMP1 TYMP
#> MGP2 MGP
#> MFGE81 MFGE8
#> IRF12 IRF1
#> ACSL42 ACSL4
#> CAV11 CAV1
#> CD551 CD55
#> ME21 ME2
#> CAPG1 CAPG
#> CTSZ2 CTSZ
#> PLEC2 PLEC
#> ASAH12 ASAH1
#> PARVA1 PARVA
#> LGMN2 LGMN
#> B4GALT11 B4GALT1
#> IL322 IL32
#> PLD32 PLD3
#> SOD22 SOD2
#> TUBGCP21 TUBGCP2
#> SCGB1B2P2 SCGB1B2P
#> SERPINB11 SERPINB1
#> SPTBN11 SPTBN1
#> CALD11 CALD1
#> FN12 FN1
#> TUBB61 TUBB6
#> MYH92 MYH9
#> PALLD1 PALLD
#> FAT11 FAT1
#> FLNA2 FLNA
#> HIST1H4C1 HIST1H4C
#> ANKRD36BP2 ANKRD36BP2
#> IGLL5 IGLL5
#> IGKV3-11 IGKV3-11
#> IGKV3D-20 IGKV3D-20
#> IGHJ6 IGHJ6
#> IGKV3D-11 IGKV3D-11
#> IGLV3-1 IGLV3-1
#> TENT5C TENT5C
#> CD79A CD79A
#> JSRP1 JSRP1
#> IRF4 IRF4
#> MZB11 MZB1
#> IGHG41 IGHG4
#> IGKV3D-151 IGKV3D-15
#> SLAMF7 SLAMF7
#> FCRL5 FCRL5
#> PIM2 PIM2
#> LINC02362 LINC02362
#> IGKC1 IGKC
#> ISG20 ISG20
#> IGKV1-5 IGKV1-5
#> DERL32 DERL3
#> IGHM IGHM
#> SPAG4 SPAG4
#> HSH2D HSH2D
#> CD38 CD38
#> FKBP111 FKBP11
#> AC012236.1 AC012236.1
#> TNFRSF17 TNFRSF17
#> BTG21 BTG2
#> P2RX1 P2RX1
#> IGKV1-12 IGKV1-12
#> LAX1 LAX1
#> MEF2B MEF2B
#> POU2AF1 POU2AF1
#> XBP11 XBP1
#> IGKV1-17 IGKV1-17
#> LIME1 LIME1
#> JCHAIN2 JCHAIN
#> CD79B CD79B
#> IGKV1-16 IGKV1-16
#> IGKV3-201 IGKV3-20
#> EAF2 EAF2
#> IGHG3 IGHG3
#> HERPUD12 HERPUD1
#> IGKV1-33 IGKV1-33
#> IGKV1-39 IGKV1-39
#> ZBP1 ZBP1
#> ITM2C1 ITM2C
#> IGHV1-581 IGHV1-58
#> IGHG12 IGHG1
#> IGKV3-151 IGKV3-15
#> IGHV4-591 IGHV4-59
#> BLNK BLNK
#> PECAM11 PECAM1
#> IGHV1-2 IGHV1-2
#> IGKV1-9 IGKV1-9
#> CD271 CD27
#> PTPRCAP1 PTPRCAP
#> HSPA1A2 HSPA1A
#> LY96 LY96
#> PTP4A3 PTP4A3
#> TAGAP1 TAGAP
#> ITGA6 ITGA6
#> IGHV1-3 IGHV1-3
#> FOSB2 FOSB
#> SRGN2 SRGN
#> MEF2C1 MEF2C
#> METTL7A METTL7A
#> IER23 IER2
#> TUBA4A1 TUBA4A
#> IGHV1-181 IGHV1-18
#> CADM11 CADM1
#> TOR3A1 TOR3A
#> CD532 CD53
#> GRB22 GRB2
#> NFKBIA3 NFKBIA
#> IGKV4-1 IGKV4-1
#> CTSS1 CTSS
#> LSP12 LSP1
#> SDC12 SDC1
#> GM2A1 GM2A
#> HIST1H4C2 HIST1H4C
#> PPP1R15A4 PPP1R15A
#> COL6A31 COL6A3
#> SGIP11 SGIP1
#> COL12A11 COL12A1
#> MEG31 MEG3
#> COL5A21 COL5A2
#> PPFIBP11 PPFIBP1
#> COL6A11 COL6A1
#> VCAN1 VCAN
#> THBS21 THBS2
#> AEBP11 AEBP1
#> COL11A11 COL11A1
#> CEMIP1 CEMIP
#> COL1A11 COL1A1
#> COL6A21 COL6A2
#> KCNQ1OT11 KCNQ1OT1
#> FAP1 FAP
#> COL1A21 COL1A2
#> COL3A11 COL3A1
#> POSTN1 POSTN
#> LAMA41 LAMA4
#> DNM1 DNM1
#> CALD12 CALD1
#> NOX41 NOX4
#> COL8A11 COL8A1
#> HMCN11 HMCN1
#> PDLIM31 PDLIM3
#> BNC21 BNC2
#> ITGA111 ITGA11
#> CARMN1 CARMN
#> FAT12 FAT1
#> DPYSL31 DPYSL3
#> CDH111 CDH11
#> TPM12 TPM1
#> LRP12 LRP1
#> SULF11 SULF1
#> ANTXR11 ANTXR1
#> CCDC144B CCDC144B
#> PXDN1 PXDN
#> COL5A11 COL5A1
#> NRP22 NRP2
#> FN13 FN1
#> PRRX11 PRRX1
#> ADAM121 ADAM12
#> LRIG31 LRIG3
#> LPP2 LPP
#> KIAA12172 KIAA1217
#> GOLGA8A GOLGA8A
#> STEAP21 STEAP2
#> VCL2 VCL
#> ITGAV2 ITGAV
#> C1S1 C1S
#> COL4A21 COL4A2
#> THBS11 THBS1
#> FLNA3 FLNA
#> SYTL21 SYTL2
#> FLNB2 FLNB
#> LOXL21 LOXL2
#> KIF26B1 KIF26B
#> PLAGL11 PLAGL1
#> MYH93 MYH9
#> FBN11 FBN1
#> ACTN13 ACTN1
#> RUNX21 RUNX2
#> RARRES21 RARRES2
#> RAI141 RAI14
#> PCDH71 PCDH7
#> CD552 CD55
#> LIMA12 LIMA1
#> MRC21 MRC2
#> CTHRC11 CTHRC1
#> PHLDB21 PHLDB2
#> UACA1 UACA
#> PDGFRA1 PDGFRA
#> MMP21 MMP2
#> NID21 NID2
#> MYLK1 MYLK
#> FKBP101 FKBP10
#> DUXAP81 DUXAP8
#> PDGFRB1 PDGFRB
#> MICAL21 MICAL2
#> PALLD2 PALLD
#> MXRA51 MXRA5
#> IGFBP51 IGFBP5
#> MMP111 MMP11
#> APBB21 APBB2
#> DCN1 DCN
#> EPB41L21 EPB41L2
#> SFRP21 SFRP2
#> MMP141 MMP14
#> HSPG21 HSPG2
#> PDLIM71 PDLIM7
#> SPON11 SPON1
#> BGN1 BGN
#> MXRA81 MXRA8
#> EMILIN11 EMILIN1
#> SPARC1 SPARC
#> LUM1 LUM
#> ZEB22 ZEB2
#> FRMD61 FRMD6
#> OLFML2B1 OLFML2B
#> FSTL11 FSTL1
#> PHLDB12 PHLDB1
#> PLXDC22 PLXDC2
#> LRRC151 LRRC15
#> SLC5A31 SLC5A3
#> C1R1 C1R
#> ST51 ST5
#> ANKRD36C1 ANKRD36C
#> LMCD11 LMCD1
#> ACTA21 ACTA2
#> INHBA1 INHBA
#> PLEC3 PLEC
#> PLOD22 PLOD2
#> FHL22 FHL2
#> FGFR12 FGFR1
#> TAGLN1 TAGLN
#> PARVA2 PARVA
#> SFRP41 SFRP4
#> TIMP31 TIMP3
#> NRP12 NRP1
#> COL4A11 COL4A1
#> PCOLCE1 PCOLCE
#> CAVIN11 CAVIN1
#> SPTBN12 SPTBN1
#> CCDC801 CCDC80
#> SERPINH11 SERPINH1
#> IGFBP71 IGFBP7
#> ASPN1 ASPN
#> TIMP22 TIMP2
#> PLAU2 PLAU
#> ZKSCAN12 ZKSCAN1
#> SERPINF11 SERPINF1
#> SERPING11 SERPING1
#> NDRG11 NDRG1
#> ANGPT2 ANGPT2
#> HIGD1B HIGD1B
#> ADGRF5 ADGRF5
#> RGS5 RGS5
#> TPPP3 TPPP3
#> KCNJ8 KCNJ8
#> HEYL HEYL
#> ABCC9 ABCC9
#> S1PR3 S1PR3
#> MCAM MCAM
#> GJC1 GJC1
#> TFPI TFPI
#> ESAM ESAM
#> ENPEP ENPEP
#> GJA4 GJA4
#> FAM162B FAM162B
#> PPP1R14A PPP1R14A
#> FAM13C FAM13C
#> COX4I2 COX4I2
#> SEPTIN4 SEPTIN4
#> OLFML2A OLFML2A
#> CCDC102B CCDC102B
#> RASL12 RASL12
#> LHFPL61 LHFPL6
#> AC107918.4 AC107918.4
#> SPARCL11 SPARCL1
#> COL4A22 COL4A2
#> NOTCH3 NOTCH3
#> HEY1 HEY1
#> FOXS1 FOXS1
#> CD2481 CD248
#> LPL LPL
#> JAG1 JAG1
#> COL4A12 COL4A1
#> NR2F2 NR2F2
#> H19 H19
#> FRZB FRZB
#> COL18A11 COL18A1
#> LYPD1 LYPD1
#> IGFBP72 IGFBP7
#> INAFM1 INAFM1
#> ARHGAP291 ARHGAP29
#> PLAC9 PLAC9
#> PDGFRB2 PDGFRB
#> EDNRA EDNRA
#> SNAI2 SNAI2
#> PGF PGF
#> EBF2 EBF2
#> CAV12 CAV1
#> PRSS231 PRSS23
#> GPM6B GPM6B
#> THY11 THY1
#> EBF1 EBF1
#> PCOLCE2 PCOLCE
#> PDE1A PDE1A
#> GUCY1B1 GUCY1B1
#> GUCY1A1 GUCY1A1
#> BGN2 BGN
#> ITGA12 ITGA1
#> PLXDC1 PLXDC1
#> GGT51 GGT5
#> TNFAIP61 TNFAIP6
#> UACA2 UACA
#> A2M2 A2M
#> LAMB11 LAMB1
#> NID11 NID1
#> MMP9 MMP9
#> COL6A22 COL6A2
#> COX7A1 COX7A1
#> MYO1B2 MYO1B
#> TGFB3 TGFB3
#> SPTBN13 SPTBN1
#> COL5A3 COL5A3
#> SPARC2 SPARC
#> MGP3 MGP
#> DLC11 DLC1
#> LAMA42 LAMA4
#> IFITM12 IFITM1
#> TMEM2041 TMEM204
#> SPON22 SPON2
#> GNG11 GNG11
#> CPE CPE
#> COL6A12 COL6A1
#> CARMN2 CARMN
#> ARHGEF17 ARHGEF17
#> BEX31 BEX3
#> SERPINH12 SERPINH1
#> TIMP13 TIMP1
#> COL15A11 COL15A1
#> CAVIN31 CAVIN3
#> NREP1 NREP
#> CALD13 CALD1
#> EHD21 EHD2
#> NID22 NID2
#> GEM1 GEM
#> CLEC11A1 CLEC11A
#> PTP4A31 PTP4A3
#> SPRY1 SPRY1
#> PRKG11 PRKG1
#> BMP11 BMP1
#> TRIB2 TRIB2
#> PHLDA1 PHLDA1
#> OLFML2B2 OLFML2B
#> PDLIM21 PDLIM2
#> ANO1 ANO1
#> MYL91 MYL9
#> TGFB1I11 TGFB1I1
#> MAP1A1 MAP1A
#> SEMA5A1 SEMA5A
#> MFGE82 MFGE8
#> TSPAN9 TSPAN9
#> SDC21 SDC2
#> C1orf54 C1orf54
#> PRRX12 PRRX1
#> ZEB11 ZEB1
#> CAVIN12 CAVIN1
#> SERPINF12 SERPINF1
#> EPAS11 EPAS1
#> SERPING12 SERPING1
#> COL5A22 COL5A2
#> COL6A32 COL6A3
#> CST32 CST3
#> COL3A12 COL3A1
#> PHLDB13 PHLDB1
#> KCNE41 KCNE4
#> IFIT3 IFIT3
#> PXDN2 PXDN
#> FHL11 FHL1
#> ID32 ID3
#> ENG2 ENG
#> COL1A12 COL1A1
#> FKBP102 FKBP10
#> RGS161 RGS16
#> MAP1B2 MAP1B
#> ANGPTL21 ANGPTL2
#> RCN31 RCN3
#> FAT13 FAT1
#> COL1A22 COL1A2
#> NRP13 NRP1
#> LOXL22 LOXL2
#> ECM11 ECM1
#> COL5A12 COL5A1
#> EFEMP21 EFEMP2
#> FSTL12 FSTL1
#> PPFIBP12 PPFIBP1
#> ADAMTS121 ADAMTS12
#> MEF2C2 MEF2C
#> ZEB23 ZEB2
#> LUM2 LUM
#> COL12A12 COL12A1
#> AC006453.21 AC006453.2
#> PDLIM11 PDLIM1
#> F2R1 F2R
#> SMTN SMTN
#> ITGAV3 ITGAV
#> OLFML31 OLFML3
#> MXRA52 MXRA5
#> SRPX21 SRPX2
#> DDR21 DDR2
#> CERCAM1 CERCAM
#> IGFBP41 IGFBP4
#> DKK31 DKK3
#> ARHGAP11 ARHGAP1
#> TJP12 TJP1
#> POSTN2 POSTN
#> CRIP23 CRIP2
#> PLTP2 PLTP
#> LDB2 LDB2
#> RHOBTB31 RHOBTB3
#> LAMC11 LAMC1
#> GPX81 GPX8
#> EMILIN12 EMILIN1
#> PLPP12 PLPP1
#> HOPX1 HOPX
#> AFAP11 AFAP1
#> NTM1 NTM
#> FLNA4 FLNA
#> ADAP21 ADAP2
#> AKAP121 AKAP12
#> MMP142 MMP14
#> SH3PXD2A1 SH3PXD2A
#> FERMT21 FERMT2
#> CRYAB2 CRYAB
#> APBB22 APBB2
#> SLC2A32 SLC2A3
#> TPM13 TPM1
#> TIMP23 TIMP2
#> CFH1 CFH
#> ASPN2 ASPN
#> AEBP12 AEBP1
#> RHOC3 RHOC
#> PAPSS21 PAPSS2
#> HSPB12 HSPB1
#> EPB41L22 EPB41L2
#> PTMS1 PTMS
#> VAMP52 VAMP5
#> PDLIM32 PDLIM3
#> VCAN2 VCAN
#> MAP1LC3A1 MAP1LC3A
#> DCN2 DCN
#> EMP12 EMP1
#> MMP112 MMP11
#> FAP2 FAP
#> MYLK2 MYLK
#> FN14 FN1
#> ITM2C2 ITM2C
#> ANTXR12 ANTXR1
#> MXRA82 MXRA8
#> MYH94 MYH9
#> PHACTR21 PHACTR2
#> RCN12 RCN1
#> C1R2 C1R
#> ISG151 ISG15
#> TAGLN2 TAGLN
#> LRP13 LRP1
#> CLIC41 CLIC4
#> CTSK1 CTSK
#> ACTN14 ACTN1
#> RNF1301 RNF130
#> ADAM122 ADAM12
#> TSC22D12 TSC22D1
#> MRC22 MRC2
#> CDC42EP12 CDC42EP1
#> SELENBP11 SELENBP1
#> LBH2 LBH
#> TUBB62 TUBB6
#> ACTA22 ACTA2
#> PLS32 PLS3
#> ASAH13 ASAH1
#> LGMN3 LGMN
#> GPX1P12 GPX1P1
#> TUBA1A3 TUBA1A
#> C1S2 C1S
#> TIMP32 TIMP3
#> NDUFA4L23 NDUFA4L2
#> LIMA13 LIMA1
#> PARVA3 PARVA
#> CADM12 CADM1
#> TGFBI2 TGFBI
#> FILIP1L2 FILIP1L
#> RARRES22 RARRES2
#> TUBB4B3 TUBB4B
#> LPP3 LPP
#> HSPA1A3 HSPA1A
#> FBN12 FBN1
#> IFI63 IFI6
#> TACC13 TACC1
#> CTSL2 CTSL
#> VCL3 VCL
#> CDH112 CDH11
#> DAB22 DAB2
#> HIST1H4C3 HIST1H4C
#> NNMT2 NNMT
#> FABP52 FABP5
#> STAT12 STAT1
#> SPTAN12 SPTAN1
#> CARHSP12 CARHSP1
#> MARCKSL12 MARCKSL1
#> EPHX12 EPHX1
#> PLD33 PLD3
#> JCHAIN3 JCHAIN
#> MZB12 MZB1
#> CD79A1 CD79A
#> IGKC2 IGKC
#> IGHG42 IGHG4
#> IGHV3-21 IGHV3-21
#> DERL33 DERL3
#> IGHG13 IGHG1
#> IGLV3-11 IGLV3-1
#> IGLL51 IGLL5
#> IGHV3-48 IGHV3-48
#> XBP12 XBP1
#> JSRP11 JSRP1
#> POU2AF11 POU2AF1
#> IGKV1-91 IGKV1-9
#> TENT5C1 TENT5C
#> FKBP112 FKBP11
#> PIM21 PIM2
#> IGHV1-31 IGHV1-3
#> IGKV4-11 IGKV4-1
#> IGHV1-21 IGHV1-2
#> HERPUD13 HERPUD1
#> IGLV4-69 IGLV4-69
#> IGHV1-182 IGHV1-18
#> ITM2C3 ITM2C
#> IGLV2-11 IGLV2-11
#> IGLV2-81 IGLV2-8
#> IGHV3-15 IGHV3-15
#> IGLV2-231 IGLV2-23
#> IGLC31 IGLC3
#> IGHV3-201 IGHV3-20
#> IGHV3-23 IGHV3-23
#> JSRP12 JSRP1
#> IGLV3-10 IGLV3-10
#> IGHV3-71 IGHV3-7
#> CD79A2 CD79A
#> ZBP11 ZBP1
#> SPAG41 SPAG4
#> FCRL51 FCRL5
#> AC233755.2 AC233755.2
#> IGLV2-33 IGLV2-33
#> IGHV3-72 IGHV3-72
#> IGHV3-431 IGHV3-43
#> IGLV1-40 IGLV1-40
#> TENT5C2 TENT5C
#> AC012236.11 AC012236.1
#> MZB13 MZB1
#> CD381 CD38
#> IGLC21 IGLC2
#> PIM22 PIM2
#> FCRLA FCRLA
#> IGHG43 IGHG4
#> IGLL52 IGLL5
#> LINC023621 LINC02362
#> HSH2D1 HSH2D
#> POU2AF12 POU2AF1
#> IGHV3-33 IGHV3-33
#> TNFRSF171 TNFRSF17
#> PECAM12 PECAM1
#> DERL34 DERL3
#> IGHA1 IGHA1
#> LAX11 LAX1
#> IGHG31 IGHG3
#> HERPUD14 HERPUD1
#> CD272 CD27
#> MEF2B1 MEF2B
#> XBP13 XBP1
#> IGHV3-53 IGHV3-53
#> PTPRCAP2 PTPRCAP
#> SLAMF71 SLAMF7
#> JCHAIN4 JCHAIN
#> FKBP113 FKBP11
#> IGHV3-211 IGHV3-21
#> IGLV2-143 IGLV2-14
#> IRF41 IRF4
#> IGHV3-481 IGHV3-48
#> IGHG14 IGHG1
#> IGHM1 IGHM
#> HSPA1A4 HSPA1A
#> TOR3A2 TOR3A
#> ISG201 ISG20
#> ITM2C4 ITM2C
#> ADA21 ADA2
#> ANKRD36BP21 ANKRD36BP2
#> FGD2 FGD2
#> CD79B1 CD79B
#> LILRB11 LILRB1
#> EAF21 EAF2
#> BTG22 BTG2
#> CXCR3 CXCR3
#> LY961 LY96
#> TAGAP2 TAGAP
#> IGHV3-11 IGHV3-11
#> RAB30 RAB30
#> BLNK1 BLNK
#> FCGR2B1 FCGR2B
#> CD533 CD53
#> FOSB3 FOSB
#> SRGN3 SRGN
#> CADM13 CADM1
#> CD372 CD37
#> ITM2A1 ITM2A
#> VAMP53 VAMP5
#> NFKBIA4 NFKBIA
#> IGLV3-12 IGLV3-1
#> IL16 IL16
#> AC109326.11 AC109326.1
#> LSP13 LSP1
#> THEMIS21 THEMIS2
#> PDE4B1 PDE4B
#> CTSS2 CTSS
#> GRB23 GRB2
#> MEF2C3 MEF2C
#> SELPLG1 SELPLG
#> HIST1H1E HIST1H1E
#> GPX1P13 GPX1P1
#> ZFP363 ZFP36
#> GMFG2 GMFG
#> DUSP11 DUSP1
#> PPP1R15A5 PPP1R15A
#> SDC13 SDC1
#> IGLV4-691 IGLV4-69
#> IFITM13 IFITM1
#> CAV13 CAV1
#> ME22 ME2
#> [1] ">>>>> Features that will be displayed..."
#> [1] "MUCL1" "KRT19" "SCGB1B2P" "CD24" "S100A9"
#> [6] "KRT19" "KRT8" "MUCL1" "KRT18" "IFI27"
#> [11] "MS4A6A" "FCGR2A" "FCGR3A" "CD14" "FCER1G"
#> [16] "IGLC2" "IGLV2-8" "IGHV3-20" "IGLV2-14" "IGHV3-43"
#> [21] "CD3E" "CD52" "CD3D" "CD2" "CD7"
#> [26] "MFAP5" "LRRC15" "ISLR" "FBN1" "CDH11"
#> [31] "IGKV3D-15" "IGKC" "IGHV1-58" "IGKV3-15" "IGHV1-18"
#> [36] "NECTIN4" "AC138409.2" "ITGB6" "TACSTD2" "CLDN4"
#> [41] "ANKRD36BP2" "IGLL5" "IGKV3-11" "IGKV3D-20" "IGHJ6"
#> [46] "COL6A3" "SGIP1" "COL12A1" "MEG3" "COL5A2"
#> [51] "ANGPT2" "HIGD1B" "ADGRF5" "RGS5" "TPPP3"
#> [56] "JCHAIN" "MZB1" "CD79A" "IGKC" "IGHG4"
#> [61] "IGLV2-11" "IGLV2-8" "IGHV3-15" "IGLV2-23" "IGLC3"
#> [1] ">>>>> Head of feature data..."
#> AAACCTGAGATCACGG-1 AAACCTGGTAGGAGTC-1 AAACCTGGTGCAGGTA-1
#> MUCL1 0.8959353 -0.9455811 0.4486593
#> KRT19 1.6533645 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.9326193 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.6533645 -0.8321995 -0.8321995
#> AAACGGGAGGGCTCTC-1 AAACGGGAGTTCCACA-1 AAACGGGCATCTCGCT-1
#> MUCL1 -0.9455811 -0.9455811 0.7739914
#> KRT19 -0.8321995 -0.8321995 0.5986885
#> SCGB1B2P -0.6661345 -0.6661345 0.8346381
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.0809555 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.5986885
#> AAACGGGCATGGAATA-1 AAACGGGGTGTAATGA-1 AAACGGGTCTTGAGGT-1
#> MUCL1 -0.01368066 1.1448552 -0.9455811
#> KRT19 -0.83219951 1.0189464 -0.8321995
#> SCGB1B2P -0.66613451 0.6616791 -0.6661345
#> CD24 -0.71568374 1.1831027 -0.7156837
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 -0.83219951 1.0189464 -0.8321995
#> AAAGATGAGCGGATCA-1 AAAGATGCAGAGTGTG-1 AAAGATGCAGCGTTCG-1
#> MUCL1 0.1594039 1.6631883 -0.94558109
#> KRT19 0.4704704 1.5495285 -0.83219951
#> SCGB1B2P -0.6661345 3.2511154 -0.66613451
#> CD24 1.2282204 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.6487908 -0.04806854
#> KRT19 0.4704704 1.5495285 -0.83219951
#> AAAGATGCATTGGTAC-1 AAAGATGTCCGCGCAA-1 AAAGCAAAGTGACTCT-1
#> MUCL1 -0.94558109 0.07849159 -0.94558109
#> KRT19 -0.83219951 -0.83219951 -0.83219951
#> SCGB1B2P -0.66613451 -0.66613451 -0.05572636
#> CD24 -0.71568374 -0.71568374 -0.71568374
#> S100A9 0.08750895 -0.64879075 0.62166332
#> KRT19 -0.83219951 -0.83219951 -0.83219951
#> AAAGCAACAATTGCTG-1 AAAGCAACATCACCCT-1 AAAGCAAGTACCGTTA-1
#> MUCL1 -0.9455811 0.2101294 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 1.3839011 -0.6661345
#> CD24 0.3265355 -0.7156837 -0.2503445
#> S100A9 -0.6487908 -0.6487908 0.1145627
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> AAAGCAAGTGAGGGAG-1 AAAGTAGTCACTGGGC-1 AAAGTAGTCCGCATCT-1
#> MUCL1 0.5181167 -0.9455811 0.4410828
#> KRT19 -0.8321995 0.4799993 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.2940057 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.4799993 -0.8321995
#> AAAGTAGTCTTGTTTG-1 AAATGCCCAACGATCT-1 AAATGCCCACACCGCA-1
#> MUCL1 -0.9455811 -0.9455811 1.6541038
#> KRT19 -0.8321995 -0.8321995 0.6533963
#> SCGB1B2P -0.6661345 -0.6661345 2.2319245
#> CD24 -0.7156837 -0.7156837 1.7125471
#> S100A9 0.8529778 -0.6487908 1.8674493
#> KRT19 -0.8321995 -0.8321995 0.6533963
#> AAATGCCGTGTTTGGT-1 AACACGTCAATCTGCA-1 AACACGTTCCTGCAGG-1
#> MUCL1 2.1709688 0.9886269 -0.47738263
#> KRT19 -0.8321995 1.0620496 1.43885020
#> SCGB1B2P 2.1872421 -0.6661345 -0.08721625
#> CD24 -0.7156837 -0.7156837 2.04182705
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 -0.8321995 1.0620496 1.43885020
#> AACCATGAGTGCTGCC-1 AACCATGCAAACGCGA-1 AACCATGCACACAGAG-1
#> MUCL1 -0.9455811 1.6544828 0.05831898
#> KRT19 -0.8321995 1.1912897 -0.83219951
#> SCGB1B2P -0.6661345 0.8309507 0.57516835
#> CD24 1.0674440 1.6409952 -0.71568374
#> S100A9 1.1989650 1.5233405 -0.64879075
#> KRT19 -0.8321995 1.1912897 -0.83219951
#> AACCATGGTCATTAGC-1 AACCATGGTGACTCAT-1 AACCGCGAGGATCGCA-1
#> MUCL1 0.02415875 2.0227457 -0.9455811
#> KRT19 0.31102954 1.6133833 -0.8321995
#> SCGB1B2P 0.53292990 3.0254015 -0.6661345
#> CD24 -0.71568374 1.6281751 -0.7156837
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 0.31102954 1.6133833 -0.8321995
#> AACCGCGAGGTGTTAA-1 AACCGCGCACTCTGTC-1 AACCGCGGTGTATGGG-1
#> MUCL1 -0.9455811 1.1851762 0.4770850
#> KRT19 -0.8321995 1.2044222 -0.8321995
#> SCGB1B2P -0.6661345 0.8439753 -0.6661345
#> CD24 -0.7156837 0.9611840 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.2044222 -0.8321995
#> AACGTTGCACGCTTTC-1 AACGTTGGTATTACCG-1 AACGTTGTCGTCCAGG-1
#> MUCL1 -0.2127917 -0.4113143 0.2060403
#> KRT19 -0.8321995 -0.8321995 0.1798915
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 0.5828512 0.4630592
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.1798915
#> AACGTTGTCTGAAAGA-1 AACTCAGCAAATCCGT-1 AACTCAGCATAGAAAC-1
#> MUCL1 0.3506685 -0.08550796 1.7646864
#> KRT19 -0.8321995 -0.83219951 1.4507699
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 -0.7156837 -0.71568374 -0.7156837
#> S100A9 -0.6487908 -0.64879075 -0.6487908
#> KRT19 -0.8321995 -0.83219951 1.4507699
#> AACTCCCAGGCCGAAT-1 AACTCCCTCGGAGCAA-1 AACTCCCTCTTTACAC-1
#> MUCL1 1.7020632 -0.94558109 -0.4992133
#> KRT19 0.5139780 -0.07499355 -0.8321995
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 -0.7156837 -0.71568374 -0.7156837
#> S100A9 1.4208048 0.26506081 -0.6487908
#> KRT19 0.5139780 -0.07499355 -0.8321995
#> AACTCTTAGAGTACAT-1 AACTCTTGTTCGTTGA-1 AACTGGTAGAAGCCCA-1
#> MUCL1 2.14052409 -0.9455811 -0.9455811
#> KRT19 -0.02692793 -0.8321995 -0.8321995
#> SCGB1B2P 2.03711490 -0.6661345 0.5584352
#> CD24 0.83548114 -0.7156837 -0.7156837
#> S100A9 0.32306992 -0.6487908 0.7602900
#> KRT19 -0.02692793 -0.8321995 -0.8321995
#> AACTGGTAGCATGGCA-1 AACTGGTCATATACCG-1 AACTGGTGTACTCGCG-1
#> MUCL1 1.829978 0.01076167 -0.03679979
#> KRT19 1.311887 -0.83219951 -0.83219951
#> SCGB1B2P 2.378367 -0.66613451 -0.66613451
#> CD24 1.080175 -0.71568374 -0.71568374
#> S100A9 1.667002 1.14057379 0.64421075
#> KRT19 1.311887 -0.83219951 -0.83219951
#> AACTGGTGTCATACTG-1 AACTGGTGTGATAAGT-1 AACTGGTGTTAAGTAG-1
#> MUCL1 -0.3718058 -0.6006909 -0.9455811
#> KRT19 1.5028610 -0.4256074 0.4920727
#> SCGB1B2P 1.8973365 -0.2396845 -0.6661345
#> CD24 1.7518193 -0.7156837 -0.7156837
#> S100A9 -0.1263858 -0.6487908 -0.6487908
#> KRT19 1.5028610 -0.4256074 0.4920727
#> AACTGGTTCAGTCAGT-1 AACTTTCAGAAGATTC-1 AACTTTCAGCCCAGCT-1
#> MUCL1 0.2397402 -0.5601563 0.2118636
#> KRT19 1.4446427 -0.8321995 0.5323153
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 2.3916257 -0.7156837 -0.7156837
#> S100A9 2.8489017 -0.6487908 -0.6487908
#> KRT19 1.4446427 -0.8321995 0.5323153
#> AACTTTCAGGCGATAC-1 AACTTTCGTAAATGTG-1 AACTTTCGTGAGGGTT-1
#> MUCL1 -0.9455811 -0.9455811 1.370733
#> KRT19 0.3721756 -0.8321995 1.623784
#> SCGB1B2P -0.6661345 -0.6661345 2.676546
#> CD24 -0.7156837 -0.7156837 1.691931
#> S100A9 -0.6487908 -0.6487908 2.467440
#> KRT19 0.3721756 -0.8321995 1.623784
#> AACTTTCTCCGTAGTA-1 AACTTTCTCGGATGGA-1 AAGACCTCACTTAAGC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> AAGACCTGTATAATGG-1 AAGACCTTCCAGAAGG-1 AAGCCGCAGTCGATAA-1
#> MUCL1 1.5029473 1.6329039 -0.9455811
#> KRT19 0.6869566 1.1601387 -0.8321995
#> SCGB1B2P 0.7046538 1.2570138 -0.6661345
#> CD24 0.4092602 1.7492792 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.6869566 1.1601387 -0.8321995
#> AAGCCGCCACGAAACG-1 AAGGAGCAGAATCTCC-1 AAGGAGCAGTAACCCT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.4016807
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.1292092
#> KRT19 -0.8321995 -0.8321995 -0.4016807
#> AAGGAGCCAACTGCGC-1 AAGGAGCTCGTTACAG-1 AAGGAGCTCTACTTAC-1
#> MUCL1 -0.9455811 -0.9455811 0.9181112
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 0.9611840
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> AAGGCAGAGCATCATC-1 AAGGCAGCAGCCTTTC-1 AAGGCAGGTAAGTGGC-1
#> MUCL1 0.9250124 0.9396957 -0.9455811
#> KRT19 0.7683041 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 2.4077610 -0.6661345
#> CD24 -0.7156837 1.6857201 -0.7156837
#> S100A9 1.2828141 0.6906652 -0.6487908
#> KRT19 0.7683041 -0.8321995 -0.8321995
#> AAGGTTCCAAGGTTCT-1 AAGGTTCGTGTTGAGG-1 AAGGTTCGTTGCTCCT-1
#> MUCL1 -0.9455811 0.4996908 -0.9455811
#> KRT19 -0.8321995 0.8716356 1.7742222
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.2687066 2.1729902
#> S100A9 0.2880549 -0.6487908 1.6039405
#> KRT19 -0.8321995 0.8716356 1.7742222
#> AAGTCTGAGCTCTCGG-1 AAGTCTGAGGACACCA-1 AAGTCTGGTGAGGGTT-1
#> MUCL1 0.7059703 -0.4526799 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.2871333 -0.6661345
#> CD24 1.1119158 -0.7156837 -0.7156837
#> S100A9 -0.6487908 0.2436250 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> AAGTCTGGTTACAGAA-1 AAGTCTGTCGCTTAGA-1 AATCCAGAGGCAAAGA-1
#> MUCL1 0.4828344 -0.9455811 -0.9455811
#> KRT19 1.1474075 -0.8321995 -0.8321995
#> SCGB1B2P 1.0128272 -0.6661345 -0.2271758
#> CD24 0.8179485 0.9597905 -0.2282519
#> S100A9 1.3351663 -0.6487908 -0.1436923
#> KRT19 1.1474075 -0.8321995 -0.8321995
#> AATCCAGCACTCGACG-1 AATCCAGTCAAGATCC-1 AATCGGTCAAGTTAAG-1
#> MUCL1 0.3151283 -0.9455811 0.7295258
#> KRT19 -0.8321995 -0.8321995 1.7588498
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.1432412
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 1.7588498
#> AATCGGTCATCGATTG-1 AATCGGTGTGAGTGAC-1 ACACCAAAGTAATCCC-1
#> MUCL1 0.3655162 -0.94558109 0.5812056
#> KRT19 1.0904635 -0.83219951 1.5956726
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 1.9737187 -0.71568374 1.7205963
#> S100A9 -0.6487908 -0.07444056 0.9204231
#> KRT19 1.0904635 -0.83219951 1.5956726
#> ACACCAAGTGCGGTAA-1 ACACCCTCAAGTTAAG-1 ACACCCTCACCTATCC-1
#> MUCL1 -0.1712135 0.5703424 0.8424339
#> KRT19 1.7259256 1.7240507 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.3475401 1.7793254 -0.7156837
#> S100A9 1.4419514 0.5964939 1.8951723
#> KRT19 1.7259256 1.7240507 -0.8321995
#> ACACCCTCACTTACGA-1 ACACCCTGTAGCTGCC-1 ACACCCTGTGCGAAAC-1
#> MUCL1 -0.2117899 -0.9455811 0.8708789
#> KRT19 -0.8321995 -0.8321995 1.4232009
#> SCGB1B2P -0.6661345 -0.6661345 0.1124472
#> CD24 -0.7156837 -0.7156837 1.6886452
#> S100A9 -0.6487908 -0.6487908 1.0459208
#> KRT19 -0.8321995 -0.8321995 1.4232009
#> ACACCCTTCCTGCCAT-1 ACACCCTTCTTTACAC-1 ACACCGGGTCCGAACC-1
#> MUCL1 -0.9455811 1.8131909 -0.94558109
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> SCGB1B2P 0.9896009 0.5806381 -0.07405134
#> CD24 -0.7156837 0.6687671 -0.30894368
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> ACACCGGTCCAAAGTC-1 ACACTGAAGTGGACGT-1 ACACTGACATAAAGGT-1
#> MUCL1 1.6038646 -0.9455811 -0.4502130
#> KRT19 0.8307554 -0.8321995 -0.2482087
#> SCGB1B2P 1.0780392 -0.6661345 -0.6661345
#> CD24 1.2210950 0.8861850 -0.7156837
#> S100A9 -0.6487908 1.0111364 -0.6487908
#> KRT19 0.8307554 -0.8321995 -0.2482087
#> ACAGCCGCATCTGGTA-1 ACAGCTACATGGTCAT-1 ACAGCTAGTAAGGATT-1
#> MUCL1 0.09653847 1.3967231 -0.9455811
#> KRT19 -0.83219951 0.9266202 -0.8321995
#> SCGB1B2P -0.66613451 1.1785860 0.5762572
#> CD24 0.71516949 -0.7156837 -0.7156837
#> S100A9 -0.64879075 1.0265190 -0.6487908
#> KRT19 -0.83219951 0.9266202 -0.8321995
#> ACAGCTAGTCTCTCTG-1 ACAGCTATCGGTCCGA-1 ACATACGAGTCCGGTC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 0.4479681 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.2005663 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.0261943 -0.6487908
#> KRT19 0.4479681 -0.8321995 -0.8321995
#> ACATACGTCCCTGACT-1 ACATCAGAGATGCCTT-1 ACATCAGGTCCCTTGT-1
#> MUCL1 0.9058363 0.3476397 -0.9455811
#> KRT19 1.1900555 0.6923822 0.3097698
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.3790572 -0.7156837 1.0292730
#> S100A9 1.9853804 -0.6487908 -0.6487908
#> KRT19 1.1900555 0.6923822 0.3097698
#> ACATCAGGTCCGAACC-1 ACATGGTAGGCTAGAC-1 ACATGGTCACAACGTT-1
#> MUCL1 1.1773272 0.06631928 -0.6240065
#> KRT19 0.8986670 -0.83219951 -0.8321995
#> SCGB1B2P 1.9588001 -0.66613451 -0.0314497
#> CD24 -0.7156837 -0.71568374 -0.7156837
#> S100A9 -0.6487908 -0.64879075 -0.6487908
#> KRT19 0.8986670 -0.83219951 -0.8321995
#> ACATGGTGTAGCCTCG-1 ACATGGTGTTAAGACA-1 ACATGGTTCACAACGT-1
#> MUCL1 1.3553509 -0.3742116 -0.9455811
#> KRT19 0.8798036 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 0.4489721
#> CD24 1.2782196 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.1963608 -0.6487908
#> KRT19 0.8798036 -0.8321995 -0.8321995
#> ACATGGTTCTTCAACT-1 ACCAGTAAGAAGAAGC-1 ACCAGTAGTCCAGTTA-1
#> MUCL1 -0.4097490 0.01831972 0.3567919
#> KRT19 -0.8321995 -0.83219951 -0.8321995
#> SCGB1B2P -0.6661345 -0.66613451 0.9442242
#> CD24 -0.7156837 0.60777341 -0.7156837
#> S100A9 -0.6487908 -0.64879075 1.2042075
#> KRT19 -0.8321995 -0.83219951 -0.8321995
#> ACCAGTAGTGTGAAAT-1 ACCAGTATCCGGGTGT-1 ACCAGTATCTCCTATA-1
#> MUCL1 -0.94558109 1.4871539 -0.3665571
#> KRT19 -0.83219951 1.1683094 -0.8321995
#> SCGB1B2P -0.01904001 1.1978185 -0.6661345
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 -0.83219951 1.1683094 -0.8321995
#> ACCCACTTCGTATCAG-1 ACCGTAACAAAGGCGT-1 ACCGTAACAGATGGGT-1
#> MUCL1 1.2352152 1.1027400 -0.9455811
#> KRT19 0.8430653 1.4207933 0.8708764
#> SCGB1B2P -0.6661345 2.3482187 0.3736714
#> CD24 -0.7156837 -0.7156837 1.5265557
#> S100A9 -0.6487908 2.2655323 0.9623575
#> KRT19 0.8430653 1.4207933 0.8708764
#> ACCTTTAAGAACAACT-1 ACCTTTAAGGATGCGT-1 ACCTTTAAGTCGTTTG-1
#> MUCL1 1.1060909 -0.9455811 0.2726787
#> KRT19 0.8866606 -0.5029759 0.2521607
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.6832292 -0.7156837 -0.7156837
#> S100A9 0.7324119 -0.6487908 -0.6487908
#> KRT19 0.8866606 -0.5029759 0.2521607
#> ACCTTTAGTTGCTCCT-1 ACGAGCCGTAGCGTCC-1 ACGAGCCGTTATGTGC-1
#> MUCL1 0.8387741 0.3247345 1.6705339
#> KRT19 0.8891495 -0.8321995 0.8150914
#> SCGB1B2P -0.6661345 0.5309495 -0.6661345
#> CD24 -0.7156837 0.6135914 -0.7156837
#> S100A9 1.4286592 -0.6487908 -0.6487908
#> KRT19 0.8891495 -0.8321995 0.8150914
#> ACGAGCCTCAGTCCCT-1 ACGAGCCTCTGATTCT-1 ACGAGGAAGGACATTA-1
#> MUCL1 1.0404643 0.3247345 -0.9455811
#> KRT19 1.3477576 -0.8321995 -0.8321995
#> SCGB1B2P 0.9871126 -0.6661345 -0.6661345
#> CD24 1.5604160 -0.7156837 -0.7156837
#> S100A9 1.2535581 -0.6487908 -0.6487908
#> KRT19 1.3477576 -0.8321995 -0.8321995
#> ACGAGGAAGTACCGGA-1 ACGATACAGTTTCCTT-1 ACGATACAGTTTGCGT-1
#> MUCL1 1.8104772 -0.9455811 0.2045441
#> KRT19 1.8490456 0.5221798 1.6644444
#> SCGB1B2P 1.0108043 0.7543927 0.7559729
#> CD24 -0.7156837 -0.7156837 2.4593720
#> S100A9 -0.6487908 -0.6487908 1.4331011
#> KRT19 1.8490456 0.5221798 1.6644444
#> ACGATACGTCCATGAT-1 ACGATACGTCGAAAGC-1 ACGATACGTCTTGTCC-1
#> MUCL1 0.6182392 -0.27346625 1.2687498
#> KRT19 -0.8321995 1.95870326 1.2270446
#> SCGB1B2P -0.6661345 -0.07823661 2.1418166
#> CD24 -0.7156837 1.88968216 -0.7156837
#> S100A9 -0.6487908 1.06578740 -0.6487908
#> KRT19 -0.8321995 1.95870326 1.2270446
#> ACGATGTCAAACAACA-1 ACGATGTCACCGTTGG-1 ACGATGTGTCCAGTTA-1
#> MUCL1 -0.3866493 1.0304985 -0.2591850
#> KRT19 -0.8321995 -0.8321995 1.4890412
#> SCGB1B2P -0.6661345 -0.6661345 -0.3206272
#> CD24 -0.7156837 -0.7156837 1.9017291
#> S100A9 -0.6487908 -0.6487908 0.1829691
#> KRT19 -0.8321995 -0.8321995 1.4890412
#> ACGCAGCAGCATCATC-1 ACGCAGCAGGAGTCTG-1 ACGCAGCAGGGTGTTG-1
#> MUCL1 -0.9455811 1.7201136 0.2002999
#> KRT19 -0.8321995 0.9168745 -0.8321995
#> SCGB1B2P -0.6661345 2.3211662 0.7507250
#> CD24 -0.7156837 0.9249349 -0.7156837
#> S100A9 0.8056123 1.3349930 -0.6487908
#> KRT19 -0.8321995 0.9168745 -0.8321995
#> ACGCAGCGTTCGTGAT-1 ACGCAGCTCATAACCG-1 ACGCCAGAGTGGAGAA-1
#> MUCL1 -0.9455811 0.1462897 0.8346411
#> KRT19 -0.8321995 0.4550101 0.4550101
#> SCGB1B2P -0.6661345 -0.6661345 0.3281709
#> CD24 -0.7156837 -0.7156837 1.3504443
#> S100A9 -0.6487908 -0.6487908 3.0670020
#> KRT19 -0.8321995 0.4550101 0.4550101
#> ACGCCAGCAACTGCTA-1 ACGCCAGCAATAGAGT-1 ACGCCAGCACAGGAGT-1
#> MUCL1 1.6909878 1.6065865 1.4883558
#> KRT19 1.1705206 -0.8321995 1.5575064
#> SCGB1B2P 0.9826631 0.8710650 2.0105886
#> CD24 -0.7156837 -0.7156837 0.6807154
#> S100A9 0.6791675 -0.6487908 2.5365318
#> KRT19 1.1705206 -0.8321995 1.5575064
#> ACGCCGAAGATCGGGT-1 ACGCCGAAGGTGCTTT-1 ACGCCGATCACAGTAC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 0.8132798
#> SCGB1B2P -0.6661345 -0.6661345 0.3216282
#> CD24 -0.7156837 -0.7156837 1.0214673
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.8132798
#> ACGCCGATCAGCGATT-1 ACGGCCACAATGTAAG-1 ACGGCCAGTAAAGGAG-1
#> MUCL1 -0.9455811 0.9951733 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 2.8916171 0.5898993
#> CD24 -0.7156837 -0.7156837 0.6790509
#> S100A9 -0.6487908 1.8388500 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> ACGGCCATCCTCAACC-1 ACGGGCTAGATAGGAG-1 ACGGGCTCAGCTGCTG-1
#> MUCL1 -0.9455811 1.6058172 0.3380914
#> KRT19 -0.8321995 0.7597681 1.0569769
#> SCGB1B2P -0.6661345 1.6753989 -0.6661345
#> CD24 -0.7156837 0.8250034 -0.7156837
#> S100A9 -0.6487908 0.9477373 1.9026203
#> KRT19 -0.8321995 0.7597681 1.0569769
#> ACGGGCTGTACCGAGA-1 ACGGGCTGTTAAGATG-1 ACGGGTCAGTCAATAG-1
#> MUCL1 -0.9455811 -0.9455811 1.2285890
#> KRT19 -0.8321995 -0.5641674 1.5410395
#> SCGB1B2P 0.2690479 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 2.0483352
#> S100A9 -0.6487908 -0.6487908 1.7476702
#> KRT19 -0.8321995 -0.5641674 1.5410395
#> ACGGGTCCATCGGTTA-1 ACGGGTCGTAGCGATG-1 ACGGGTCTCGGATGGA-1
#> MUCL1 1.8435270 0.3680422 -0.6837450
#> KRT19 1.2561969 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.0879501 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.2561969 -0.8321995 -0.8321995
#> ACGGGTCTCTTGCAAG-1 ACGTCAAAGGAGTTGC-1 ACTATCTAGTCTCCTC-1
#> MUCL1 -0.5808554 -0.2941038 1.353169
#> KRT19 -0.4022233 -0.8321995 0.976816
#> SCGB1B2P -0.6661345 0.1394044 2.232934
#> CD24 -0.7156837 -0.7156837 1.391206
#> S100A9 -0.6487908 -0.6487908 1.998244
#> KRT19 -0.4022233 -0.8321995 0.976816
#> ACTATCTAGTGGTAGC-1 ACTATCTCATCGTCGG-1 ACTATCTGTAGCTGCC-1
#> MUCL1 -0.9455811 1.8326056 -0.9455811
#> KRT19 -0.8321995 0.6240372 2.1484071
#> SCGB1B2P -0.6661345 2.3992913 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.6978089
#> S100A9 -0.6487908 1.8301139 2.1259358
#> KRT19 -0.8321995 0.6240372 2.1484071
#> ACTGAACAGGAGTCTG-1 ACTGAACCAATACGCT-1 ACTGAACCACCCTATC-1
#> MUCL1 -0.9455811 0.4779017 -0.9455811
#> KRT19 -0.8321995 0.8459484 -0.8321995
#> SCGB1B2P -0.6661345 1.0939742 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.8459484 -0.8321995
#> ACTGAACCAGGGTATG-1 ACTGAACCATACGCTA-1 ACTGAACGTAGTGAAT-1
#> MUCL1 0.3273146 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 0.4296626
#> CD24 -0.7156837 -0.7156837 0.5011197
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> ACTGAACGTCGCGGTT-1 ACTGAACGTCTCATCC-1 ACTGAACTCCAAGCCG-1
#> MUCL1 1.6862114 0.2854836 1.3079828
#> KRT19 0.8326301 -0.8321995 1.2069603
#> SCGB1B2P 2.3685660 0.4858441 0.8464944
#> CD24 -0.7156837 -0.7156837 1.3984667
#> S100A9 -0.6487908 -0.6487908 1.5419854
#> KRT19 0.8326301 -0.8321995 1.2069603
#> ACTGAACTCGAGAACG-1 ACTGAACTCTGTTTGT-1 ACTGAGTTCAGGTTCA-1
#> MUCL1 -0.9455811 0.4078480 -0.9455811
#> KRT19 0.4162814 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.1426044 -0.2761482
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.4162814 -0.8321995 -0.8321995
#> ACTGATGCAAACGTGG-1 ACTGATGTCCCTAATT-1 ACTGATGTCCGCGGTA-1
#> MUCL1 -0.9455811 -0.9455811 0.5987425
#> KRT19 -0.8321995 -0.8321995 1.6878583
#> SCGB1B2P -0.6661345 -0.6661345 0.4819863
#> CD24 -0.7156837 -0.7156837 1.6655740
#> S100A9 -0.6487908 -0.6487908 1.8187737
#> KRT19 -0.8321995 -0.8321995 1.6878583
#> ACTGCTCAGACGCAAC-1 ACTGCTCAGTGATCGG-1 ACTGCTCCAGCGATCC-1
#> MUCL1 0.1050614 1.8153925 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.0076790 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.3072715
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> ACTGCTCGTAACGCGA-1 ACTGCTCGTTAAGACA-1 ACTGTCCAGCGTGAAC-1
#> MUCL1 -0.3745507 0.3789484 -0.5733121
#> KRT19 -0.8321995 1.4936344 -0.3933305
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.1029246 -0.7156837
#> S100A9 -0.6487908 1.9635147 -0.6487908
#> KRT19 -0.8321995 1.4936344 -0.3933305
#> ACTGTCCAGTAATCCC-1 ACTGTCCTCAAGGCTT-1 ACTGTCCTCCCTAACC-1
#> MUCL1 -0.9455811 -0.9455811 0.4642214
#> KRT19 -0.2146509 -0.8321995 -0.8321995
#> SCGB1B2P -0.0184248 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.2146509 -0.8321995 -0.8321995
#> ACTGTCCTCTATCCTA-1 ACTTACTAGACCTTTG-1 ACTTACTAGATATGCA-1
#> MUCL1 -0.3718629 1.5686202 -0.9455811
#> KRT19 -0.8321995 1.0927726 -0.8321995
#> SCGB1B2P -0.6661345 1.6509956 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 2.6681677 -0.6487908
#> KRT19 -0.8321995 1.0927726 -0.8321995
#> ACTTACTCATTGAGCT-1 ACTTGTTAGATGCCAG-1 ACTTGTTAGTGAAGTT-1
#> MUCL1 -0.9455811 -0.9455811 0.1418923
#> KRT19 -0.8321995 0.8007748 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.2547133 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.8007748 -0.8321995
#> ACTTGTTAGTTACGGG-1 ACTTGTTCATCGGACC-1 ACTTTCACACGCTTTC-1
#> MUCL1 2.0874329 -0.9455811 1.4019921
#> KRT19 -0.8321995 1.9029151 1.2975717
#> SCGB1B2P 1.7278144 -0.6661345 -0.6661345
#> CD24 1.7550496 -0.7156837 1.1780129
#> S100A9 -0.6487908 2.0748448 2.8486800
#> KRT19 -0.8321995 1.9029151 1.2975717
#> ACTTTCAGTCTTGATG-1 ACTTTCAGTGATGTCT-1 AGAATAGCACCAGGTC-1
#> MUCL1 0.7956002 -0.9455811 -0.9455811
#> KRT19 0.9963873 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 0.2970395 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.5580817 -0.6487908 -0.6487908
#> KRT19 0.9963873 -0.8321995 -0.8321995
#> AGAATAGGTCTAACGT-1 AGAATAGTCATTTGGG-1 AGAATAGTCTGGAGCC-1
#> MUCL1 1.7595029 -0.1739402 1.6225984
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 0.7476027 -0.6661345 1.1000734
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.3835391
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> AGACGTTAGCTCCTTC-1 AGACGTTGTGCTCTTC-1 AGAGCGAAGCTAGTCT-1
#> MUCL1 -0.9455811 0.01957261 -0.9455811
#> KRT19 -0.8321995 1.63858441 -0.8321995
#> SCGB1B2P -0.6661345 -0.09815033 -0.6661345
#> CD24 -0.7156837 2.14780605 -0.7156837
#> S100A9 0.9933878 0.72441663 -0.6487908
#> KRT19 -0.8321995 1.63858441 -0.8321995
#> AGAGCGAGTAACGCGA-1 AGAGCTTGTCTCTCGT-1 AGAGCTTTCGGATGGA-1
#> MUCL1 -0.9455811 -0.9455811 1.5049720
#> KRT19 -0.8321995 1.4555107 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.4555107 -0.8321995
#> AGAGCTTTCTGGTATG-1 AGAGTGGAGCTAGCCC-1 AGAGTGGAGTCGATAA-1
#> MUCL1 1.9475991 1.4409314 0.7953237
#> KRT19 1.5304548 1.3611006 1.8379820
#> SCGB1B2P 0.9423211 1.0005207 -0.6661345
#> CD24 1.9588718 1.1350163 1.2309838
#> S100A9 -0.6487908 -0.6487908 1.3684321
#> KRT19 1.5304548 1.3611006 1.8379820
#> AGAGTGGTCCATGAGT-1 AGAGTGGTCGAATCCA-1 AGATCTGGTCTCGTTC-1
#> MUCL1 0.6412742 0.5181167 0.77946316
#> KRT19 -0.8321995 -0.8321995 -0.09714783
#> SCGB1B2P -0.6661345 1.5447111 0.43137110
#> CD24 -0.7156837 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.6487908 0.61408063
#> KRT19 -0.8321995 -0.8321995 -0.09714783
#> AGATCTGGTGGACGAT-1 AGATTGCAGCTCTCGG-1 AGATTGCAGTCCGTAT-1
#> MUCL1 -0.3612198 -0.03837926 1.5077833
#> KRT19 -0.8321995 0.23730330 1.5050282
#> SCGB1B2P -0.6661345 -0.66613451 2.7015314
#> CD24 -0.7156837 -0.71568374 1.2964714
#> S100A9 -0.6487908 -0.64879075 0.9906349
#> KRT19 -0.8321995 0.23730330 1.5050282
#> AGATTGCTCCAAACAC-1 AGCAGCCAGGACGAAA-1 AGCAGCCGTAATCGTC-1
#> MUCL1 0.1206177 -0.7523712 -0.9455811
#> KRT19 -0.8321995 -0.8321995 0.9029536
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.5735345 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.9029536
#> AGCAGCCGTAGCGTCC-1 AGCAGCCTCACCTCGT-1 AGCAGCCTCGTATCAG-1
#> MUCL1 -0.9455811 1.5498962 -0.94558109
#> KRT19 -0.8321995 0.8495752 1.56620354
#> SCGB1B2P -0.6661345 2.4648095 -0.66613451
#> CD24 -0.7156837 1.5013102 1.03084690
#> S100A9 -0.6487908 0.5254426 -0.03942366
#> KRT19 -0.8321995 0.8495752 1.56620354
#> AGCATACCAGACGCAA-1 AGCATACGTATCGCAT-1 AGCATACGTTGCTCCT-1
#> MUCL1 -0.3396660 0.01179496 2.0639790
#> KRT19 -0.8321995 -0.83219951 0.8530648
#> SCGB1B2P -0.6661345 -0.66613451 2.1496247
#> CD24 -0.7156837 -0.71568374 1.2470779
#> S100A9 -0.6487908 -0.64879075 -0.6487908
#> KRT19 -0.8321995 -0.83219951 0.8530648
#> AGCATACTCTTGAGGT-1 AGCCTAACATGCTGGC-1 AGCGGTCAGGCTAGCA-1
#> MUCL1 0.3680422 0.4650143 1.3628041
#> KRT19 -0.8321995 1.8597318 0.3420658
#> SCGB1B2P -0.6661345 0.4811007 1.3365093
#> CD24 -0.7156837 1.7644777 0.6519373
#> S100A9 1.2202143 2.7880011 2.0313710
#> KRT19 -0.8321995 1.8597318 0.3420658
#> AGCGGTCTCCGCATCT-1 AGCGGTCTCGCCTGAG-1 AGCGTATAGCAGATCG-1
#> MUCL1 1.3101874 1.5672053 0.5276275
#> KRT19 1.2095103 0.7002715 1.6012571
#> SCGB1B2P 0.6922143 1.8729578 -0.6661345
#> CD24 1.2189196 1.7698748 0.8765044
#> S100A9 -0.6487908 1.2007075 2.2880828
#> KRT19 1.2095103 0.7002715 1.6012571
#> AGCGTATTCGACCAGC-1 AGCGTCGCAGAGTGTG-1 AGCTCCTAGGGAGTAA-1
#> MUCL1 1.1643538 0.7297652 0.0882007
#> KRT19 -0.8321995 2.0488885 -0.8321995
#> SCGB1B2P 1.5345794 1.0082146 -0.6661345
#> CD24 1.2830330 2.0357847 -0.7156837
#> S100A9 -0.6487908 1.7348689 -0.6487908
#> KRT19 -0.8321995 2.0488885 -0.8321995
#> AGCTCCTAGGGTGTGT-1 AGCTCCTCACGCATCG-1 AGCTCCTCAGAGTGTG-1
#> MUCL1 1.2709701 2.0037704 0.4853218
#> KRT19 1.1641810 -0.8321995 1.2360295
#> SCGB1B2P -0.6661345 -0.6661345 1.1031490
#> CD24 1.3493650 0.8104516 2.5148338
#> S100A9 1.4911040 -0.6487908 2.1210142
#> KRT19 1.1641810 -0.8321995 1.2360295
#> AGCTCCTTCAGTTAGC-1 AGCTCTCAGAACAACT-1 AGCTCTCCAATGAAAC-1
#> MUCL1 1.317824 0.4803611 -0.9455811
#> KRT19 1.358574 -0.8321995 -0.8321995
#> SCGB1B2P 2.040973 0.7120792 -0.6661345
#> CD24 1.572877 -0.7156837 -0.7156837
#> S100A9 1.266064 -0.6487908 -0.6487908
#> KRT19 1.358574 -0.8321995 -0.8321995
#> AGCTCTCTCAACTCTT-1 AGCTTGAGTTACCGAT-1 AGCTTGATCCGTCATC-1
#> MUCL1 -0.9455811 1.5105781 1.4709135
#> KRT19 -0.8321995 1.0264583 1.8739684
#> SCGB1B2P -0.6661345 0.1272047 1.0356027
#> CD24 -0.7156837 1.2889300 1.1739723
#> S100A9 -0.6487908 2.0593959 -0.6487908
#> KRT19 -0.8321995 1.0264583 1.8739684
#> AGGCCGTGTTACAGAA-1 AGGCCGTTCCCGACTT-1 AGGGAGTTCCTTGACC-1
#> MUCL1 1.9393618 1.6268723 -0.9455811
#> KRT19 1.8676333 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 1.1594363 -0.6661345
#> CD24 1.1669669 0.8807189 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.8676333 -0.8321995 -0.8321995
#> AGGGAGTTCGTGGTCG-1 AGGGATGCAGTAAGAT-1 AGGGATGGTAGGACAC-1
#> MUCL1 -0.9455811 1.0934726 1.2754772
#> KRT19 1.3841922 1.3778912 1.5310016
#> SCGB1B2P -0.6661345 2.4190352 1.6144458
#> CD24 1.6785873 1.5758764 1.8167357
#> S100A9 -0.6487908 -0.6487908 0.9233666
#> KRT19 1.3841922 1.3778912 1.5310016
#> AGGGATGGTTATGTGC-1 AGGGTGAGTAAGTGTA-1 AGGTCATCACGAAAGC-1
#> MUCL1 1.2853266 -0.9455811 -0.9455811
#> KRT19 0.8997353 -0.8321995 0.4846062
#> SCGB1B2P 2.8223209 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 0.8179485
#> S100A9 -0.6487908 -0.6487908 0.9404267
#> KRT19 0.8997353 -0.8321995 0.4846062
#> AGGTCCGAGAGGGCTT-1 AGGTCCGAGCAAATCA-1 AGGTCCGAGCACGCCT-1
#> MUCL1 -0.06919009 0.9257448 1.6089018
#> KRT19 -0.83219951 0.7691325 1.5567034
#> SCGB1B2P -0.66613451 1.0134066 -0.6661345
#> CD24 -0.71568374 -0.7156837 1.7330255
#> S100A9 -0.64879075 -0.6487908 1.6174280
#> KRT19 -0.83219951 0.7691325 1.5567034
#> AGGTCCGAGCCACGTC-1 AGGTCCGCACTAAGTC-1 AGGTCCGCAGGGAGAG-1
#> MUCL1 1.6040120 0.7718855 -0.9455811
#> KRT19 -0.8321995 0.8123763 -0.8321995
#> SCGB1B2P 2.0376417 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.3360037 -0.6487908
#> KRT19 -0.8321995 0.8123763 -0.8321995
#> AGGTCCGGTCATTAGC-1 AGTAGTCCAGATCTGT-1 AGTAGTCCATACTACG-1
#> MUCL1 0.2612392 -0.3152007 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.0471815 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> AGTAGTCTCCTCAATT-1 AGTAGTCTCTATGTGG-1 AGTCTTTCACACCGCA-1
#> MUCL1 1.3686533 -0.9455811 1.4431161
#> KRT19 1.3791214 0.8675995 -0.8321995
#> SCGB1B2P 1.2497404 1.5170005 -0.6661345
#> CD24 1.4117568 -0.7156837 1.1378504
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.3791214 0.8675995 -0.8321995
#> AGTCTTTCAGGCAGTA-1 AGTCTTTGTCACAAGG-1 AGTCTTTTCGGCCGAT-1
#> MUCL1 2.0531870 -0.9455811 -0.7200424
#> KRT19 1.4278541 -0.8321995 -0.8321995
#> SCGB1B2P 2.3908027 -0.6661345 -0.6661345
#> CD24 1.0841938 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.4278541 -0.8321995 -0.8321995
#> AGTGAGGAGGCTACGA-1 AGTGAGGTCATCATTC-1 AGTGGGACAACCGCCA-1
#> MUCL1 -0.9455811 -0.9455811 1.4348671
#> KRT19 -0.3393763 -0.8321995 -0.8321995
#> SCGB1B2P -0.1492418 -0.6661345 1.7902832
#> CD24 -0.7156837 -0.7156837 0.9243900
#> S100A9 0.4760492 -0.2619557 -0.6487908
#> KRT19 -0.3393763 -0.8321995 -0.8321995
#> AGTGTCAGTAGCCTAT-1 AGTGTCAGTCGAATCT-1 AGTGTCAGTGATGTGG-1
#> MUCL1 -0.9455811 -0.9455811 1.9690231
#> KRT19 -0.8321995 -0.8321995 1.4043694
#> SCGB1B2P -0.6661345 -0.6661345 1.1871172
#> CD24 -0.7156837 1.0160658 1.0870811
#> S100A9 -0.6487908 -0.6487908 0.7854164
#> KRT19 -0.8321995 -0.8321995 1.4043694
#> AGTGTCATCGGAAATA-1 AGTGTCATCGGAGGTA-1 ATAACGCAGCCAACAG-1
#> MUCL1 -0.9455811 1.1027400 1.5566379
#> KRT19 -0.8321995 1.3548056 1.6027438
#> SCGB1B2P 1.0692789 1.2247714 0.2645535
#> CD24 -0.7156837 0.9501312 1.1897687
#> S100A9 -0.6487908 1.5270259 1.0445623
#> KRT19 -0.8321995 1.3548056 1.6027438
#> ATAACGCTCAGTTGAC-1 ATAACGCTCTGGTTCC-1 ATAAGAGCAATGGTCT-1
#> MUCL1 1.793513 -0.9455811 0.1353873
#> KRT19 1.594468 -0.8321995 -0.8321995
#> SCGB1B2P 2.436738 -0.6661345 -0.6661345
#> CD24 0.719191 -0.7156837 -0.7156837
#> S100A9 1.275367 -0.6487908 -0.6487908
#> KRT19 1.594468 -0.8321995 -0.8321995
#> ATAAGAGCAGGACCCT-1 ATAAGAGCATCCGGGT-1 ATAGACCAGCGTTCCG-1
#> MUCL1 -0.9455811 -0.9455811 0.9792843
#> KRT19 0.6096918 -0.8321995 0.5580988
#> SCGB1B2P -0.6661345 -0.6661345 0.7920661
#> CD24 0.5533505 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.9390824
#> KRT19 0.6096918 -0.8321995 0.5580988
#> ATAGACCTCGAGAACG-1 ATCACGAAGTGTGAAT-1 ATCACGATCCGCGGTA-1
#> MUCL1 -0.9455811 1.5833577 0.04224959
#> KRT19 0.3241557 1.0043806 2.23759366
#> SCGB1B2P -0.6661345 -0.6661345 0.93067369
#> CD24 -0.7156837 -0.7156837 2.02233843
#> S100A9 -0.6487908 -0.6487908 1.64262201
#> KRT19 0.3241557 1.0043806 2.23759366
#> ATCACGATCGTAGGTT-1 ATCACGATCTCAAACG-1 ATCATCTCATCGGTTA-1
#> MUCL1 -0.9455811 0.3914777 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 0.7602114
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> ATCATCTGTAAACCTC-1 ATCATGGCAGCGAACA-1 ATCATGGCATATACCG-1
#> MUCL1 -0.9455811 -0.9455811 1.611171
#> KRT19 -0.8321995 -0.8321995 1.099500
#> SCGB1B2P 0.7575581 -0.6661345 1.812684
#> CD24 -0.7156837 -0.7156837 1.534091
#> S100A9 -0.6487908 -0.6487908 2.149184
#> KRT19 -0.8321995 -0.8321995 1.099500
#> ATCATGGGTGATGTGG-1 ATCCACCAGACCGGAT-1 ATCCACCAGGTCGGAT-1
#> MUCL1 0.5083687 1.122398 -0.5260078
#> KRT19 0.5132394 1.217233 -0.8321995
#> SCGB1B2P -0.6661345 1.083960 -0.6661345
#> CD24 -0.7156837 1.671211 -0.7156837
#> S100A9 0.9749834 1.824615 0.2634576
#> KRT19 0.5132394 1.217233 -0.8321995
#> ATCCACCTCACGCATA-1 ATCCGAACAAACAACA-1 ATCCGAATCCGTTGTC-1
#> MUCL1 -0.42740778 1.171287 -0.94558109
#> KRT19 -0.83219951 1.809216 -0.03353231
#> SCGB1B2P -0.02542331 2.794681 -0.66613451
#> CD24 -0.71568374 1.395552 -0.71568374
#> S100A9 -0.64879075 1.762921 0.31509927
#> KRT19 -0.83219951 1.809216 -0.03353231
#> ATCGAGTAGCCAGGAT-1 ATCGAGTGTAAATGTG-1 ATCGAGTTCTCTTATG-1
#> MUCL1 0.05307834 1.5756024 1.6874912
#> KRT19 -0.83219951 0.6701187 1.1736642
#> SCGB1B2P -0.66613451 1.7549983 2.3476475
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 -0.64879075 1.8095355 -0.6487908
#> KRT19 -0.83219951 0.6701187 1.1736642
#> ATCGAGTTCTTTCCTC-1 ATCTACTAGCCACTAT-1 ATCTACTAGTCCTCCT-1
#> MUCL1 1.323866 -0.9455811 -0.9455811
#> KRT19 1.339580 -0.8321995 -0.8321995
#> SCGB1B2P 1.871984 -0.6661345 -0.6661345
#> CD24 1.550997 -0.7156837 -0.2412627
#> S100A9 2.443030 -0.6487908 -0.6487908
#> KRT19 1.339580 -0.8321995 -0.8321995
#> ATCTACTCAGGCAGTA-1 ATCTACTTCAGTCAGT-1 ATCTACTTCGAGCCCA-1
#> MUCL1 0.3992437 -0.9455811 -0.9455811
#> KRT19 2.3047230 -0.8321995 -0.8321995
#> SCGB1B2P 0.6172432 0.4066765 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 2.8796896 -0.6487908 -0.6487908
#> KRT19 2.3047230 -0.8321995 -0.8321995
#> ATCTGCCCAGGAATGC-1 ATCTGCCCATCCTTGC-1 ATGCGATAGCCGATTT-1
#> MUCL1 1.2883245 -0.9455811 1.8737246
#> KRT19 0.8043165 0.1691813 0.2188714
#> SCGB1B2P 1.5791196 0.7455320 2.5332440
#> CD24 1.1903026 -0.7156837 0.5084576
#> S100A9 0.8861450 -0.6487908 -0.6487908
#> KRT19 0.8043165 0.1691813 0.2188714
#> ATGCGATCAGTTCCCT-1 ATGCGATGTCGCGGTT-1 ATGCGATGTGCTGTAT-1
#> MUCL1 -0.2579526 0.9825848 0.1682652
#> KRT19 1.3008420 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.6601896 -0.7156837 -0.7156837
#> S100A9 1.2918715 -0.6487908 -0.6487908
#> KRT19 1.3008420 -0.8321995 -0.8321995
#> ATGCGATTCATAAAGG-1 ATGGGAGAGGCGACAT-1 ATGGGAGCACCAGGTC-1
#> MUCL1 1.6053050 -0.9455811 -0.94558109
#> KRT19 1.3249652 1.1851466 0.03611676
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 -0.7156837 1.1913383 -0.71568374
#> S100A9 -0.6487908 1.3273497 -0.64879075
#> KRT19 1.3249652 1.1851466 0.03611676
#> ATGGGAGGTCGCCATG-1 ATGGGAGGTTCTGAAC-1 ATGGGAGTCACTTCAT-1
#> MUCL1 0.1936012 0.8621385 1.330625
#> KRT19 0.5107857 0.4308883 1.373480
#> SCGB1B2P -0.6661345 0.6586425 1.625114
#> CD24 -0.7156837 1.6216874 1.943407
#> S100A9 -0.6487908 -0.6487908 1.207232
#> KRT19 0.5107857 0.4308883 1.373480
#> ATGGGAGTCATGTAGC-1 ATGTGTGAGGGATGGG-1 ATGTGTGAGGTTACCT-1
#> MUCL1 -0.9455811 -0.9455811 -0.6011758
#> KRT19 0.6540544 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.6540544 -0.8321995 -0.8321995
#> ATGTGTGGTAGGCTGA-1 ATTACTCTCTAGAGTC-1 ATTACTCTCTGCGTAA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> ATTATCCAGAGGGCTT-1 ATTATCCCAATGGTCT-1 ATTATCCGTCAGGACA-1
#> MUCL1 -0.9455811 -0.174392448 -0.9455811
#> KRT19 -0.8321995 -0.832199510 -0.8321995
#> SCGB1B2P -0.6661345 -0.666134513 -0.6661345
#> CD24 -0.7156837 0.005093324 -0.7156837
#> S100A9 -0.6487908 0.448445813 -0.6487908
#> KRT19 -0.8321995 -0.832199510 -0.8321995
#> ATTCTACAGCCTCGTG-1 ATTCTACAGCTGAACG-1 ATTCTACAGGGAGTAA-1
#> MUCL1 -0.9455811 -0.9455811 1.7946077
#> KRT19 -0.8321995 -0.8321995 1.2226075
#> SCGB1B2P 0.7198639 -0.6661345 0.7048916
#> CD24 -0.7156837 -0.7156837 2.1300438
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 1.2226075
#> ATTCTACGTACTCTCC-1 ATTCTACGTCTGCGGT-1 ATTGGACGTAGCCTAT-1
#> MUCL1 -0.9455811 0.1898818 -0.9455811
#> KRT19 1.5940385 -0.8321995 -0.8321995
#> SCGB1B2P 0.9465172 -0.6661345 -0.6661345
#> CD24 2.1100610 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.5940385 -0.8321995 -0.8321995
#> ATTGGACGTCATTAGC-1 ATTGGACGTGAGGCTA-1 ATTGGACTCCTTTCGG-1
#> MUCL1 -0.9455811 -0.5431066 1.1066784
#> KRT19 0.8777495 1.8123013 1.5872150
#> SCGB1B2P -0.6661345 -0.1684826 -0.6661345
#> CD24 -0.7156837 2.1460613 0.7116204
#> S100A9 -0.6487908 0.9439497 -0.6487908
#> KRT19 0.8777495 1.8123013 1.5872150
#> ATTGGTGAGTCCAGGA-1 ATTGGTGTCCTGCCAT-1 ATTTCTGAGGTCATCT-1
#> MUCL1 -0.9455811 1.5187157 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 0.7193737 1.1588664 -0.6661345
#> CD24 0.8228229 1.3108477 -0.7156837
#> S100A9 -0.6487908 1.4511907 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> ATTTCTGCATCGACGC-1 ATTTCTGCATTTGCTT-1 ATTTCTGGTTACGACT-1
#> MUCL1 1.6165580 -0.9455811 -0.08491714
#> KRT19 1.4527611 0.3917949 0.18243966
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 1.2376683 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.6487908 0.57575005
#> KRT19 1.4527611 0.3917949 0.18243966
#> ATTTCTGTCAGCTTAG-1 CAACCAACAGCCTGTG-1 CAACCTCAGTCAAGGC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 0.2770734 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 0.7353065
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.2770734 -0.8321995
#> CAACCTCCAATAGAGT-1 CAACCTCGTACAGCAG-1 CAACTAGCAATGTTGC-1
#> MUCL1 1.8382654 -0.9455811 -0.94558109
#> KRT19 1.5363209 -0.8321995 0.05205163
#> SCGB1B2P 1.8876723 -0.3409409 0.60957387
#> CD24 1.5915476 -0.3545798 -0.71568374
#> S100A9 0.8469929 -0.6487908 -0.64879075
#> KRT19 1.5363209 -0.8321995 0.05205163
#> CAACTAGCAGTATCTG-1 CAAGATCGTTTCGCTC-1 CAAGATCTCTTATCTG-1
#> MUCL1 1.4754056 -0.9455811 1.4544716
#> KRT19 2.0219085 0.5842049 -0.8321995
#> SCGB1B2P 2.4260532 -0.6661345 1.4823738
#> CD24 0.1938546 -0.7156837 -0.7156837
#> S100A9 0.2937130 -0.6487908 -0.6487908
#> KRT19 2.0219085 0.5842049 -0.8321995
#> CAAGGCCAGGATATAC-1 CAAGGCCCACACCGAC-1 CAAGGCCTCACCTTAT-1
#> MUCL1 1.2059468 -0.9455811 -0.4316256
#> KRT19 1.5641784 -0.8321995 -0.8321995
#> SCGB1B2P -0.2763314 -0.6661345 -0.6661345
#> CD24 2.1112615 -0.7156837 -0.7156837
#> S100A9 2.2985268 -0.6487908 -0.6487908
#> KRT19 1.5641784 -0.8321995 -0.8321995
#> CAAGTTGCACGGACAA-1 CAAGTTGGTCTCACCT-1 CAAGTTGTCTCACATT-1
#> MUCL1 1.6601700 0.7969851 -0.9455811
#> KRT19 0.9193510 -0.8321995 -0.8321995
#> SCGB1B2P 2.2221474 -0.6661345 -0.6661345
#> CD24 0.8929397 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.0200597
#> KRT19 0.9193510 -0.8321995 -0.8321995
#> CACAAACAGGCGATAC-1 CACAAACAGTGATCGG-1 CACAAACCACCGTTGG-1
#> MUCL1 1.1198951 0.8200230 0.4134467
#> KRT19 -0.8321995 1.6382285 0.7699622
#> SCGB1B2P 2.0199696 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.2640059 -0.7156837
#> S100A9 -0.6487908 1.4026511 -0.6487908
#> KRT19 -0.8321995 1.6382285 0.7699622
#> CACAAACCAGATCGGA-1 CACAAACCAGATGGCA-1 CACAAACGTGTTTGGT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 0.8105742 -0.3778212 -0.8321995
#> SCGB1B2P 1.0568724 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.8105742 -0.3778212 -0.8321995
#> CACAAACTCAGGTAAA-1 CACACAAAGAAGGTGA-1 CACACAAAGATCCTGT-1
#> MUCL1 0.6284589 -0.5539564 -0.9455811
#> KRT19 1.2479025 1.8449503 2.0248092
#> SCGB1B2P -0.6661345 1.3128653 -0.6661345
#> CD24 1.0091947 2.3627623 -0.7156837
#> S100A9 1.1386045 -0.6487908 1.9959559
#> KRT19 1.2479025 1.8449503 2.0248092
#> CACACAACAAACAACA-1 CACACAACACACATGT-1 CACACAACAGGATTGG-1
#> MUCL1 0.2703151 -0.9455811 -0.1767188
#> KRT19 0.2495840 -0.8321995 -0.5470727
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.2495840 -0.8321995 -0.5470727
#> CACACAACATCGATTG-1 CACACAAGTTTAGCTG-1 CACACAATCACTGGGC-1
#> MUCL1 1.4818674 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 1.5155598 -0.6661345 -0.6661345
#> CD24 1.0091947 -0.7156837 -0.7156837
#> S100A9 1.1386045 -0.6487908 1.0295582
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CACACAATCGGAAATA-1 CACACAATCTAACTGG-1 CACACCTAGTACGCGA-1
#> MUCL1 -0.9455811 0.4840763 1.871824
#> KRT19 0.2669896 -0.8321995 1.134467
#> SCGB1B2P 0.8570188 0.7164429 2.134310
#> CD24 -0.7156837 0.8195684 1.837785
#> S100A9 -0.6487908 -0.6487908 1.268011
#> KRT19 0.2669896 -0.8321995 1.134467
#> CACACCTCACAGGTTT-1 CACACCTCACTCAGGC-1 CACACCTTCGAGAGCA-1
#> MUCL1 1.3114697 0.2477298 0.4234235
#> KRT19 1.6827546 -0.8321995 0.4182824
#> SCGB1B2P 1.6584267 -0.6661345 -0.6661345
#> CD24 0.4456354 -0.7156837 -0.7156837
#> S100A9 2.2038422 -0.6487908 -0.6487908
#> KRT19 1.6827546 -0.8321995 0.4182824
#> CACACTCAGGATGCGT-1 CACACTCTCCGCAGTG-1 CACAGGCAGTGGTCCC-1
#> MUCL1 0.4618512 1.4486217 1.547057
#> KRT19 -0.8321995 -0.8321995 1.226103
#> SCGB1B2P -0.6661345 -0.6661345 2.549145
#> CD24 -0.7156837 -0.7156837 1.140910
#> S100A9 -0.6487908 -0.6487908 1.462990
#> KRT19 -0.8321995 -0.8321995 1.226103
#> CACAGGCGTAAATGTG-1 CACAGGCGTATTAGCC-1 CACAGGCGTTTAGCTG-1
#> MUCL1 0.9134477 0.4227031 -0.9455811
#> KRT19 -0.8321995 0.7808746 -0.8321995
#> SCGB1B2P 1.8018658 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.6046512 -0.7156837
#> S100A9 1.7237208 1.2979852 1.1954953
#> KRT19 -0.8321995 0.7808746 -0.8321995
#> CACAGGCTCTTACCGC-1 CACAGTACATACAGCT-1 CACAGTAGTCGATTGT-1
#> MUCL1 -0.9455811 -0.945581092 2.0485615
#> KRT19 -0.8321995 -0.832199510 0.4304762
#> SCGB1B2P -0.6661345 0.004030778 2.7236105
#> CD24 -0.2238870 -0.715683736 -0.7156837
#> S100A9 -0.6487908 -0.648790751 -0.6487908
#> KRT19 -0.8321995 -0.832199510 0.4304762
#> CACAGTATCTGCTGCT-1 CACATAGGTACGACCC-1 CACATAGGTCAAACTC-1
#> MUCL1 -0.9455811 0.1192399 0.01911052
#> KRT19 -0.8321995 0.4231210 -0.83219951
#> SCGB1B2P -0.6661345 0.6504959 0.52668786
#> CD24 -0.7156837 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 -0.8321995 0.4231210 -0.83219951
#> CACATAGGTGCATCTA-1 CACATAGGTTCGTTGA-1 CACATAGTCACAACGT-1
#> MUCL1 0.9286861 -0.5256988 0.0693259
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.7451727 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CACATAGTCAGGCGAA-1 CACATTTGTTGATTCG-1 CACATTTGTTTGGCGC-1
#> MUCL1 -0.9455811 -0.3346304 0.5294626
#> KRT19 -0.8321995 -0.8321995 1.9084520
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.7552651
#> S100A9 -0.6487908 -0.6487908 1.4498811
#> KRT19 -0.8321995 -0.8321995 1.9084520
#> CACCACTAGTTGTCGT-1 CACCACTCAACACGCC-1 CACCACTCATCCGCGA-1
#> MUCL1 1.74033110 0.1204452 -0.07512099
#> KRT19 1.34827274 0.4245419 0.19398836
#> SCGB1B2P 1.62083211 0.6519863 -0.66613451
#> CD24 0.94299350 1.3124946 0.47947725
#> S100A9 0.07249706 0.4621510 -0.64879075
#> KRT19 1.34827274 0.4245419 0.19398836
#> CACCACTGTATATCCG-1 CACCACTGTGGGTATG-1 CACCACTGTGTTAAGA-1
#> MUCL1 0.6824965 1.4189924 -0.9455811
#> KRT19 -0.8321995 1.5632411 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.0411835 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.5632411 -0.8321995
#> CACCAGGGTGAGTGAC-1 CACCAGGTCATCGCTC-1 CACCTTGAGTCGTTTG-1
#> MUCL1 -0.9455811 1.8759007 -0.9455811
#> KRT19 -0.8321995 2.0571034 0.4554447
#> SCGB1B2P -0.6661345 0.8697421 -0.6661345
#> CD24 1.0355946 1.4253410 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 2.0571034 0.4554447
#> CACCTTGCAGCTTAAC-1 CACCTTGTCAAACGGG-1 CACCTTGTCTTCGGTC-1
#> MUCL1 0.1473968 0.3440337 0.9184719
#> KRT19 -0.8321995 -0.8321995 0.7609088
#> SCGB1B2P 0.6853114 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.1397474
#> S100A9 -0.6487908 -0.6487908 1.2738889
#> KRT19 -0.8321995 -0.8321995 0.7609088
#> CACTCCAAGGATCGCA-1 CACTCCACAGGGATTG-1 CACTCCAGTTAAAGTG-1
#> MUCL1 -0.1936807 1.0291246 1.874151
#> KRT19 0.7480231 1.1089566 1.409384
#> SCGB1B2P -0.6661345 -0.6661345 2.797834
#> CD24 1.5651792 -0.7156837 1.707729
#> S100A9 0.8220597 -0.6487908 1.139391
#> KRT19 0.7480231 1.1089566 1.409384
#> CACTCCATCCGTAGGC-1 CACTCCATCCTGCAGG-1 CAGAATCGTCTCCACT-1
#> MUCL1 -0.9455811 -0.3869364 1.6967815
#> KRT19 -0.8321995 -0.1736117 1.4565642
#> SCGB1B2P -0.6661345 -0.6661345 1.8892920
#> CD24 -0.7156837 0.3984871 0.5174126
#> S100A9 1.3808004 0.5057623 1.8726002
#> KRT19 -0.8321995 -0.1736117 1.4565642
#> CAGAATCTCGGATGGA-1 CAGAGAGGTATGCTTG-1 CAGAGAGGTCTCTCTG-1
#> MUCL1 -0.9455811 1.533989 -0.9455811
#> KRT19 -0.8321995 1.469365 -0.8321995
#> SCGB1B2P -0.6661345 1.448459 -0.6661345
#> CD24 -0.7156837 1.372022 -0.7156837
#> S100A9 1.2086114 1.514582 -0.6487908
#> KRT19 -0.8321995 1.469365 -0.8321995
#> CAGAGAGTCTTTACAC-1 CAGATCAGTTTGTTGG-1 CAGATCATCATAGCAC-1
#> MUCL1 -0.9455811 0.2144790 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 0.7682572 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CAGCAGCAGAAACGAG-1 CAGCAGCAGGTACTCT-1 CAGCAGCAGTGACATA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 0.7337908 -0.6661345 1.0929643
#> CD24 -0.7156837 -0.7156837 1.2376683
#> S100A9 0.9620671 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CAGCAGCGTCAGAAGC-1 CAGCATAAGAACTGTA-1 CAGCATAAGACCCACC-1
#> MUCL1 -0.9455811 -0.9455811 -0.94558109
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> SCGB1B2P -0.6661345 0.4778687 0.04666293
#> CD24 -0.7156837 0.5546491 0.42746444
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> CAGCATACAGGACGTA-1 CAGCCGAAGCGACGTA-1 CAGCCGAAGCGTGTCC-1
#> MUCL1 1.103543 1.5671398 -0.9455811
#> KRT19 1.583519 0.8411521 -0.8321995
#> SCGB1B2P 2.612910 -0.6661345 -0.6661345
#> CD24 1.645690 1.2332036 -0.7156837
#> S100A9 1.339281 1.3707325 -0.6487908
#> KRT19 1.583519 0.8411521 -0.8321995
#> CAGCGACAGGAGTTGC-1 CAGCGACCACGCGAAA-1 CAGCGACGTATAAACG-1
#> MUCL1 1.0823309 0.6612087 -0.9455811
#> KRT19 0.7911601 0.6860190 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.2964714
#> S100A9 -0.6487908 -0.6487908 1.8977914
#> KRT19 0.7911601 0.6860190 -0.8321995
#> CAGCGACGTGATGTGG-1 CAGCGACTCAACTCTT-1 CAGCTAAAGACTCGGA-1
#> MUCL1 -0.41623734 0.2039046 -0.9455811
#> KRT19 1.48407960 -0.8321995 -0.8321995
#> SCGB1B2P -0.01161129 -0.6661345 -0.6661345
#> CD24 2.37099567 -0.7156837 -0.7156837
#> S100A9 -0.17424280 -0.6487908 -0.6487908
#> KRT19 1.48407960 -0.8321995 -0.8321995
#> CAGCTAAAGCTCCTCT-1 CAGCTAAAGGCAGGTT-1 CAGCTAACAATACGCT-1
#> MUCL1 -0.26012733 -0.9455811 -0.9455811
#> KRT19 -0.02411613 -0.8321995 0.8606113
#> SCGB1B2P -0.66613451 1.0186498 -0.6661345
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 -0.02411613 -0.8321995 0.8606113
#> CAGCTAACAGTTCCCT-1 CAGCTAACATGCCTAA-1 CAGCTGGAGATAGCAT-1
#> MUCL1 -0.9455811 0.41479899 0.3328141
#> KRT19 -0.8321995 -0.83219951 -0.8321995
#> SCGB1B2P 1.3853280 -0.66613451 -0.6661345
#> CD24 1.1219682 -0.16312581 -0.7156837
#> S100A9 -0.6487908 -0.07620582 -0.6487908
#> KRT19 -0.8321995 -0.83219951 -0.8321995
#> CAGCTGGAGCTATGCT-1 CAGCTGGCACTTAACG-1 CAGCTGGGTTCATGGT-1
#> MUCL1 -0.9455811 0.1911177 -0.9455811
#> KRT19 -0.8321995 0.5078579 -0.1346679
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.5078579 -0.1346679
#> CAGGTGCAGAAACGAG-1 CAGGTGCAGCTCTCGG-1 CAGTAACAGAAAGTGG-1
#> MUCL1 -0.9455811 0.6466240 -0.94558109
#> KRT19 -0.8321995 1.4305255 -0.83219951
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 -0.7156837 1.9196238 -0.71568374
#> S100A9 -0.6487908 2.0820314 0.05861032
#> KRT19 -0.8321995 1.4305255 -0.83219951
#> CAGTAACAGAACTCGG-1 CAGTAACCAAACAACA-1 CAGTAACCAAACGCGA-1
#> MUCL1 1.3994988 -0.9455811 1.6719382
#> KRT19 2.0082400 -0.8321995 -0.8321995
#> SCGB1B2P 2.3130322 -0.6661345 1.5596709
#> CD24 -0.7156837 -0.7156837 2.5788176
#> S100A9 1.3765209 -0.6487908 1.4505356
#> KRT19 2.0082400 -0.8321995 -0.8321995
#> CAGTAACCAAAGGAAG-1 CAGTAACCACGGACAA-1 CAGTAACCAGCATGAG-1
#> MUCL1 -0.9455811 -0.9455811 -0.46709376
#> KRT19 1.7571946 -0.8321995 -0.26810944
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 0.9632806 -0.7156837 -0.05871004
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 1.7571946 -0.8321995 -0.26810944
#> CAGTAACGTGTGTGCC-1 CAGTAACTCGATAGAA-1 CAGTCCTAGGACCACA-1
#> MUCL1 -0.9455811 1.4660590 -0.9455811
#> KRT19 -0.8321995 0.9615468 0.8933579
#> SCGB1B2P -0.6661345 2.0271052 -0.6661345
#> CD24 -0.7156837 1.8205940 -0.7156837
#> S100A9 0.4191911 1.0668624 1.4337382
#> KRT19 -0.8321995 0.9615468 0.8933579
#> CAGTCCTCAATGACCT-1 CATATGGCAAGTTAAG-1 CATATGGCATCCAACA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 1.3835360 -0.8321995 -0.8321995
#> SCGB1B2P 0.4708016 0.5456756 -0.6661345
#> CD24 1.8904950 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.3835360 -0.8321995 -0.8321995
#> CATATGGCATCTGGTA-1 CATATGGGTGGGTCAA-1 CATATGGTCCGCTGTT-1
#> MUCL1 -0.9455811 1.697884 -0.9455811
#> KRT19 -0.8321995 1.498489 -0.8321995
#> SCGB1B2P 1.0374190 1.139285 -0.6661345
#> CD24 -0.7156837 1.289104 1.0253569
#> S100A9 -0.6487908 2.164054 -0.6487908
#> KRT19 -0.8321995 1.498489 -0.8321995
#> CATATTCAGAATAGGG-1 CATATTCAGTCCAGGA-1 CATCAAGAGGGTGTGT-1
#> MUCL1 0.01831972 -0.6735860 -0.9455811
#> KRT19 -0.83219951 -0.8321995 1.7097170
#> SCGB1B2P -0.66613451 -0.6661345 -0.6661345
#> CD24 -0.71568374 -0.3422284 2.0015252
#> S100A9 -0.64879075 -0.6487908 1.4536864
#> KRT19 -0.83219951 -0.8321995 1.7097170
#> CATCAAGCACGGACAA-1 CATCAGATCAATCACG-1 CATCCACAGTCTCCTC-1
#> MUCL1 -0.9455811 0.5127728 0.2101294
#> KRT19 -0.8321995 -0.8321995 0.5302708
#> SCGB1B2P 0.9196443 -0.6661345 1.1503881
#> CD24 -0.7156837 -0.7156837 1.3014332
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.5302708
#> CATCCACCAAACTGCT-1 CATCCACCACTGCCAG-1 CATCCACTCCGAGCCA-1
#> MUCL1 1.1481804 -0.9455811 0.3430944
#> KRT19 -0.8321995 1.6933665 1.6059596
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.7173163 2.0684362
#> S100A9 -0.6487908 0.7502068 0.4315125
#> KRT19 -0.8321995 1.6933665 1.6059596
#> CATCGAAAGAGTACAT-1 CATCGAAAGTAAGTAC-1 CATCGAAAGTACGTTC-1
#> MUCL1 0.8342399 -0.9455811 -0.9455811
#> KRT19 1.2660365 0.7946354 -0.8321995
#> SCGB1B2P 1.8804040 -0.6661345 -0.6661345
#> CD24 0.7205383 -0.7156837 -0.7156837
#> S100A9 3.0332968 -0.6487908 -0.6487908
#> KRT19 1.2660365 0.7946354 -0.8321995
#> CATCGAAAGTGCAAGC-1 CATCGAACAAGGCTCC-1 CATCGAACATGAAGTA-1
#> MUCL1 -0.9455811 0.4988324 1.35298812
#> KRT19 -0.8321995 -0.8321995 0.72209162
#> SCGB1B2P -0.6661345 -0.6661345 -0.03049086
#> CD24 -0.7156837 -0.7156837 0.63525878
#> S100A9 -0.6487908 -0.6487908 1.63644948
#> KRT19 -0.8321995 -0.8321995 0.72209162
#> CATCGGGAGCAGGTCA-1 CATCGGGAGCTACCGC-1 CATCGGGAGGATATAC-1
#> MUCL1 -0.49099533 1.1291365 -0.9455811
#> KRT19 -0.29628707 -0.8321995 0.6927381
#> SCGB1B2P -0.66613451 1.0919564 0.5577364
#> CD24 -0.09152743 1.2365490 -0.7156837
#> S100A9 -0.64879075 1.8340703 -0.6487908
#> KRT19 -0.29628707 -0.8321995 0.6927381
#> CATCGGGAGTGTCTCA-1 CATCGGGTCAGCTTAG-1 CATCGGGTCTTGGGTA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 0.7332818
#> S100A9 1.4075221 0.4318223 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CATGACAAGAGCCTAG-1 CATGACAAGCGGATCA-1 CATGACACAATCAGAA-1
#> MUCL1 -0.9455811 -0.9455811 1.2494388
#> KRT19 -0.8321995 -0.8321995 1.4674160
#> SCGB1B2P -0.6661345 -0.6661345 1.1077956
#> CD24 -0.2135623 -0.7156837 2.0635815
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 1.4674160
#> CATGACAGTTGTGGCC-1 CATGACATCTTTACAC-1 CATGCCTAGATATGGT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 1.4877587 0.3816008 -0.8321995
#> SCGB1B2P 1.1284047 -0.0405823 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.1049758
#> KRT19 1.4877587 0.3816008 -0.8321995
#> CATGCCTCAACGATCT-1 CATGCCTCAAGTAATG-1 CATGCCTCACATAACC-1
#> MUCL1 0.4702039 -0.9455811 0.4971206
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.7097323
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CATGCCTCAGATCGGA-1 CATGCCTTCCACGACG-1 CATGCCTTCGCGATCG-1
#> MUCL1 -0.9455811 -0.1033362 -0.06020593
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 -0.7156837 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> CATGCCTTCTTTAGTC-1 CATGGCGGTAGCAAAT-1 CATGGCGGTTATCACG-1
#> MUCL1 0.9204002 0.3173689 -0.94558109
#> KRT19 1.7256510 -0.8321995 -0.83219951
#> SCGB1B2P 1.0070677 -0.6661345 0.05602487
#> CD24 0.8923222 -0.7156837 -0.71568374
#> S100A9 1.4644388 1.1481170 -0.64879075
#> KRT19 1.7256510 -0.8321995 -0.83219951
#> CATTATCCATATACCG-1 CATTATCCATGAGCGA-1 CATTATCGTAAGCACG-1
#> MUCL1 1.7607620 0.3264528 -0.9455811
#> KRT19 0.3523392 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.6639023 -0.7156837 -0.7156837
#> S100A9 0.7807973 -0.6487908 -0.6487908
#> KRT19 0.3523392 -0.8321995 -0.8321995
#> CATTCGCAGCAGACTG-1 CATTCGCAGTCGAGTG-1 CATTCGCCACCCATGG-1
#> MUCL1 -0.2993291 0.3655162 2.0432132
#> KRT19 -0.8321995 -0.8321995 0.7285266
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.1716345 -0.7156837 1.8043203
#> S100A9 -0.6487908 -0.6487908 1.6904296
#> KRT19 -0.8321995 -0.8321995 0.7285266
#> CCAATCCCACCTTGTC-1 CCAATCCTCTTGTATC-1 CCACCTACACAACTGT-1
#> MUCL1 0.8125016 0.4299613 0.4050758
#> KRT19 -0.8321995 1.7857173 -0.8321995
#> SCGB1B2P 0.8797482 -0.6661345 -0.6661345
#> CD24 1.0009072 2.3333019 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.7857173 -0.8321995
#> CCACCTATCAAGCCTA-1 CCACCTATCGTTACGA-1 CCACGGACAAGGGTCA-1
#> MUCL1 -0.7821143 -0.3605846 -0.9455811
#> KRT19 1.2816964 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.5984400 -0.7156837 -0.7156837
#> S100A9 1.4134549 -0.6487908 -0.6487908
#> KRT19 1.2816964 -0.8321995 -0.8321995
#> CCACGGAGTAAATGTG-1 CCACGGAGTGGTACAG-1 CCACGGATCATATCGG-1
#> MUCL1 -0.9455811 -0.04683303 1.6084491
#> KRT19 -0.8321995 1.25789104 0.8741743
#> SCGB1B2P -0.6661345 0.44514994 2.4142736
#> CD24 -0.7156837 0.92569864 -0.7156837
#> S100A9 -0.6487908 -0.64879075 -0.6487908
#> KRT19 -0.8321995 1.25789104 0.8741743
#> CCACGGATCATCATTC-1 CCACTACCAATCGGTT-1 CCACTACGTCATATGC-1
#> MUCL1 -0.9455811 0.07023256 -0.9455811
#> KRT19 -0.8321995 -0.83219951 -0.8321995
#> SCGB1B2P -0.6661345 0.58989927 -0.6661345
#> CD24 -0.7156837 -0.71568374 -0.7156837
#> S100A9 0.4284602 -0.64879075 -0.6487908
#> KRT19 -0.8321995 -0.83219951 -0.8321995
#> CCAGCGAAGCAATATG-1 CCAGCGACAACGATCT-1 CCAGCGACAGAGTGTG-1
#> MUCL1 -0.9455811 0.8507760 -0.9455811
#> KRT19 -0.8321995 1.5127566 -0.8321995
#> SCGB1B2P -0.6661345 2.2042407 -0.6661345
#> CD24 0.9366125 2.2042966 1.9193449
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.5127566 -0.8321995
#> CCAGCGAGTGACTCAT-1 CCATGTCAGGTGTGGT-1 CCATGTCGTGCGGTAA-1
#> MUCL1 -0.4660688 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CCATGTCTCAACACTG-1 CCATGTCTCTACTCAT-1 CCATTCGAGAGACTAT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CCATTCGAGGGAACGG-1 CCATTCGTCAAGGCTT-1 CCCAATCGTCCTGCTT-1
#> MUCL1 0.08630213 -0.01512497 -0.9455811
#> KRT19 -0.83219951 0.99094820 -0.8321995
#> SCGB1B2P -0.66613451 -0.66613451 -0.6661345
#> CD24 -0.71568374 1.22510404 -0.7156837
#> S100A9 -0.64879075 -0.64879075 -0.6487908
#> KRT19 -0.83219951 0.99094820 -0.8321995
#> CCCAGTTCACATGTGT-1 CCCAGTTTCGGTCCGA-1 CCCTCCTAGACTGTAA-1
#> MUCL1 -0.9455811 1.4826595 -0.9455811
#> KRT19 -0.8321995 1.1833173 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 0.8554102
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.1833173 -0.8321995
#> CCCTCCTAGGGTCGAT-1 CCCTCCTAGTTTGCGT-1 CCCTCCTGTCGAAAGC-1
#> MUCL1 -0.9455811 0.9755989 -0.9455811
#> KRT19 -0.8321995 1.0469746 -0.8321995
#> SCGB1B2P -0.6661345 1.3048185 -0.6661345
#> CD24 -0.7156837 1.4729170 -0.7156837
#> S100A9 -0.6487908 0.9105054 -0.6487908
#> KRT19 -0.8321995 1.0469746 -0.8321995
#> CCCTCCTGTTGAGGTG-1 CCGGGATAGGGTTTCT-1 CCGGGATCAATGGACG-1
#> MUCL1 -0.45114809 -0.9455811 1.8097012
#> KRT19 -0.83219951 -0.8321995 0.6874260
#> SCGB1B2P -0.05477775 -0.6661345 -0.6661345
#> CD24 -0.71568374 -0.7156837 1.0541649
#> S100A9 0.05468170 -0.6487908 1.6390876
#> KRT19 -0.83219951 -0.8321995 0.6874260
#> CCGGGATTCCAGAAGG-1 CCGGTAGAGGAGTACC-1 CCGGTAGAGTTTGCGT-1
#> MUCL1 0.3592662 -0.9455811 -0.9455811
#> KRT19 0.7060887 0.6442737 -0.8321995
#> SCGB1B2P 0.9472838 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.2077280 -0.6487908 -0.6487908
#> KRT19 0.7060887 0.6442737 -0.8321995
#> CCGGTAGCATACTCTT-1 CCGGTAGGTACCAGTT-1 CCGGTAGGTATAAACG-1
#> MUCL1 1.5592369 -0.9455811 -0.9455811
#> KRT19 1.3861453 -0.8321995 -0.8321995
#> SCGB1B2P 2.2412400 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.3861453 -0.8321995 -0.8321995
#> CCGGTAGTCAAAGACA-1 CCGGTAGTCTGGAGCC-1 CCGTACTAGTGGGATC-1
#> MUCL1 0.8451979 1.7598889 -0.9455811
#> KRT19 0.5272205 0.9132207 -0.8321995
#> SCGB1B2P 1.7863946 2.4023223 -0.6661345
#> CD24 1.7430954 0.5105620 -0.7156837
#> S100A9 -0.6487908 -0.1498518 -0.6487908
#> KRT19 0.5272205 0.9132207 -0.8321995
#> CCGTACTAGTTAACGA-1 CCGTACTCAAGGCTCC-1 CCGTACTGTCCGAAGA-1
#> MUCL1 -0.9455811 -0.9455811 0.783051
#> KRT19 -0.8321995 1.4683286 1.432204
#> SCGB1B2P 0.9442242 -0.1570235 1.708863
#> CD24 -0.7156837 2.0669288 1.214592
#> S100A9 -0.6487908 -0.6487908 1.351447
#> KRT19 -0.8321995 1.4683286 1.432204
#> CCGTGGACAAGGTTCT-1 CCGTGGAGTGCACCAC-1 CCGTGGAGTTTACTCT-1
#> MUCL1 0.5022762 -0.4035198 -0.9455811
#> KRT19 1.4835243 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.1340552
#> CD24 1.2722563 -0.7156837 -0.7156837
#> S100A9 -0.6487908 0.6041496 -0.6487908
#> KRT19 1.4835243 -0.8321995 -0.8321995
#> CCGTGGATCTGATTCT-1 CCTAAAGCAATGTTGC-1 CCTAAAGGTGTTGAGG-1
#> MUCL1 1.5867683 -0.9455811 -0.2402020
#> KRT19 0.3816933 -0.8321995 1.4077727
#> SCGB1B2P 1.3823356 1.1548934 -0.6661345
#> CD24 0.6980898 -0.7156837 1.4858276
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.3816933 -0.8321995 1.4077727
#> CCTAAAGGTTGTACAC-1 CCTAAAGTCGCGATCG-1 CCTACACAGCGCCTTG-1
#> MUCL1 -0.5303216 0.4878235 1.8261232
#> KRT19 -0.8321995 -0.8321995 0.5597235
#> SCGB1B2P -0.6661345 1.1062423 2.5389778
#> CD24 -0.7156837 -0.7156837 0.9054347
#> S100A9 -0.6487908 -0.6487908 1.0310838
#> KRT19 -0.8321995 -0.8321995 0.5597235
#> CCTACACGTGGGTATG-1 CCTACACTCATTATCC-1 CCTACCACAAACCTAC-1
#> MUCL1 -0.9455811 -0.9455811 0.3630051
#> KRT19 -0.8321995 1.2474454 -0.8321995
#> SCGB1B2P -0.6661345 -0.2426653 -0.6661345
#> CD24 -0.7156837 1.8219121 0.6626933
#> S100A9 -0.6487908 0.3213567 -0.6487908
#> KRT19 -0.8321995 1.2474454 -0.8321995
#> CCTACCACATCGGTTA-1 CCTACCAGTGAGTATA-1 CCTACCAGTGGTCTCG-1
#> MUCL1 -0.9455811 1.384043 0.6496238
#> KRT19 -0.8321995 1.924807 1.5595995
#> SCGB1B2P 0.2089281 2.536677 -0.6661345
#> CD24 -0.7156837 1.073068 -0.7156837
#> S100A9 -0.6487908 2.875788 -0.6487908
#> KRT19 -0.8321995 1.924807 1.5595995
#> CCTAGCTTCCTTTCGG-1 CCTATTACAGACGCTC-1 CCTATTATCTTTACGT-1
#> MUCL1 -0.46882543 -0.9455811 0.0459190
#> KRT19 -0.83219951 -0.8321995 -0.8321995
#> SCGB1B2P -0.66613451 -0.6661345 -0.6661345
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 0.02953062 -0.6487908 -0.6487908
#> KRT19 -0.83219951 -0.8321995 -0.8321995
#> CCTCAGTAGTTACGGG-1 CCTCAGTCAGCCTGTG-1 CCTCAGTGTACAAGTA-1
#> MUCL1 0.5154366 -0.2197799 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 1.5413139 -0.6661345 -0.6661345
#> CD24 1.7355280 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CCTCAGTTCACGACTA-1 CCTCTGAAGCGCCTTG-1 CCTCTGATCCAAGTAC-1
#> MUCL1 -0.7431015 -0.5167851 -0.9455811
#> KRT19 -0.8321995 -0.1795288 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.3582906 -0.7156837
#> S100A9 -0.6487908 -0.2784442 -0.6487908
#> KRT19 -0.8321995 -0.1795288 -0.8321995
#> CCTTACGGTAAATGTG-1 CCTTCCCCACATCCAA-1 CCTTCCCTCTGCTTGC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.4933050 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 1.5424441 -0.6661345
#> CD24 -0.3209866 1.2915500 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.2954321
#> KRT19 -0.4933050 -0.8321995 -0.8321995
#> CCTTCGAAGGGCACTA-1 CCTTCGACAATAGCGG-1 CCTTCGACACGAAAGC-1
#> MUCL1 0.5271699 0.3815557 0.8963379
#> KRT19 -0.8321995 0.7323659 1.6317823
#> SCGB1B2P -0.6661345 -0.6661345 2.1323419
#> CD24 -0.7156837 -0.7156837 1.5427089
#> S100A9 -0.6487908 1.2394412 0.8229631
#> KRT19 -0.8321995 0.7323659 1.6317823
#> CCTTCGACATGATCCA-1 CCTTCGAGTGTCTGAT-1 CCTTTCTGTAAAGGAG-1
#> MUCL1 0.6204902 -0.9455811 -0.9455811
#> KRT19 1.3991098 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 2.0713266 -0.7156837 -0.7156837
#> S100A9 2.6210661 -0.6487908 -0.6487908
#> KRT19 1.3991098 -0.8321995 -0.8321995
#> CCTTTCTTCACAGGCC-1 CCTTTCTTCCGCATCT-1 CGAACATAGCCAACAG-1
#> MUCL1 1.1161203 -0.9455811 0.8045369
#> KRT19 1.9239034 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.1454753 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.9239034 -0.8321995 -0.8321995
#> CGAACATAGCTAACTC-1 CGAACATGTCACTGGC-1 CGAACATGTTGGTGGA-1
#> MUCL1 1.7046097 1.2343920 1.41878422
#> KRT19 1.3028960 0.7597044 1.35731489
#> SCGB1B2P -0.6661345 0.9252034 -0.66613451
#> CD24 -0.7156837 0.6349536 1.08092672
#> S100A9 -0.6487908 1.6360986 0.04423125
#> KRT19 1.3028960 0.7597044 1.35731489
#> CGAACATTCATTTGGG-1 CGAATGTAGGACATTA-1 CGAATGTGTCGCATCG-1
#> MUCL1 -0.9455811 -0.9455811 -0.34735337
#> KRT19 0.2320283 -0.8321995 1.75803653
#> SCGB1B2P -0.6661345 0.4542132 -0.08808958
#> CD24 -0.7156837 -0.7156837 1.96743111
#> S100A9 -0.6487908 -0.6487908 1.79032840
#> KRT19 0.2320283 -0.8321995 1.75803653
#> CGAATGTTCATCTGTT-1 CGAATGTTCGCATGGC-1 CGACCTTAGCTGTCTA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 0.6394074
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CGACTTCAGATTACCC-1 CGACTTCAGTTCCACA-1 CGACTTCGTGCAGGTA-1
#> MUCL1 -0.1319706 0.1293415 -0.3965080
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 0.3398790 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CGACTTCTCAGTCAGT-1 CGACTTCTCATGCAAC-1 CGAGCACAGAAACCAT-1
#> MUCL1 -0.08609778 -0.94558109 -0.9455811
#> KRT19 -0.83219951 -0.83219951 -0.8321995
#> SCGB1B2P -0.66613451 -0.66613451 -0.6661345
#> CD24 -0.71568374 -0.01408544 -0.7156837
#> S100A9 -0.64879075 -0.64879075 0.9803529
#> KRT19 -0.83219951 -0.83219951 -0.8321995
#> CGAGCACAGGGTATCG-1 CGAGCACGTTTACTCT-1 CGAGCACTCTGCTGCT-1
#> MUCL1 0.3264528 0.3357377 -0.9455811
#> KRT19 -0.8321995 0.6783509 1.7736663
#> SCGB1B2P 0.9067105 0.9181912 -0.2710117
#> CD24 -0.7156837 -0.7156837 2.1233906
#> S100A9 -0.6487908 -0.6487908 0.8973004
#> KRT19 -0.8321995 0.6783509 1.7736663
#> CGAGCCAAGTCCGGTC-1 CGAGCCATCAGTTTGG-1 CGATCGGAGACGCAAC-1
#> MUCL1 1.5391498 1.4519557 -0.9455811
#> KRT19 1.2362308 1.1689017 1.8142563
#> SCGB1B2P 1.7005726 -0.6661345 -0.6661345
#> CD24 1.1092039 0.9221073 2.0120741
#> S100A9 0.8069274 -0.6487908 0.2745307
#> KRT19 1.2362308 1.1689017 1.8142563
#> CGATCGGAGCTACCTA-1 CGATCGGGTGGGTCAA-1 CGATCGGTCTAGAGTC-1
#> MUCL1 -0.3461247 1.3386820 -0.9455811
#> KRT19 0.1811636 -0.8321995 0.3458051
#> SCGB1B2P -0.6661345 -0.6661345 0.5694039
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 0.5742100 0.8343840 -0.6487908
#> KRT19 0.1811636 -0.8321995 0.3458051
#> CGATGGCAGAGACTTA-1 CGATGGCCAGCAGTTT-1 CGATGGCGTGGTCCGT-1
#> MUCL1 -0.03845429 -0.9455811 -0.9455811
#> KRT19 -0.23747194 -0.8321995 -0.8321995
#> SCGB1B2P -0.66613451 -0.6661345 -0.6661345
#> CD24 -0.71568374 1.0691255 -0.7156837
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 -0.23747194 -0.8321995 -0.8321995
#> CGATGGCGTTTGTGTG-1 CGATGGCTCGGTCTAA-1 CGATGTAAGGACAGCT-1
#> MUCL1 0.5769800 1.7362384 -0.9455811
#> KRT19 -0.8321995 1.2568938 -0.8321995
#> SCGB1B2P -0.6661345 1.5249903 -0.6661345
#> CD24 -0.7156837 1.7174018 1.1512595
#> S100A9 1.0682565 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.2568938 -0.8321995
#> CGATGTACAGGATCGA-1 CGATGTAGTATAGGTA-1 CGATGTAGTTCTGGTA-1
#> MUCL1 1.2063856 1.724236 -0.9455811
#> KRT19 1.7802996 1.665149 0.5591813
#> SCGB1B2P 1.2606010 1.454888 -0.6661345
#> CD24 -0.7156837 1.972082 -0.7156837
#> S100A9 1.5682541 1.072459 -0.6487908
#> KRT19 1.7802996 1.665149 0.5591813
#> CGATTGACACCAGATT-1 CGATTGACACGCGAAA-1 CGATTGAGTACTCTCC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.5138512
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.1137249 -0.7156837 -0.3449158
#> S100A9 -0.6487908 0.3298845 0.8242757
#> KRT19 -0.8321995 -0.8321995 -0.5138512
#> CGCCAAGAGCCGATTT-1 CGCCAAGCACTAAGTC-1 CGCCAAGGTATGGTTC-1
#> MUCL1 0.2501098 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 1.2021170 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CGCCAAGGTCATCCCT-1 CGCCAAGTCACTTCAT-1 CGCCAAGTCTGCGACG-1
#> MUCL1 0.4354863 -0.9455811 -0.54662545
#> KRT19 -0.8321995 1.1196639 -0.83219951
#> SCGB1B2P -0.6661345 0.9846360 -0.66613451
#> CD24 0.7563466 1.5575755 -0.71568374
#> S100A9 -0.6487908 -0.6487908 -0.08116217
#> KRT19 -0.8321995 1.1196639 -0.83219951
#> CGCGTTTAGACTAAGT-1 CGCGTTTAGCTGGAAC-1 CGCGTTTAGGTGCAAC-1
#> MUCL1 1.6475492 -0.9455811 0.7261870
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 2.7825433 -0.6661345 -0.6661345
#> CD24 1.1265950 -0.7156837 -0.7156837
#> S100A9 1.2602599 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CGCGTTTCATTGAGCT-1 CGCGTTTGTCCCGACA-1 CGCGTTTTCATCTGTT-1
#> MUCL1 -0.9455811 -0.005632209 0.2491561
#> KRT19 -0.8321995 -0.043588911 -0.8321995
#> SCGB1B2P -0.6661345 -0.666134513 -0.6661345
#> CD24 -0.7156837 -0.715683736 -0.7156837
#> S100A9 -0.6487908 -0.648790751 1.0510649
#> KRT19 -0.8321995 -0.043588911 -0.8321995
#> CGCTATCAGCATCATC-1 CGCTATCGTTGGTGGA-1 CGCTGGAAGTCATCCA-1
#> MUCL1 -0.01004444 1.8689698 0.1144558
#> KRT19 -0.83219951 1.0447914 -0.8321995
#> SCGB1B2P -0.66613451 1.7823529 0.2926749
#> CD24 -0.71568374 0.7590334 -0.7156837
#> S100A9 -0.64879075 -0.6487908 0.4544865
#> KRT19 -0.83219951 1.0447914 -0.8321995
#> CGCTGGAAGTGTACTC-1 CGCTGGAAGTTACGGG-1 CGCTGGACAATCCGAT-1
#> MUCL1 -0.9455811 1.7894531 -0.1132752
#> KRT19 -0.8321995 1.9976544 -0.8321995
#> SCGB1B2P -0.6661345 1.5608380 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.9976544 -0.8321995
#> CGCTGGAGTATCACCA-1 CGCTGGATCGCAAACT-1 CGCTTCAAGACCTTTG-1
#> MUCL1 1.097687 -0.9455811 0.2954874
#> KRT19 1.414865 -0.8321995 -0.8321995
#> SCGB1B2P 1.453274 -0.6661345 -0.6661345
#> CD24 1.195151 -0.7156837 -0.7156837
#> S100A9 2.063131 -0.6487908 -0.6487908
#> KRT19 1.414865 -0.8321995 -0.8321995
#> CGCTTCACAAGAAGAG-1 CGCTTCACACAGATTC-1 CGCTTCAGTGAAATCA-1
#> MUCL1 1.7615346 -0.9455811 1.4017167
#> KRT19 1.4939567 -0.8321995 1.3155639
#> SCGB1B2P 1.8813076 -0.6661345 2.4779446
#> CD24 1.8476779 -0.7156837 1.9312761
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.4939567 -0.8321995 1.3155639
#> CGCTTCATCACTGGGC-1 CGGACACAGATGTTAG-1 CGGACACCAGGGCATA-1
#> MUCL1 1.2149537 1.3801937 -0.9455811
#> KRT19 1.1647688 -0.8321995 -0.8321995
#> SCGB1B2P 0.8046981 1.4702880 -0.6661345
#> CD24 0.9175695 -0.7156837 -0.7156837
#> S100A9 3.0864869 -0.6487908 -0.6487908
#> KRT19 1.1647688 -0.8321995 -0.8321995
#> CGGACACGTCCAACTA-1 CGGACGTAGAAAGTGG-1 CGGACGTAGAACTGTA-1
#> MUCL1 -0.9455811 -0.3240876 -0.9455811
#> KRT19 1.2482456 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 0.2354616 1.1216468
#> KRT19 1.2482456 -0.8321995 -0.8321995
#> CGGACGTAGGCCCTCA-1 CGGACGTAGGTGTTAA-1 CGGACGTCACGACTCG-1
#> MUCL1 1.1580985 -0.9455811 0.8463081
#> KRT19 0.8130537 -0.8321995 1.8600355
#> SCGB1B2P 1.5886069 -0.6661345 -0.6661345
#> CD24 1.0212090 -0.7156837 0.7355900
#> S100A9 1.3368213 -0.6487908 -0.6487908
#> KRT19 0.8130537 -0.8321995 1.8600355
#> CGGACGTCAGACTCGC-1 CGGACGTTCCACGACG-1 CGGACGTTCCGCATCT-1
#> MUCL1 -0.6171617 -0.9455811 -0.9455811
#> KRT19 -0.8321995 0.8114745 0.1782783
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.1986392 0.4611804
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.8114745 0.1782783
#> CGGACTGAGAGGTAGA-1 CGGACTGAGGGTATCG-1 CGGACTGGTTGGGACA-1
#> MUCL1 -0.5850841 -0.44977166 -0.9455811
#> KRT19 -0.4072085 -0.24768836 -0.8321995
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 -0.7156837 -0.03492640 -0.7156837
#> S100A9 -0.6487908 0.05664007 -0.6487908
#> KRT19 -0.4072085 -0.24768836 -0.8321995
#> CGGACTGTCAACACTG-1 CGGACTGTCACCGGGT-1 CGGAGCTCAATTGCTG-1
#> MUCL1 1.4624794 -0.1077896 1.5985699
#> KRT19 0.7808746 0.1554753 1.2224439
#> SCGB1B2P 1.9620619 0.3697784 1.7887036
#> CD24 2.3228192 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.8309032
#> KRT19 0.7808746 0.1554753 1.2224439
#> CGGAGCTCACTCGACG-1 CGGAGCTCAGCTGCAC-1 CGGAGCTGTCGAAAGC-1
#> MUCL1 0.4030084 1.0802405 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 0.9745954 -0.7156837
#> S100A9 -0.6487908 1.1027512 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CGGAGTCCACCTGGTG-1 CGGAGTCGTCTAGGTT-1 CGGCTAGCATTCGACA-1
#> MUCL1 0.06008221 -0.9455811 1.4435923
#> KRT19 -0.83219951 -0.8321995 1.0031847
#> SCGB1B2P -0.66613451 -0.6661345 2.1743167
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 -0.64879075 0.1030405 1.5662852
#> KRT19 -0.83219951 -0.8321995 1.0031847
#> CGGGTCACAAACAACA-1 CGGGTCAGTAGGACAC-1 CGGGTCATCGCCAAAT-1
#> MUCL1 -0.9455811 -0.9455811 1.9679812
#> KRT19 -0.8321995 -0.8321995 0.9880912
#> SCGB1B2P -0.6661345 -0.6661345 2.1884619
#> CD24 -0.7156837 -0.7156837 1.4043379
#> S100A9 1.1276959 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.9880912
#> CGGTTAACAGTGGAGT-1 CGGTTAATCCTAAGTG-1 CGGTTAATCGAGGTAG-1
#> MUCL1 -0.5079025 0.1678758 1.6335033
#> KRT19 1.5059747 -0.8321995 0.8169096
#> SCGB1B2P -0.1249535 -0.6661345 2.4140500
#> CD24 1.8915129 -0.7156837 -0.7156837
#> S100A9 1.1454438 -0.6487908 1.3414748
#> KRT19 1.5059747 -0.8321995 0.8169096
#> CGTAGCGAGAATTGTG-1 CGTAGCGAGATAGTCA-1 CGTAGCGCAGACGTAG-1
#> MUCL1 0.9917831 -0.9455811 -0.9455811
#> KRT19 1.1891932 2.1052392 1.5690549
#> SCGB1B2P 1.4539831 -0.6661345 0.3210202
#> CD24 1.7567758 1.1092039 1.7874990
#> S100A9 1.4514092 3.1413545 0.8956070
#> KRT19 1.1891932 2.1052392 1.5690549
#> CGTAGCGGTTGAGGTG-1 CGTAGCGTCAGCTCTC-1 CGTAGGCAGGCATGTG-1
#> MUCL1 0.03741253 -0.54296515 -0.1414395
#> KRT19 -0.16789071 -0.35755443 -0.8321995
#> SCGB1B2P -0.66613451 -0.66613451 -0.6661345
#> CD24 -0.71568374 -0.71568374 -0.7156837
#> S100A9 -0.64879075 -0.07595434 -0.6487908
#> KRT19 -0.16789071 -0.35755443 -0.8321995
#> CGTAGGCTCAGAGACG-1 CGTCACTAGACTGGGT-1 CGTCACTCACCGAAAG-1
#> MUCL1 -0.9455811 0.953493621 0.8122148
#> KRT19 -0.8321995 1.171617961 -0.8321995
#> SCGB1B2P 0.3336696 1.783249738 -0.6661345
#> CD24 -0.7156837 2.004180259 -0.7156837
#> S100A9 0.1425875 -0.006923812 -0.6487908
#> KRT19 -0.8321995 1.171617961 -0.8321995
#> CGTCACTCAGTTTACG-1 CGTCACTCATGGTCTA-1 CGTCACTGTCATCCCT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 1.8707919 -0.8321995
#> SCGB1B2P -0.6661345 1.1198546 0.7082327
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 2.1409227 -0.6487908
#> KRT19 -0.8321995 1.8707919 -0.8321995
#> CGTCACTGTTATGTGC-1 CGTCACTTCGATAGAA-1 CGTCAGGTCCATTCTA-1
#> MUCL1 -0.9455811 0.2891412 -0.431027657
#> KRT19 -0.8321995 -0.8321995 0.062157141
#> SCGB1B2P -0.6661345 -0.6661345 -0.029899223
#> CD24 -0.7156837 -0.7156837 -0.009190478
#> S100A9 -0.6487908 -0.6487908 -0.648790751
#> KRT19 -0.8321995 -0.8321995 0.062157141
#> CGTCCATAGGGAGTAA-1 CGTCCATGTGGCCCTA-1 CGTCCATTCGTAGATC-1
#> MUCL1 1.4912400 -0.9455811 0.3648870
#> KRT19 1.5940385 -0.8321995 1.0896960
#> SCGB1B2P 0.9465172 -0.6661345 0.9542338
#> CD24 -0.7156837 -0.7156837 1.5226730
#> S100A9 1.6615036 0.1087764 2.4129978
#> KRT19 1.5940385 -0.8321995 1.0896960
#> CGTCCATTCTCCGGTT-1 CGTCTACGTGTCAATC-1 CGTCTACGTTATTCTC-1
#> MUCL1 1.7403853 2.0477481 -0.9455811
#> KRT19 0.5882168 0.3884025 -0.8321995
#> SCGB1B2P 1.4484591 2.5189505 -0.6661345
#> CD24 1.3720220 1.5675745 -0.7156837
#> S100A9 -0.6487908 0.8243211 0.8043003
#> KRT19 0.5882168 0.3884025 -0.8321995
#> CGTGAGCAGGGCTCTC-1 CGTGAGCGTAAGCACG-1 CGTGAGCTCCTAAGTG-1
#> MUCL1 1.3781907 0.4509584 1.5451957
#> KRT19 1.1057857 0.8141848 1.8420380
#> SCGB1B2P 1.1332740 1.0606593 0.1079327
#> CD24 1.2824292 -0.7156837 1.0504571
#> S100A9 -0.6487908 1.7970429 2.7303113
#> KRT19 1.1057857 0.8141848 1.8420380
#> CGTGTAATCGACGGAA-1 CGTGTCTAGTATGACA-1 CGTGTCTCAACGCACC-1
#> MUCL1 -0.9455811 -0.6009208 -0.9455811
#> KRT19 -0.8321995 -0.8321995 1.0810743
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.2424575 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 1.0810743
#> CGTGTCTGTGGTCCGT-1 CGTGTCTTCCTTTACA-1 CGTTAGAGTAAGTGTA-1
#> MUCL1 0.8237883 1.7741914 -0.9455811
#> KRT19 1.7181684 0.8537166 -0.8321995
#> SCGB1B2P -0.6661345 1.1021219 -0.6661345
#> CD24 1.1719623 -0.7156837 -0.7156837
#> S100A9 1.6435087 -0.6487908 -0.6487908
#> KRT19 1.7181684 0.8537166 -0.8321995
#> CGTTAGAGTATATCCG-1 CGTTAGAGTGTTCGAT-1 CGTTCTGAGACAGAGA-1
#> MUCL1 1.8536014 0.65280899 1.2595359
#> KRT19 0.9193510 0.36285603 1.3769447
#> SCGB1B2P 2.0727487 0.06085948 1.4139020
#> CD24 -0.7156837 -0.71568374 1.4092738
#> S100A9 2.5499250 -0.64879075 -0.6487908
#> KRT19 0.9193510 0.36285603 1.3769447
#> CGTTCTGCACTCTGTC-1 CGTTCTGCAGGTGCCT-1 CGTTCTGCATCACCCT-1
#> MUCL1 0.2777531 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 0.4130064
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CGTTCTGGTCTCAACA-1 CGTTCTGGTGGCCCTA-1 CGTTCTGTCGAGAACG-1
#> MUCL1 0.1040683 0.5146457 1.1574574
#> KRT19 0.9880912 0.9989077 1.6470786
#> SCGB1B2P 0.6317365 1.6579484 -0.6661345
#> CD24 1.1478785 0.9234106 1.5743307
#> S100A9 1.5480693 0.5003378 2.4083623
#> KRT19 0.9880912 0.9989077 1.6470786
#> CGTTCTGTCGGCGGTT-1 CGTTGGGAGCCTCGTG-1 CGTTGGGGTCTAGTCA-1
#> MUCL1 -0.9455811 1.7221816 -0.9455811
#> KRT19 1.6688442 0.7779135 -0.8321995
#> SCGB1B2P -0.6661345 0.6416498 -0.6661345
#> CD24 0.8681702 0.7365161 -0.7156837
#> S100A9 2.1739345 -0.6487908 -0.6487908
#> KRT19 1.6688442 0.7779135 -0.8321995
#> CGTTGGGTCCCAAGAT-1 CGTTGGGTCGAACGGA-1 CTAACTTAGACTACAA-1
#> MUCL1 -0.9455811 -0.9455811 1.3499159
#> KRT19 0.2480564 -0.8321995 -0.8321995
#> SCGB1B2P 1.4610629 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.7923252
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.2480564 -0.8321995 -0.8321995
#> CTAACTTCAATACGCT-1 CTAAGACAGGTACTCT-1 CTAAGACCATATACGC-1
#> MUCL1 0.4198337 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CTAATGGAGACCACGA-1 CTAATGGCATCCAACA-1 CTAATGGGTATATGGA-1
#> MUCL1 0.1017610 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 0.3107143
#> SCGB1B2P -0.6661345 0.8402199 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.0304530
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.3107143
#> CTAATGGTCGTGACAT-1 CTACACCAGGACCACA-1 CTACACCAGTATGACA-1
#> MUCL1 1.734924 -0.9455811 0.4594939
#> KRT19 1.966056 -0.8321995 -0.8321995
#> SCGB1B2P 1.381909 -0.6661345 1.0712134
#> CD24 1.558521 1.3064360 1.2135154
#> S100A9 2.647679 -0.6487908 3.1359742
#> KRT19 1.966056 -0.8321995 -0.8321995
#> CTACACCAGTCAAGGC-1 CTACACCAGTCATCCA-1 CTACACCGTATAGGGC-1
#> MUCL1 -0.9455811 0.3057380 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 2.2540786 -0.7156837
#> S100A9 -0.6487908 1.1315688 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CTACACCGTCCTCTTG-1 CTACACCTCTGTGCAA-1 CTACATTAGCGGATCA-1
#> MUCL1 0.4120402 -0.9455811 -0.9455811
#> KRT19 2.0532504 0.9040309 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.5895558 1.3064360 -0.3234978
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 2.0532504 0.9040309 -0.8321995
#> CTACATTAGCTCTCGG-1 CTACATTAGTTGAGAT-1 CTACATTCAGGTGCCT-1
#> MUCL1 -0.9455811 -0.6107061 1.0089854
#> KRT19 -0.8321995 -0.8321995 1.2451657
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 2.6045154
#> KRT19 -0.8321995 -0.8321995 1.2451657
#> CTACATTCAGTCCTTC-1 CTACATTGTTCCAACA-1 CTACATTTCCAAGTAC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 0.2574173 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 1.0073542
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.2574173 -0.8321995
#> CTACCCACAGTCACTA-1 CTACCCAGTGTGCCTG-1 CTACGTCAGAGTACCG-1
#> MUCL1 0.3731397 -0.01560513 1.4122831
#> KRT19 0.7224442 -0.83219951 1.5017488
#> SCGB1B2P 0.9644380 0.48376264 -0.6661345
#> CD24 1.0949491 -0.71568374 1.4087784
#> S100A9 1.2274670 -0.64879075 1.1020115
#> KRT19 0.7224442 -0.83219951 1.5017488
#> CTACGTCCATTGGCGC-1 CTACGTCGTCGACTAT-1 CTACGTCGTCGGCATC-1
#> MUCL1 -0.9455811 -0.9455811 0.5802332
#> KRT19 -0.8321995 -0.8321995 0.3854083
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.3854083
#> CTAGAGTCACAGATTC-1 CTAGCCTAGGTCATCT-1 CTAGCCTGTGAAATCA-1
#> MUCL1 -0.3234492 0.1927716 0.8439674
#> KRT19 -0.8321995 -0.8321995 1.2775043
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 0.2363699 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 1.2775043
#> CTAGCCTTCAGGCGAA-1 CTAGCCTTCTATGTGG-1 CTAGTGAAGCTATGCT-1
#> MUCL1 -0.9455811 1.608902 0.3809024
#> KRT19 -0.8321995 1.443857 -0.8321995
#> SCGB1B2P 0.8152739 2.131333 -0.6661345
#> CD24 -0.7156837 1.227669 -0.7156837
#> S100A9 -0.6487908 2.098121 -0.6487908
#> KRT19 -0.8321995 1.443857 -0.8321995
#> CTAGTGACAGTGGAGT-1 CTAGTGACATTGGGCC-1 CTCACACAGCAGCCTC-1
#> MUCL1 -0.9455811 0.6833606 -0.9455811
#> KRT19 -0.8321995 1.3134320 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.0818941 1.7330255
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.3134320 -0.8321995
#> CTCACACCACATAACC-1 CTCACACGTAAAGGAG-1 CTCACACGTCGTGGCT-1
#> MUCL1 -0.7814669 1.5232156 0.3636315
#> KRT19 -0.8321995 1.0408758 -0.8321995
#> SCGB1B2P -0.6661345 1.5957649 -0.6661345
#> CD24 -0.7156837 1.2081597 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.0408758 -0.8321995
#> CTCAGAAGTACTTGAC-1 CTCAGAAGTCATTAGC-1 CTCATTAGTCCCGACA-1
#> MUCL1 1.6669940 -0.34962810 0.3241633
#> KRT19 0.9206019 1.56628044 0.6647057
#> SCGB1B2P 2.8136203 0.07074974 -0.6661345
#> CD24 0.4894649 2.14692224 -0.7156837
#> S100A9 0.2262401 0.56837405 -0.6487908
#> KRT19 0.9206019 1.56628044 0.6647057
#> CTCCTAGAGCGATAGC-1 CTCCTAGCAATAACGA-1 CTCCTAGCACTGTCGG-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 0.6286432 0.3100844 0.8335701
#> SCGB1B2P 0.5898993 -0.6661345 -0.6661345
#> CD24 0.6790509 -0.7156837 -0.7156837
#> S100A9 0.1901523 -0.6487908 -0.6487908
#> KRT19 0.6286432 0.3100844 0.8335701
#> CTCCTAGGTAATAGCA-1 CTCCTAGGTCACTTCC-1 CTCCTAGGTGCCTGGT-1
#> MUCL1 0.3154078 0.5079307 1.445007
#> KRT19 -0.8321995 -0.8321995 1.351469
#> SCGB1B2P -0.6661345 -0.6661345 2.260244
#> CD24 -0.7156837 -0.7156837 1.318686
#> S100A9 -0.6487908 -0.6487908 1.050786
#> KRT19 -0.8321995 -0.8321995 1.351469
#> CTCCTAGGTTCGGCAC-1 CTCCTAGTCATGTCCC-1 CTCCTAGTCGCTGATA-1
#> MUCL1 -0.9455811 -0.3166083 1.0854138
#> KRT19 -0.3518971 -0.8321995 1.1742625
#> SCGB1B2P -0.1623741 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.4361180
#> S100A9 -0.6487908 -0.6487908 1.3145927
#> KRT19 -0.3518971 -0.8321995 1.1742625
#> CTCCTAGTCGGTGTTA-1 CTCGAAAAGATCCCGC-1 CTCGAAAAGTTAGCGG-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 1.0328898 0.9557908
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CTCGAAATCAACACAC-1 CTCGAAATCATGCTCC-1 CTCGAAATCTGGAGCC-1
#> MUCL1 1.7136266 -0.9455811 -0.25203517
#> KRT19 0.7981345 -0.8321995 -0.01457626
#> SCGB1B2P 2.0193252 -0.6661345 -0.66613451
#> CD24 1.1831027 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 0.7981345 -0.8321995 -0.01457626
#> CTCGAGGAGATATGCA-1 CTCGAGGCACGTAAGG-1 CTCGAGGGTCTGATTG-1
#> MUCL1 -0.9455811 -0.02577653 1.1672062
#> KRT19 -0.8321995 -0.83219951 0.2549192
#> SCGB1B2P -0.6661345 0.47118590 0.6866841
#> CD24 -0.7156837 -0.71568374 1.2124404
#> S100A9 -0.6487908 -0.64879075 0.9078628
#> KRT19 -0.8321995 -0.83219951 0.2549192
#> CTCGGAGCATCCTAGA-1 CTCGGAGCATTGGGCC-1 CTCGGGAAGGAATTAC-1
#> MUCL1 0.4754561 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 0.7063207 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CTCGGGAAGGCACATG-1 CTCGTACCATACGCTA-1 CTCGTACGTGCAGGTA-1
#> MUCL1 1.873989 -0.9455811 2.0451482
#> KRT19 1.333490 -0.8321995 1.1203596
#> SCGB1B2P 2.384688 -0.6661345 2.2780421
#> CD24 2.051511 -0.7156837 1.0225020
#> S100A9 2.174864 -0.6487908 0.4887368
#> KRT19 1.333490 -0.8321995 1.1203596
#> CTCGTACTCATGTGGT-1 CTCGTCAAGATGAGAG-1 CTCGTCACAAGTCTAC-1
#> MUCL1 -0.9455811 2.186153 -0.9455811
#> KRT19 -0.8321995 1.603468 0.1219453
#> SCGB1B2P -0.6661345 1.510974 0.3346108
#> CD24 -0.4009032 2.217431 0.3955715
#> S100A9 -0.6487908 2.215109 -0.6487908
#> KRT19 -0.8321995 1.603468 0.1219453
#> CTCGTCACATCTGGTA-1 CTCGTCAGTCAAACTC-1 CTCGTCAGTGCAACTT-1
#> MUCL1 -0.3153888 -0.3194021 0.2950879
#> KRT19 -0.8321995 -0.8321995 1.9339386
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 2.2615338
#> S100A9 0.2478381 -0.6487908 1.3782681
#> KRT19 -0.8321995 -0.8321995 1.9339386
#> CTCGTCATCCCTCAGT-1 CTCTAATTCCAATGGT-1 CTCTAATTCCTCCTAG-1
#> MUCL1 -0.9455811 0.5836836 -0.9455811
#> KRT19 -0.8321995 1.2530024 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 0.7351454 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.2530024 -0.8321995
#> CTCTACGGTAGGAGTC-1 CTCTACGGTTTAGCTG-1 CTCTGGTAGATAGCAT-1
#> MUCL1 -0.94558109 1.2466758 1.8642340
#> KRT19 -0.83219951 0.7576564 0.7476257
#> SCGB1B2P -0.03386959 -0.6661345 1.6241935
#> CD24 -0.71568374 1.1359594 -0.7156837
#> S100A9 -0.64879075 -0.6487908 0.8216086
#> KRT19 -0.83219951 0.7576564 0.7476257
#> CTCTGGTAGCTGTTCA-1 CTCTGGTAGTGCCATT-1 CTCTGGTTCTAGCACA-1
#> MUCL1 -0.4930914 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 0.8016579
#> SCGB1B2P -0.6661345 -0.6661345 1.0475205
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.8016579
#> CTGAAACGTATAATGG-1 CTGAAGTCAAAGAATC-1 CTGAAGTCACATGTGT-1
#> MUCL1 0.1429870 -0.9455811 0.4674018
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 0.3675052 -0.6661345
#> CD24 0.7789444 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CTGAAGTTCCTCGCAT-1 CTGATAGCAAGGGTCA-1 CTGATAGGTCTAGTCA-1
#> MUCL1 0.3975434 -0.9455811 -0.07562757
#> KRT19 -0.8321995 1.8545158 1.44512026
#> SCGB1B2P -0.6661345 -0.2342397 0.08605902
#> CD24 1.1284560 1.7762870 2.19208067
#> S100A9 -0.6487908 0.4916102 1.66483020
#> KRT19 -0.8321995 1.8545158 1.44512026
#> CTGATCCAGACCGGAT-1 CTGATCCGTCTCATCC-1 CTGATCCTCCAGAAGG-1
#> MUCL1 1.2222902 -0.9455811 1.4341298
#> KRT19 1.2090997 -0.8321995 0.8849749
#> SCGB1B2P 0.4011172 -0.6661345 -0.6661345
#> CD24 1.1218146 -0.7156837 -0.7156837
#> S100A9 1.9453999 -0.6487908 1.8847992
#> KRT19 1.2090997 -0.8321995 0.8849749
#> CTGATCCTCCATGAGT-1 CTGATCCTCGAGAGCA-1 CTGATCCTCGGCCGAT-1
#> MUCL1 -0.9455811 1.215972 -0.38943485
#> KRT19 -0.8321995 1.451168 -0.17655713
#> SCGB1B2P -0.6661345 1.597631 -0.66613451
#> CD24 -0.0998326 1.798064 0.04791737
#> S100A9 -0.6487908 2.230690 0.14248645
#> KRT19 -0.8321995 1.451168 -0.17655713
#> CTGCCTAGTAAAGTCA-1 CTGCCTATCGTCGTTC-1 CTGCCTATCTTTACGT-1
#> MUCL1 -0.9455811 -0.9455811 1.4406202
#> KRT19 -0.2306615 -0.8321995 0.8923026
#> SCGB1B2P -0.2713082 -0.6661345 1.7818040
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 0.6525915 -0.6487908 -0.6487908
#> KRT19 -0.2306615 -0.8321995 0.8923026
#> CTGCGGAAGCTAACAA-1 CTGCGGAGTAGGGTAC-1 CTGCGGAGTTTGGCGC-1
#> MUCL1 0.4928701 -0.9455811 0.3835218
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> CTGCTGTCAGCCTGTG-1 CTGCTGTTCCGTACAA-1 CTGGTCTCATGCCCGA-1
#> MUCL1 -0.3777320 -0.9455811 0.4920249
#> KRT19 -0.8321995 -0.8321995 0.8625983
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 0.5212904 0.9761723 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.8625983
#> CTGTGCTAGTGTACTC-1 CTGTGCTCACTAGTAC-1 CTGTGCTGTATTAGCC-1
#> MUCL1 -0.2070037 0.7625271 0.9014677
#> KRT19 -0.8321995 0.8016579 -0.8321995
#> SCGB1B2P 0.2471021 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.6295867 1.1173775
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.8016579 -0.8321995
#> CTGTGCTTCAACACTG-1 CTGTTTACAGGGTATG-1 CTGTTTAGTGCTGTAT-1
#> MUCL1 1.0634023 1.6976983 1.3849473
#> KRT19 1.2228531 -0.8321995 1.1361373
#> SCGB1B2P 0.9277096 1.0125377 1.0013701
#> CD24 -0.7156837 1.8526825 -0.7156837
#> S100A9 1.9105997 2.0126638 -0.6487908
#> KRT19 1.2228531 -0.8321995 1.1361373
#> CTGTTTATCTTAGAGC-1 CTTAACTAGGCCCGTT-1 CTTAACTCATGGGAAC-1
#> MUCL1 -0.94558109 -0.9455811 1.7700639
#> KRT19 -0.83219951 -0.8321995 -0.8321995
#> SCGB1B2P -0.66613451 -0.6661345 1.4594313
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 -0.04834666 -0.6487908 -0.6487908
#> KRT19 -0.83219951 -0.8321995 -0.8321995
#> CTTAACTTCAAACCGT-1 CTTAACTTCGGTCCGA-1 CTTACCGCACAGCCCA-1
#> MUCL1 -0.9455811 -0.05829597 0.8946996
#> KRT19 -0.8321995 1.58930566 1.3906623
#> SCGB1B2P -0.6661345 0.43097624 1.0795133
#> CD24 -0.7156837 2.19860052 1.8731967
#> S100A9 -0.6487908 -0.64879075 2.1973764
#> KRT19 -0.8321995 1.58930566 1.3906623
#> CTTACCGGTAAGAGAG-1 CTTAGGACAACACGCC-1 CTTCTCTCACGAAAGC-1
#> MUCL1 -0.9455811 0.3776507 -0.5243801
#> KRT19 -0.8321995 -0.8321995 -0.3356445
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 0.6815496 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.3356445
#> CTTCTCTTCTGTACGA-1 CTTGGCTAGTGCAAGC-1 CTTGGCTCAGTGGAGT-1
#> MUCL1 -0.9455811 -0.6244479 -0.9455811
#> KRT19 -0.8321995 1.5862622 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.6891185 1.2059128 -0.7156837
#> S100A9 0.8069274 1.3052566 -0.6487908
#> KRT19 -0.8321995 1.5862622 -0.8321995
#> CTTGGCTCATTGGCGC-1 CTTGGCTGTCGACTGC-1 CTTGGCTTCTAGCACA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 0.8279562
#> SCGB1B2P -0.2092161 -0.6661345 -0.6661345
#> CD24 0.2751678 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.8279562
#> CTTTGCGCAGGCTCAC-1 CTTTGCGGTGGCTCCA-1 GAAACTCCACAGAGGT-1
#> MUCL1 1.4052436 -0.9455811 -0.1729330
#> KRT19 1.0362317 -0.8321995 -0.8321995
#> SCGB1B2P 1.0616102 -0.6661345 -0.6661345
#> CD24 1.2028518 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.0362317 -0.8321995 -0.8321995
#> GAAACTCCATCTGGTA-1 GAAACTCGTGTGCGTC-1 GAAACTCTCACGATGT-1
#> MUCL1 0.2860042 -0.9455811 -0.05044181
#> KRT19 0.6197199 0.4906637 -0.08948564
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 -0.7156837 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.6487908 0.62480107
#> KRT19 0.6197199 0.4906637 -0.08948564
#> GAAACTCTCCCAGGTG-1 GAAACTCTCGAGAACG-1 GAAATGACATCGGTTA-1
#> MUCL1 -0.9455810917 -0.3217089 1.5869752
#> KRT19 -0.8321995100 -0.8321995 -0.8321995
#> SCGB1B2P -0.0004166778 -0.6661345 1.6432095
#> CD24 -0.7156837357 -0.7156837 1.1445168
#> S100A9 -0.6487907507 -0.6487908 -0.6487908
#> KRT19 -0.8321995100 -0.8321995 -0.8321995
#> GAACATCCACGCGAAA-1 GAACATCCATCACCCT-1 GAACATCTCAAACCAC-1
#> MUCL1 -0.9455811 -0.1219589 -0.9455811
#> KRT19 -0.8321995 -0.8321995 1.0738291
#> SCGB1B2P -0.6661345 -0.6661345 0.9381584
#> CD24 -0.7156837 -0.7156837 2.2200901
#> S100A9 1.2148314 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 1.0738291
#> GAACATCTCTATCGCC-1 GAACCTAAGGCTATCT-1 GAACCTACAAGCCGTC-1
#> MUCL1 1.0797772 1.6451877 -0.9455811
#> KRT19 0.9443742 1.6313033 -0.3897291
#> SCGB1B2P 1.1972071 0.8817730 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.7648556 2.2003283 -0.6487908
#> KRT19 0.9443742 1.6313033 -0.3897291
#> GAACCTACATATACCG-1 GAACCTATCCTTGGTC-1 GAACCTATCTGCAAGT-1
#> MUCL1 0.1956825 -0.9455811 -0.6203389
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.2639788
#> CD24 -0.7156837 -0.7156837 -0.2691190
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GAACGGAAGAGGGATA-1 GAACGGAGTACCATCA-1 GAACGGAGTAGCCTCG-1
#> MUCL1 1.606277 -0.9455811 2.1517390
#> KRT19 1.795859 -0.8321995 0.8658436
#> SCGB1B2P 1.724033 0.4459662 2.6899119
#> CD24 1.879882 -0.7156837 1.0816073
#> S100A9 1.039943 -0.6487908 2.3304985
#> KRT19 1.795859 -0.8321995 0.8658436
#> GAACGGATCGTCTGAA-1 GAACGGATCTGGCGAC-1 GAAGCAGAGAATTCCC-1
#> MUCL1 0.2430111 0.4385865 1.5261597
#> KRT19 -0.8321995 0.2336039 0.7440629
#> SCGB1B2P -0.6661345 -0.6661345 2.0295032
#> CD24 -0.7156837 0.5256159 1.1201276
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.2336039 0.7440629
#> GAAGCAGAGCCACGCT-1 GAAGCAGAGTCCGTAT-1 GAAGCAGCATTATCTC-1
#> MUCL1 -0.9455811 0.4746439 0.4977423
#> KRT19 -0.8321995 -0.8321995 1.6589634
#> SCGB1B2P -0.6661345 -0.6661345 2.2782181
#> CD24 -0.7156837 1.2343167 2.0227318
#> S100A9 -0.6487908 -0.6487908 0.9014666
#> KRT19 -0.8321995 -0.8321995 1.6589634
#> GAAGCAGGTCTTGTCC-1 GAATAAGAGTGAATTG-1 GAATAAGTCAGCTCTC-1
#> MUCL1 -0.9455811 0.3709020 -0.9455811
#> KRT19 -0.8321995 0.3600272 1.4596190
#> SCGB1B2P 1.0597100 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.1308841
#> S100A9 -0.6487908 0.7900757 0.3077434
#> KRT19 -0.8321995 0.3600272 1.4596190
#> GAATAAGTCGGACAAG-1 GAATAAGTCTTCTGGC-1 GAATGAAAGACTAGAT-1
#> MUCL1 1.7079536 1.8566202 0.01309067
#> KRT19 0.8365579 0.8373471 0.29798134
#> SCGB1B2P 1.3164873 2.9681489 -0.66613451
#> CD24 1.2278530 -0.7156837 -0.71568374
#> S100A9 1.2467410 -0.6487908 -0.64879075
#> KRT19 0.8365579 0.8373471 0.29798134
#> GAATGAAAGGCTCTTA-1 GAATGAACACAAGACG-1 GAATGAACAGTAAGCG-1
#> MUCL1 1.1411662 0.03861592 -0.5860904
#> KRT19 0.8576452 -0.83219951 -0.4083950
#> SCGB1B2P 1.1062423 0.55080590 -0.6661345
#> CD24 -0.7156837 -0.71568374 -0.7156837
#> S100A9 2.3202045 -0.64879075 -0.6487908
#> KRT19 0.8576452 -0.83219951 -0.4083950
#> GAATGAAGTGAGTGAC-1 GACACGCAGATGCCTT-1 GACACGCAGCGTTTAC-1
#> MUCL1 1.7478709 -0.9455811 -0.9455811
#> KRT19 1.0642385 -0.8321995 -0.8321995
#> SCGB1B2P 1.6206375 -0.6661345 -0.6661345
#> CD24 0.8077990 -0.7156837 0.3192300
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.0642385 -0.8321995 -0.8321995
#> GACACGCCACTCGACG-1 GACACGCCATAGTAAG-1 GACACGCGTCCGACGT-1
#> MUCL1 -0.94558109 1.3427643 1.2621503
#> KRT19 -0.83219951 -0.8321995 1.1539966
#> SCGB1B2P -0.66613451 1.1145785 -0.6661345
#> CD24 -0.71568374 1.2616692 -0.7156837
#> S100A9 -0.06031908 -0.6487908 1.2908585
#> KRT19 -0.83219951 -0.8321995 1.1539966
#> GACACGCGTGGGTCAA-1 GACACGCGTTCCTCCA-1 GACACGCGTTTCCACC-1
#> MUCL1 0.1376337 1.6193911 -0.9455811
#> KRT19 0.1065815 1.2127148 -0.8321995
#> SCGB1B2P -0.6661345 0.8522081 -0.6661345
#> CD24 -0.7156837 2.3076584 -0.7156837
#> S100A9 0.1279325 1.8191615 1.4173799
#> KRT19 0.1065815 1.2127148 -0.8321995
#> GACACGCTCATGCAAC-1 GACACGCTCCGGGTGT-1 GACAGAGTCAGAGACG-1
#> MUCL1 -0.9455811 0.7850738 1.044463
#> KRT19 -0.8321995 1.2080744 1.676069
#> SCGB1B2P -0.6661345 1.8022463 1.154893
#> CD24 -0.7156837 0.7911226 2.016691
#> S100A9 -0.6487908 0.9126286 1.908373
#> KRT19 -0.8321995 1.2080744 1.676069
#> GACAGAGTCATTCACT-1 GACCAATAGATCCCAT-1 GACCAATCAGGGTTAG-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.8793577 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GACCAATGTCTGCCAG-1 GACCAATTCATAGCAC-1 GACCTGGCAGGTTTCA-1
#> MUCL1 0.5083687 -0.9455811 -0.9455811
#> KRT19 0.8818660 -0.8321995 -0.4647981
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.2806215 -0.7156837 -0.7156837
#> S100A9 1.4198689 -0.6487908 -0.6487908
#> KRT19 0.8818660 -0.8321995 -0.4647981
#> GACCTGGGTGCACCAC-1 GACCTGGTCCTTGGTC-1 GACGCGTAGAAGGTTT-1
#> MUCL1 -0.9455811 0.2539467 -0.9455811
#> KRT19 -0.8321995 1.5651930 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.8113448 -0.7156837
#> S100A9 -0.6487908 -0.6487908 0.1481911
#> KRT19 -0.8321995 1.5651930 -0.8321995
#> GACGCGTCACGAAACG-1 GACGCGTCAGGCAGTA-1 GACGCGTGTTGATTGC-1
#> MUCL1 1.6490607 0.5118884 1.402722
#> KRT19 1.0558242 1.2681684 1.156597
#> SCGB1B2P 2.5712275 -0.6661345 1.419795
#> CD24 0.9086026 -0.7156837 2.052025
#> S100A9 2.0242180 -0.6487908 1.751435
#> KRT19 1.0558242 1.2681684 1.156597
#> GACGCGTTCAAACAAG-1 GACGCGTTCTTCGGTC-1 GACGGCTGTAAAGTCA-1
#> MUCL1 -0.03415167 -0.9455811 1.6787215
#> KRT19 1.21938685 -0.8321995 0.9149276
#> SCGB1B2P -0.18450269 -0.6661345 0.5612411
#> CD24 1.58899925 0.2223400 -0.7156837
#> S100A9 -0.31751337 -0.6487908 0.7635187
#> KRT19 1.21938685 -0.8321995 0.9149276
#> GACGTGCAGTGTACCT-1 GACGTGCCAAATCCGT-1 GACGTGCCACGGTTTA-1
#> MUCL1 1.331553 -0.6758359 0.3995846
#> KRT19 1.570248 -0.8321995 -0.8321995
#> SCGB1B2P 1.541540 -0.6661345 0.9971367
#> CD24 1.906689 -0.7156837 -0.7156837
#> S100A9 1.284565 -0.6487908 -0.6487908
#> KRT19 1.570248 -0.8321995 -0.8321995
#> GACGTGCGTACCGAGA-1 GACGTGCGTAGTAGTA-1 GACGTGCGTCAGCTAT-1
#> MUCL1 -0.9455811 -0.9455811 0.5506509
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 0.7424421 1.1273285 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GACGTGCGTGTGAAAT-1 GACGTGCGTTCCCTTG-1 GACGTGCTCGTCTGCT-1
#> MUCL1 -0.9455811 0.6718326 0.4321629
#> KRT19 -0.4426417 0.6981075 -0.8321995
#> SCGB1B2P -0.2575507 -0.6661345 1.0374190
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.4426417 0.6981075 -0.8321995
#> GACGTTAAGCCTTGAT-1 GACGTTAAGCGTCAAG-1 GACGTTAAGGCACATG-1
#> MUCL1 1.2653443 -0.9455811 0.8292139
#> KRT19 1.5586903 0.3506104 1.1361373
#> SCGB1B2P 1.9046565 -0.6661345 1.0013701
#> CD24 0.8224422 -0.7156837 1.7211491
#> S100A9 2.0384240 -0.6487908 2.1941442
#> KRT19 1.5586903 0.3506104 1.1361373
#> GACGTTAGTAGCTTGT-1 GACGTTAGTTGGTAAA-1 GACTAACAGCGTCTAT-1
#> MUCL1 1.767547 0.7428848 1.4009142
#> KRT19 1.513313 -0.8321995 1.4166912
#> SCGB1B2P 1.624629 1.0239453 0.8951314
#> CD24 1.124740 -0.7156837 1.4546431
#> S100A9 1.258338 1.2959405 1.9750768
#> KRT19 1.513313 -0.8321995 1.4166912
#> GACTAACCAGATGGGT-1 GACTAACGTGGAAAGA-1 GACTAACTCATGTCCC-1
#> MUCL1 -0.9455811 1.1102876 0.4440975
#> KRT19 -0.8321995 1.4888224 1.8032272
#> SCGB1B2P 1.1103943 0.8427205 -0.6661345
#> CD24 -0.7156837 1.9875199 1.1923758
#> S100A9 -0.6487908 1.0874097 1.3284248
#> KRT19 -0.8321995 1.4888224 1.8032272
#> GACTACAAGAACTCGG-1 GACTACACACACCGAC-1 GACTACACACTCAGGC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 0.9904329 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GACTACATCATGTCTT-1 GACTACATCGGCGGTT-1 GACTGCGAGCGGCTTC-1
#> MUCL1 -0.9455811 0.8295711 -0.9455811
#> KRT19 -0.8321995 1.2605325 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.7216396 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.2605325 -0.8321995
#> GACTGCGAGCTGAAAT-1 GACTGCGAGGTCGGAT-1 GACTGCGAGTGCAAGC-1
#> MUCL1 -0.94558109 -0.9455811 -0.9455811
#> KRT19 -0.10219273 -0.8321995 -0.8321995
#> SCGB1B2P 0.09952583 -0.6661345 -0.6661345
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 0.23223485 -0.6487908 -0.6487908
#> KRT19 -0.10219273 -0.8321995 -0.8321995
#> GACTGCGGTGCAACGA-1 GAGCAGAAGCGATAGC-1 GAGCAGACAGACGCTC-1
#> MUCL1 1.2267978 0.3605089 -0.9455811
#> KRT19 0.7354586 -0.8321995 -0.8321995
#> SCGB1B2P 1.6108646 0.9488203 -0.3261590
#> CD24 -0.7156837 1.0776067 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.7354586 -0.8321995 -0.8321995
#> GAGGTGAAGATGTAAC-1 GAGGTGACACCTATCC-1 GAGGTGACATCCGTGG-1
#> MUCL1 -0.9455811 0.9926284 1.2636507
#> KRT19 -0.8321995 0.8449855 0.7766497
#> SCGB1B2P -0.6661345 1.0929643 1.6559390
#> CD24 -0.3575035 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.8352620 -0.6487908
#> KRT19 -0.8321995 0.8449855 0.7766497
#> GAGTCCGCACGCATCG-1 GAGTCCGCATCAGTAC-1 GAGTCCGTCCCACTTG-1
#> MUCL1 -0.4330545 1.9007791 0.0726610
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 1.0597100 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GATCAGTCAACACCCG-1 GATCAGTCACTGCCAG-1 GATCGATCACGCTTTC-1
#> MUCL1 -0.09768611 1.1212837 1.2528379
#> KRT19 0.16738628 -0.8321995 1.2017071
#> SCGB1B2P -0.66613451 -0.6661345 0.6846721
#> CD24 -0.71568374 -0.7156837 0.6529239
#> S100A9 -0.64879075 -0.6487908 1.0192039
#> KRT19 0.16738628 -0.8321995 1.2017071
#> GATCGATGTCACTGGC-1 GATCGATTCCGAAGAG-1 GATCGATTCTACCTGC-1
#> MUCL1 -0.9455811 0.4358572 0.4351158
#> KRT19 -0.8321995 -0.8321995 0.4313008
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.3156457
#> KRT19 -0.8321995 -0.8321995 0.4313008
#> GATCGCGAGATATGGT-1 GATCGCGAGCACCGCT-1 GATCGCGAGGCATGGT-1
#> MUCL1 -0.9455811 1.8381312 -0.6360730
#> KRT19 -0.8321995 -0.8321995 -0.4673196
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 0.7425756 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.4673196
#> GATCGCGCAACGATCT-1 GATCGCGCATCGGGTC-1 GATCGTAAGGCATGGT-1
#> MUCL1 0.8891113 0.8907295 1.7881492
#> KRT19 1.7206871 1.6533378 0.8016579
#> SCGB1B2P -0.6661345 1.1562145 2.7140696
#> CD24 1.8033895 1.6970577 -0.7156837
#> S100A9 1.2338852 2.3206549 1.3230679
#> KRT19 1.7206871 1.6533378 0.8016579
#> GATCGTAAGTAGTGCG-1 GATCGTATCAACACAC-1 GATCGTATCAGTTTGG-1
#> MUCL1 -0.9455811 -0.9455811 1.4243308
#> KRT19 -0.8321995 -0.8321995 0.8016579
#> SCGB1B2P -0.6661345 -0.6661345 2.4540479
#> CD24 -0.7156837 -0.7156837 1.1872062
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.8016579
#> GATCTAGAGTTGAGAT-1 GATCTAGGTGTTCGAT-1 GATGAAAAGAAGGTTT-1
#> MUCL1 -0.9455811 0.5618854 -0.9455811
#> KRT19 -0.8321995 1.4535596 0.2012236
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.8008369 -0.7156837
#> S100A9 -0.6487908 1.4960118 -0.6487908
#> KRT19 -0.8321995 1.4535596 0.2012236
#> GATGAAACAAATCCGT-1 GATGAAATCATCTGTT-1 GATGAAATCTCGCTTG-1
#> MUCL1 1.5910425 1.3534084 0.8211911
#> KRT19 -0.8321995 1.3681638 1.8690349
#> SCGB1B2P 2.3940901 1.2173376 1.6871071
#> CD24 -0.7156837 1.4069067 1.0122384
#> S100A9 0.8216086 -0.3452876 2.3343866
#> KRT19 -0.8321995 1.3681638 1.8690349
#> GATGAGGGTACGCTGC-1 GATGAGGGTTCCATGA-1 GATGAGGTCACCGTAA-1
#> MUCL1 -0.9455811 1.664548 0.1631435
#> KRT19 1.5988869 1.210230 1.7239277
#> SCGB1B2P -0.6661345 2.612717 -0.6661345
#> CD24 1.6633334 1.529027 1.7481911
#> S100A9 1.3570568 1.999264 1.6036700
#> KRT19 1.5988869 1.210230 1.7239277
#> GATGCTAGTGCCTGGT-1 GATGCTAGTTGGGACA-1 GATTCAGAGGTACTCT-1
#> MUCL1 0.4920249 1.9843534 1.4287370
#> KRT19 0.8625983 -0.8321995 1.3469343
#> SCGB1B2P 1.7495665 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.1996896 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.2526067
#> KRT19 0.8625983 -0.8321995 1.3469343
#> GATTCAGGTAGCACGA-1 GATTCAGGTCTTCTCG-1 GCAAACTAGTCCTCCT-1
#> MUCL1 1.557095 -0.9455811 1.0615086
#> KRT19 1.147635 -0.8321995 -0.8321995
#> SCGB1B2P 2.489111 -0.6661345 1.4869732
#> CD24 1.010334 -0.7156837 0.8046328
#> S100A9 1.139785 0.2723911 1.8287347
#> KRT19 1.147635 -0.8321995 -0.8321995
#> GCAAACTCAACACCTA-1 GCAAACTCATGTCGAT-1 GCAAACTGTCTGATCA-1
#> MUCL1 2.008041 -0.5669940 -0.9455811
#> KRT19 1.018052 -0.8321995 -0.8321995
#> SCGB1B2P 0.881773 -0.6661345 1.0082146
#> CD24 1.439232 -0.7156837 -0.7156837
#> S100A9 1.132346 -0.6487908 -0.6487908
#> KRT19 1.018052 -0.8321995 -0.8321995
#> GCAATCAAGCACACAG-1 GCAATCAAGCTGCAAG-1 GCAATCAAGGCTAGAC-1
#> MUCL1 0.6398583 -0.9455811 0.5040083
#> KRT19 1.2230987 -0.8321995 -0.8321995
#> SCGB1B2P 0.4136971 -0.6661345 -0.6661345
#> CD24 1.7647121 -0.7156837 -0.7156837
#> S100A9 1.9215050 -0.6487908 -0.6487908
#> KRT19 1.2230987 -0.8321995 -0.8321995
#> GCAATCAGTAGTACCT-1 GCAATCATCTTCGGTC-1 GCACATAAGACTAGGC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GCACATAAGAGTGAGA-1 GCACATACAAACGTGG-1 GCACATACACACAGAG-1
#> MUCL1 1.2665577 -0.9455811 -0.9455811
#> KRT19 2.1270526 -0.8321995 -0.8321995
#> SCGB1B2P 2.9760967 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.9232077 -0.6487908 -0.6487908
#> KRT19 2.1270526 -0.8321995 -0.8321995
#> GCACTCTAGAAACCGC-1 GCACTCTCAAGCTGGA-1 GCACTCTGTCTTCGTC-1
#> MUCL1 -0.4289530 -0.9455811 -0.3429148
#> KRT19 -0.2231452 -0.8321995 -0.1217146
#> SCGB1B2P -0.2654561 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.0284876 0.1117904
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.2231452 -0.8321995 -0.1217146
#> GCACTCTGTTCACCTC-1 GCAGCCACAAGCCCAC-1 GCAGCCACACAACGTT-1
#> MUCL1 0.2901922 -0.09097395 0.1328865
#> KRT19 1.3830613 -0.83219951 -0.8321995
#> SCGB1B2P 1.2537882 -0.66613451 -0.6661345
#> CD24 -0.7156837 -0.71568374 -0.7156837
#> S100A9 2.6486852 -0.64879075 0.8856381
#> KRT19 1.3830613 -0.83219951 -0.8321995
#> GCAGCCACAGACTCGC-1 GCAGCCAGTCGAAAGC-1 GCAGCCAGTGTTGGGA-1
#> MUCL1 1.9021033 -0.9455811 0.3989031
#> KRT19 1.8022919 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.0122384 -0.7156837 -0.7156837
#> S100A9 1.7426848 -0.6487908 -0.6487908
#> KRT19 1.8022919 -0.8321995 -0.8321995
#> GCAGTTAAGACAATAC-1 GCAGTTACAGTCACTA-1 GCAGTTATCGTATCAG-1
#> MUCL1 0.3357377 -0.9455811 0.1437186
#> KRT19 2.0611878 -0.8321995 -0.8321995
#> SCGB1B2P 0.9181912 -0.6661345 -0.6661345
#> CD24 1.4812155 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 2.0611878 -0.8321995 -0.8321995
#> GCATACAAGAGATGAG-1 GCATACAGTCTTTCAT-1 GCATACATCTTATCTG-1
#> MUCL1 1.6609731 -0.9455811 -0.9455811
#> KRT19 1.6739949 -0.8321995 -0.8321995
#> SCGB1B2P 1.2292868 -0.6661345 -0.6661345
#> CD24 0.9549403 -0.7156837 -0.7156837
#> S100A9 1.8023136 -0.6487908 -0.6487908
#> KRT19 1.6739949 -0.8321995 -0.8321995
#> GCATGATAGCAGACTG-1 GCATGATGTATGAAAC-1 GCATGATTCACTCCTG-1
#> MUCL1 -0.9455811 0.2583066 -0.9455811
#> KRT19 -0.8321995 0.5870671 -0.8321995
#> SCGB1B2P 0.8315634 0.8224492 -0.6661345
#> CD24 0.9474014 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.5870671 -0.8321995
#> GCATGCGAGATCCCAT-1 GCATGCGAGCTGGAAC-1 GCATGCGCACGCGAAA-1
#> MUCL1 0.9063633 1.2481280 -0.9455811
#> KRT19 1.3510630 -0.8321995 -0.8321995
#> SCGB1B2P 2.0330087 -0.6661345 -0.6661345
#> CD24 1.1238145 1.2524124 -0.7156837
#> S100A9 -0.6487908 1.8509541 1.7389708
#> KRT19 1.3510630 -0.8321995 -0.8321995
#> GCATGCGGTAGAAAGG-1 GCATGTAAGCACACAG-1 GCATGTAAGGGTCGAT-1
#> MUCL1 -0.01497206 -0.42862057 -0.9455811
#> KRT19 1.74989413 1.88274349 1.7407534
#> SCGB1B2P -0.41183113 0.14314449 -0.6661345
#> CD24 1.87047949 2.31266947 1.2376683
#> S100A9 0.72683437 0.08673354 -0.6487908
#> KRT19 1.74989413 1.88274349 1.7407534
#> GCATGTATCATATCGG-1 GCATGTATCCGCATCT-1 GCATGTATCCTTTCTC-1
#> MUCL1 -0.6528996 0.0651233 -0.9455811
#> KRT19 -0.4871565 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.4871565 -0.8321995 -0.8321995
#> GCCAAATGTAGCGCAA-1 GCCAAATGTAGTACCT-1 GCCAAATGTGTAAGTA-1
#> MUCL1 -0.45180584 1.2735205 -0.52056907
#> KRT19 -0.25008647 -0.8321995 -0.33115163
#> SCGB1B2P -0.66613451 -0.6661345 -0.66613451
#> CD24 -0.03771938 1.1709599 -0.71568374
#> S100A9 1.22689724 1.3062327 -0.04408951
#> KRT19 -0.25008647 -0.8321995 -0.33115163
#> GCCAAATTCAACGCTA-1 GCCTCTAAGTGGACGT-1 GCCTCTAGTCATATGC-1
#> MUCL1 -0.94558109 0.07023256 -0.3512803
#> KRT19 -0.04026934 -0.83219951 -0.8321995
#> SCGB1B2P -0.66613451 -0.66613451 -0.6661345
#> CD24 -0.71568374 -0.71568374 -0.7156837
#> S100A9 0.30696853 -0.64879075 -0.6487908
#> KRT19 -0.04026934 -0.83219951 -0.8321995
#> GCCTCTAGTCCGTCAG-1 GCGACCAAGATGGGTC-1 GCGACCAGTCCAGTAT-1
#> MUCL1 -0.9455811 0.5774921 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 0.8266821 0.7287716
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.1505098 -0.6487908 0.9562917
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GCGACCAGTTCACGGC-1 GCGAGAACAAGAAAGG-1 GCGAGAACAGGCAGTA-1
#> MUCL1 -0.9455811 1.8911497 0.3201865
#> KRT19 -0.8321995 0.3400395 -0.8321995
#> SCGB1B2P 0.9708175 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.5054954 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.3400395 -0.8321995
#> GCGAGAATCCTTTACA-1 GCGAGAATCTGCAAGT-1 GCGCAACAGACAGGCT-1
#> MUCL1 -0.9455811 0.4754561 -0.9455811
#> KRT19 -0.8321995 0.4763462 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 0.4700339
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.0830990
#> KRT19 -0.8321995 0.4763462 -0.8321995
#> GCGCAACAGGCATGGT-1 GCGCAACAGTGTACGG-1 GCGCAACCAACTGCTA-1
#> MUCL1 -0.9455811 -0.02013497 0.02335706
#> KRT19 0.8965368 -0.83219951 0.31008442
#> SCGB1B2P 1.1470334 -0.66613451 -0.66613451
#> CD24 -0.7156837 -0.71568374 -0.71568374
#> S100A9 -0.6487908 -0.64879075 -0.64879075
#> KRT19 0.8965368 -0.83219951 0.31008442
#> GCGCAACCACCCATTC-1 GCGCAACTCAGGCGAA-1 GCGCAACTCGAATGGG-1
#> MUCL1 0.02442637 1.8223767 -0.5993562
#> KRT19 -0.83219951 1.4498479 1.4396531
#> SCGB1B2P -0.66613451 1.4684089 0.1838680
#> CD24 -0.71568374 1.5784685 1.8757919
#> S100A9 -0.64879075 0.4322357 -0.6487908
#> KRT19 -0.83219951 1.4498479 1.4396531
#> GCGCAGTAGGCAATTA-1 GCGCAGTCATTCCTGC-1 GCGCAGTGTGTCTGAT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.3338288
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GCGCAGTTCAGGCGAA-1 GCGCAGTTCCAAGCCG-1 GCGCCAAAGTAGATGT-1
#> MUCL1 -0.9455811 -0.9455811 1.3547083
#> KRT19 -0.8321995 -0.8321995 0.6916711
#> SCGB1B2P 0.1334362 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 0.6421746
#> S100A9 0.2712546 -0.6487908 0.7582821
#> KRT19 -0.8321995 -0.8321995 0.6916711
#> GCGCCAACAGCGATCC-1 GCGCCAAGTATCGCAT-1 GCGCGATAGAGCTATA-1
#> MUCL1 0.6086135 2.0764872 1.679105
#> KRT19 -0.8321995 1.6076789 1.164034
#> SCGB1B2P 0.6433222 0.5100693 2.487196
#> CD24 -0.7156837 1.5830767 1.167465
#> S100A9 -0.6487908 1.1715571 3.034650
#> KRT19 -0.8321995 1.6076789 1.164034
#> GCGCGATAGATATACG-1 GCGCGATCAAAGCAAT-1 GCGCGATGTGCCTGCA-1
#> MUCL1 -0.9455811 -0.9455811 0.2666706
#> KRT19 -0.8321995 -0.8321995 0.5969274
#> SCGB1B2P -0.6661345 -0.6661345 0.8327911
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.0759842
#> KRT19 -0.8321995 -0.8321995 0.5969274
#> GCGCGATGTGGAAAGA-1 GCGCGATGTGTGGTTT-1 GCGCGATTCGCTTGTC-1
#> MUCL1 -0.9455811 1.9308767 -0.9455811
#> KRT19 -0.8321995 1.6831988 0.9357081
#> SCGB1B2P -0.6661345 2.2129272 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.4099720 1.9168735 -0.6487908
#> KRT19 -0.8321995 1.6831988 0.9357081
#> GCGGGTTAGATGCGAC-1 GCGGGTTGTCGAGATG-1 GCTCCTACAGATGGCA-1
#> MUCL1 1.3359875 1.5900469 -0.9455811
#> KRT19 0.8146379 -0.8321995 0.4313008
#> SCGB1B2P 1.5903266 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.6056110 1.6373276 -0.6487908
#> KRT19 0.8146379 -0.8321995 0.4313008
#> GCTCCTACATGCATGT-1 GCTCCTAGTAGCCTCG-1 GCTCTGTAGTTGTAGA-1
#> MUCL1 1.3632242 1.2090570 -0.9455811
#> KRT19 0.8052057 0.7156885 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 0.7106332
#> CD24 1.1913383 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.8052057 0.7156885 -0.8321995
#> GCTCTGTGTCAAAGCG-1 GCTCTGTGTGCAGACA-1 GCTGCAGCACTTCTGC-1
#> MUCL1 0.1931862 1.4343787 -0.9455811
#> KRT19 -0.8321995 0.9543724 -0.8321995
#> SCGB1B2P -0.6661345 1.6572134 -0.6661345
#> CD24 -0.7156837 1.1094294 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.0950304
#> KRT19 -0.8321995 0.9543724 -0.8321995
#> GCTGCAGGTAGGACAC-1 GCTGCGACAACACGCC-1 GCTGCGATCACATACG-1
#> MUCL1 1.9081293 -0.2625124 -0.9455811
#> KRT19 -0.8321995 0.2949317 -0.8321995
#> SCGB1B2P 0.6978081 -0.6661345 -0.6661345
#> CD24 0.7988758 0.5970420 -0.7156837
#> S100A9 0.9206628 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.2949317 -0.8321995
#> GCTGGGTGTATCACCA-1 GCTGGGTTCGCGGATC-1 GCTTCCAAGAGAACAG-1
#> MUCL1 0.6816341 -0.9455811 0.3728193
#> KRT19 1.2852289 -0.8321995 0.7220664
#> SCGB1B2P 1.2474006 -0.6661345 0.5865441
#> CD24 1.3134690 -0.7156837 -0.7156837
#> S100A9 0.3496691 -0.6487908 0.7926342
#> KRT19 1.2852289 -0.8321995 0.7220664
#> GCTTCCAAGCTCCTTC-1 GCTTCCACAGACAGGT-1 GCTTCCACAGGGTTAG-1
#> MUCL1 -0.9455811 -0.3693389 0.7514688
#> KRT19 -0.8321995 -0.8321995 1.9117356
#> SCGB1B2P 0.5144549 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.4294243
#> S100A9 -0.6487908 -0.6487908 2.5648701
#> KRT19 -0.8321995 -0.8321995 1.9117356
#> GCTTCCACAGTTCATG-1 GCTTCCAGTACCGTTA-1 GCTTCCAGTGACTACT-1
#> MUCL1 0.2726787 -0.9455811 1.5170016
#> KRT19 -0.8321995 -0.8321995 1.5419657
#> SCGB1B2P -0.6661345 -0.6661345 0.6856161
#> CD24 0.9570139 -0.7156837 0.5493142
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 1.5419657
#> GCTTCCATCCACGTTC-1 GCTTGAACAGACGTAG-1 GCTTGAATCGCGATCG-1
#> MUCL1 -0.9455811 1.4126399 0.9719424
#> KRT19 -0.8321995 0.8888414 0.6674048
#> SCGB1B2P -0.6661345 0.4718786 -0.6661345
#> CD24 -0.7156837 0.9578454 1.0308469
#> S100A9 -0.6487908 1.4658537 1.1610415
#> KRT19 -0.8321995 0.8888414 0.6674048
#> GCTTGAATCGTTGCCT-1 GGAAAGCAGGGCACTA-1 GGAACTTAGATCTGCT-1
#> MUCL1 0.25663253 1.8834650 -0.9455811
#> KRT19 -0.83219951 1.5251236 -0.8321995
#> SCGB1B2P 0.07249624 1.5062831 -0.6661345
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 -0.10055135 1.5801971 -0.6487908
#> KRT19 -0.83219951 1.5251236 -0.8321995
#> GGAACTTAGCCCAGCT-1 GGAACTTCAAAGTGCG-1 GGAACTTGTTACGGAG-1
#> MUCL1 -0.3573453 -0.9455811 0.01101972
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 -0.7156837 1.2421664 -0.71568374
#> S100A9 0.3959676 -0.6487908 0.71224769
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> GGAACTTTCTGATACG-1 GGAATAAAGAGTGACC-1 GGAATAAAGCAGGCTA-1
#> MUCL1 -0.37488946 -0.3394939 -0.9455811
#> KRT19 -0.83219951 -0.8321995 -0.8321995
#> SCGB1B2P 0.03951456 -0.6661345 1.1305634
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 -0.83219951 -0.8321995 -0.8321995
#> GGAATAACATCTGGTA-1 GGAATAACATGCCTTC-1 GGAATAAGTCGCTTTC-1
#> MUCL1 0.3809024 -0.9455811 0.3235928
#> KRT19 1.1092216 -0.8321995 -0.8321995
#> SCGB1B2P 1.9076666 -0.6661345 1.2967122
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.6098063
#> KRT19 1.1092216 -0.8321995 -0.8321995
#> GGACAAGAGAAGGTGA-1 GGACAAGGTCACAAGG-1 GGACAGACAAGTCATC-1
#> MUCL1 0.4127429 -0.9455811 1.6602929
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 1.5635707
#> CD24 1.1493252 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.2281971 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GGACAGACACGCGAAA-1 GGACAGACATGCCTAA-1 GGACAGAGTATAGGTA-1
#> MUCL1 1.1320911 0.9561855 0.09589062
#> KRT19 1.6482480 0.5328278 0.75765641
#> SCGB1B2P -0.6661345 0.7655608 -0.66613451
#> CD24 1.5640501 0.8741104 0.71427998
#> S100A9 0.7633568 1.4446700 -0.64879075
#> KRT19 1.6482480 0.5328278 0.75765641
#> GGACAGAGTTGACGTT-1 GGACATTAGACCACGA-1 GGACATTAGGACGAAA-1
#> MUCL1 1.973226 1.0709468 0.8986933
#> KRT19 1.276780 0.7783355 1.8950649
#> SCGB1B2P 1.545848 -0.6661345 -0.6661345
#> CD24 1.295237 2.0530537 1.8165458
#> S100A9 3.435128 1.2949207 -0.6487908
#> KRT19 1.276780 0.7783355 1.8950649
#> GGACATTGTCCAGTAT-1 GGACATTGTTACCAGT-1 GGACATTTCCCGACTT-1
#> MUCL1 -0.9455811 1.1622975 -0.94558109
#> KRT19 -0.8321995 0.9289905 0.04011674
#> SCGB1B2P -0.6661345 1.9508882 -0.66613451
#> CD24 -0.7156837 0.7694949 1.36070271
#> S100A9 -0.6487908 0.8902169 1.38306876
#> KRT19 -0.8321995 0.9289905 0.04011674
#> GGACGTCAGCCACCTG-1 GGACGTCGTACCGCTG-1 GGACGTCGTCTTGATG-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 1.2860825
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 2.1171677
#> S100A9 -0.6487908 0.5552913 2.2867351
#> KRT19 -0.8321995 -0.8321995 1.2860825
#> GGACGTCTCTGCGACG-1 GGAGCAAAGCTCTCGG-1 GGAGCAAGTAGATTAG-1
#> MUCL1 1.3543581 -0.9455811 -0.9455811
#> KRT19 1.5366110 0.7877084 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 2.4059286 1.3062327 -0.6487908
#> KRT19 1.5366110 0.7877084 -0.8321995
#> GGATGTTAGGATGCGT-1 GGATGTTAGGATTCGG-1 GGATGTTAGTGTGGCA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.2432963 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GGATGTTCAGATGGGT-1 GGATGTTGTACCAGTT-1 GGATGTTTCGTAGGTT-1
#> MUCL1 -0.01416274 -0.2422675 -0.9455811
#> KRT19 0.26585222 1.1200246 -0.8321995
#> SCGB1B2P -0.66613451 0.2034991 -0.6661345
#> CD24 -0.71568374 1.5579955 -0.7156837
#> S100A9 -0.64879075 1.1752965 -0.6487908
#> KRT19 0.26585222 1.1200246 -0.8321995
#> GGATGTTTCTCAACTT-1 GGATGTTTCTTTAGTC-1 GGATTACCAAGGTTTC-1
#> MUCL1 -0.1134565 -0.94558109 -0.9455811
#> KRT19 -0.8321995 -0.03274642 -0.8321995
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 -0.7156837 -0.71568374 -0.7156837
#> S100A9 -0.6487908 -0.64879075 -0.6487908
#> KRT19 -0.8321995 -0.03274642 -0.8321995
#> GGATTACGTGTCGCTG-1 GGCAATTAGTGTACCT-1 GGCAATTCACGAAAGC-1
#> MUCL1 0.5836836 0.4746439 -0.47937387
#> KRT19 -0.8321995 1.8409778 -0.83219951
#> SCGB1B2P -0.6661345 1.4895446 -0.08967838
#> CD24 -0.7156837 1.6780420 -0.07557090
#> S100A9 -0.6487908 1.3718858 -0.64879075
#> KRT19 -0.8321995 1.8409778 -0.83219951
#> GGCAATTCAGGTGCCT-1 GGCAATTGTTGCTCCT-1 GGCAATTTCCACGTGG-1
#> MUCL1 1.7914753 -0.9455811 -0.9455811
#> KRT19 1.5538223 1.8203356 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.9171185 1.7993102 1.1848091
#> S100A9 2.6318919 2.7494253 -0.6487908
#> KRT19 1.5538223 1.8203356 -0.8321995
#> GGCAATTTCGACCAGC-1 GGCAATTTCGCATGAT-1 GGCCGATAGATGTCGG-1
#> MUCL1 -0.9455811 -0.9455811 0.4043856
#> KRT19 -0.8321995 2.0445600 1.1378128
#> SCGB1B2P -0.6661345 1.0039264 -0.6661345
#> CD24 -0.7156837 2.0307923 -0.7156837
#> S100A9 -0.6487908 1.2729053 1.2719232
#> KRT19 -0.8321995 2.0445600 1.1378128
#> GGCCGATCACGAAAGC-1 GGCCGATTCGGTGTCG-1 GGCGACTCATGACGGA-1
#> MUCL1 -0.94558109 -0.9455811 -0.9455811
#> KRT19 -0.83219951 -0.8321995 0.8986670
#> SCGB1B2P -0.66613451 -0.6661345 -0.6661345
#> CD24 0.08676615 0.5907112 -0.7156837
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 -0.83219951 -0.8321995 0.8986670
#> GGCGACTGTACGACCC-1 GGCGACTGTGTGAAAT-1 GGCGACTTCTACTCAT-1
#> MUCL1 1.1937686 -0.9455811 -0.9455811
#> KRT19 1.1760613 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 0.9526813 -0.6661345
#> CD24 2.4435468 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.1760613 -0.8321995 -0.8321995
#> GGCGTGTGTCGAGTTT-1 GGCGTGTGTGTGTGCC-1 GGCTCGAAGAATTGTG-1
#> MUCL1 1.0418718 -0.3865775 0.6159994
#> KRT19 2.0292466 1.3076800 1.5190180
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.5623170 1.6232593 1.4284009
#> S100A9 -0.6487908 0.1465519 -0.6487908
#> KRT19 2.0292466 1.3076800 1.5190180
#> GGCTCGAAGGATGGTC-1 GGCTCGAGTCGAAAGC-1 GGCTCGAGTGTTGGGA-1
#> MUCL1 1.4426676 0.5873354 0.1669039
#> KRT19 1.1934564 0.6022299 0.1378345
#> SCGB1B2P 1.3525298 -0.6661345 0.3512760
#> CD24 0.8849657 -0.7156837 -0.7156837
#> S100A9 -0.1310873 -0.6487908 -0.6487908
#> KRT19 1.1934564 0.6022299 0.1378345
#> GGCTCGAGTTTAGGAA-1 GGCTGGTAGCGATTCT-1 GGCTGGTTCTGTACGA-1
#> MUCL1 -0.9455811 1.5850306 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.5598780 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.7914427 1.2274670
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GGGAATGCATCATCCC-1 GGGAATGCATCCGTGG-1 GGGAATGGTGCTAGCC-1
#> MUCL1 -0.9455811 -0.4314464 -0.9455811
#> KRT19 -0.8321995 -0.2260846 1.0565564
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 0.2514248
#> S100A9 0.1803808 1.1827802 1.6840016
#> KRT19 -0.8321995 -0.2260846 1.0565564
#> GGGAATGGTGCTGTAT-1 GGGAATGGTTGTTTGG-1 GGGAATGTCGCTAGCG-1
#> MUCL1 -0.9455811 -0.9455811 -0.5610573
#> KRT19 -0.8321995 -0.8321995 -0.3788833
#> SCGB1B2P -0.6661345 -0.6661345 -0.1906783
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.1016956
#> KRT19 -0.8321995 -0.8321995 -0.3788833
#> GGGAATGTCTTCATGT-1 GGGACCTAGATGAGAG-1 GGGACCTAGCTGAACG-1
#> MUCL1 0.2813427 -0.9455811 -0.3539840
#> KRT19 -0.8321995 0.6246571 0.5149646
#> SCGB1B2P 0.8509329 0.8618751 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 0.1929254
#> KRT19 -0.8321995 0.6246571 0.5149646
#> GGGACCTAGGTGCAAC-1 GGGACCTCATATACCG-1 GGGACCTGTCTAGTGT-1
#> MUCL1 1.2558259 -0.9455811 -0.9455811
#> KRT19 1.3726172 -0.8321995 -0.8321995
#> SCGB1B2P 0.8515701 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.0975928 -0.6487908 -0.6487908
#> KRT19 1.3726172 -0.8321995 -0.8321995
#> GGGACCTTCACAGGCC-1 GGGACCTTCACCGGGT-1 GGGACCTTCATCACCC-1
#> MUCL1 0.00589299 1.417278 1.271116
#> KRT19 -0.83219951 1.501931 1.944156
#> SCGB1B2P -0.66613451 1.712591 2.443310
#> CD24 0.59071124 1.790289 2.106473
#> S100A9 -0.64879075 1.534248 1.760790
#> KRT19 -0.83219951 1.501931 1.944156
#> GGGAGATAGTTACGGG-1 GGGAGATCATTTCACT-1 GGGAGATGTCCGTGAC-1
#> MUCL1 1.0196185 0.2184342 1.1331124
#> KRT19 0.8757035 0.5400614 1.3903587
#> SCGB1B2P 1.7637965 -0.6661345 2.5236235
#> CD24 1.7182146 -0.7156837 1.4245784
#> S100A9 1.8733222 1.0073541 -0.6487908
#> KRT19 0.8757035 0.5400614 1.3903587
#> GGGAGATGTCTCCCTA-1 GGGAGATTCTTTAGTC-1 GGGATGAAGCGAGAAA-1
#> MUCL1 1.1549418 -0.9455811 1.3636213
#> KRT19 0.7528168 -0.8321995 1.6241913
#> SCGB1B2P -0.6661345 -0.6661345 0.9764637
#> CD24 1.1303229 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.7528168 -0.8321995 1.6241913
#> GGGATGAAGTGCTGCC-1 GGGATGAGTAGCGTGA-1 GGGATGAGTTTGCATG-1
#> MUCL1 1.6597766 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P 1.6007541 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.3796570 -0.7156837
#> S100A9 1.2320445 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GGGATGATCATCGCTC-1 GGGATGATCCCATTAT-1 GGGATGATCTGGCGAC-1
#> MUCL1 0.1216543 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 1.3568959
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 2.0219023
#> S100A9 1.3088330 -0.6487908 1.2641229
#> KRT19 -0.8321995 -0.8321995 1.3568959
#> GGGCACTAGATTACCC-1 GGGCACTCACCACCAG-1 GGGCACTCAGGTTTCA-1
#> MUCL1 -0.9455811 1.3103946 0.447419091
#> KRT19 -0.8321995 -0.8321995 0.873778555
#> SCGB1B2P 0.9628552 1.7131620 0.009049882
#> CD24 1.0931915 1.0395811 1.454376444
#> S100A9 -0.6487908 -0.6487908 0.892648845
#> KRT19 -0.8321995 -0.8321995 0.873778555
#> GGGCACTTCCCATTTA-1 GGGCATCAGACTAGAT-1 GGGCATCAGAGCTTCT-1
#> MUCL1 0.62919041 -0.9455811 -0.9455811
#> KRT19 -0.83219951 -0.8321995 1.9864296
#> SCGB1B2P 0.03970063 -0.6661345 -0.6661345
#> CD24 -0.71568374 -0.7156837 1.6768717
#> S100A9 0.16339554 -0.6487908 -0.6487908
#> KRT19 -0.83219951 -0.8321995 1.9864296
#> GGGCATCAGCCACTAT-1 GGGCATCGTCGATTGT-1 GGGCATCTCCCAACGG-1
#> MUCL1 -0.9455811 1.8443232 -0.94558109
#> KRT19 1.0935445 -0.8321995 -0.17626390
#> SCGB1B2P -0.6661345 2.1876774 -0.22851444
#> CD24 -0.7156837 -0.7156837 0.04825888
#> S100A9 -0.6487908 2.0579078 -0.14523263
#> KRT19 1.0935445 -0.8321995 -0.17626390
#> GGGCATCTCCTTGGTC-1 GGGTCTGAGCGGCTTC-1 GGGTCTGAGTGACTCT-1
#> MUCL1 0.2726787 0.3782991 0.2808280
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GGGTCTGCAGTTCATG-1 GGGTCTGTCACATGCA-1 GGGTCTGTCTCTAAGG-1
#> MUCL1 -0.1921174 -0.9455811 -0.5277370
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GGGTTGCGTGACGGTA-1 GGTGAAGCACGTGAGA-1 GGTGAAGGTTCGGCAC-1
#> MUCL1 1.7098335 0.2553949 -0.9455811
#> KRT19 1.4551886 -0.8321995 -0.1539514
#> SCGB1B2P 1.0082146 1.2089407 -0.6661345
#> CD24 0.7214384 -0.7156837 -0.7156837
#> S100A9 1.8845419 -0.6487908 -0.6487908
#> KRT19 1.4551886 -0.8321995 -0.1539514
#> GGTGAAGTCGCTTGTC-1 GGTGAAGTCTCTAGGA-1 GGTGCGTAGCCGGTAA-1
#> MUCL1 -0.9455811 0.6508293 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 0.9138562 -0.6661345
#> CD24 -0.3462657 -0.7156837 -0.3269122
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GGTGCGTCACCTTGTC-1 GGTGCGTCATTGCGGC-1 GGTGCGTGTATCACCA-1
#> MUCL1 -0.3149811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 0.7254761
#> SCGB1B2P -0.6661345 -0.6661345 0.9676181
#> CD24 -0.7156837 -0.7156837 1.0984803
#> S100A9 -0.2095859 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.7254761
#> GGTGCGTGTCTCAACA-1 GGTGCGTGTTCCGGCA-1 GGTGTTAAGCCTATGT-1
#> MUCL1 -0.9455811 1.7671372 2.0791540
#> KRT19 -0.8321995 1.2653277 1.0464087
#> SCGB1B2P -0.6661345 2.9584646 2.8033731
#> CD24 -0.2364199 -0.7156837 1.0349593
#> S100A9 -0.6487908 1.8826586 -0.6487908
#> KRT19 -0.8321995 1.2653277 1.0464087
#> GGTGTTACAAGGTGTG-1 GGTGTTACATCCAACA-1 GGTGTTAGTGGACGAT-1
#> MUCL1 1.695352 -0.9455811 0.1100657
#> KRT19 1.804065 -0.8321995 -0.8321995
#> SCGB1B2P 1.917789 -0.6661345 -0.6661345
#> CD24 1.340998 -0.7156837 -0.7156837
#> S100A9 1.294242 0.6386908 -0.6487908
#> KRT19 1.804065 -0.8321995 -0.8321995
#> GGTGTTAGTTCGTGAT-1 GGTGTTATCAGCGATT-1 GGTGTTATCAGCTCGG-1
#> MUCL1 -0.9455811 0.3235928 0.4996908
#> KRT19 -0.8321995 0.6640332 -0.8321995
#> SCGB1B2P -0.6661345 0.9031743 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.6640332 -0.8321995
#> GTAACGTGTGTTTGTG-1 GTAACGTGTTGTCGCG-1 GTAACGTTCGTCGTTC-1
#> MUCL1 -0.9455811 -0.4071837 0.21707761
#> KRT19 0.5500571 -0.8321995 1.86470988
#> SCGB1B2P -0.6661345 -0.6661345 0.05074733
#> CD24 0.4893228 -0.7156837 1.78169962
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 0.5500571 -0.8321995 1.86470988
#> GTAACTGAGCTTATCG-1 GTAACTGCACTTCGAA-1 GTAACTGGTACTCGCG-1
#> MUCL1 -0.9455811 1.5651583 0.01231269
#> KRT19 0.3400395 0.6221823 -0.83219951
#> SCGB1B2P -0.6661345 1.9849314 -0.66613451
#> CD24 0.6495773 1.8612813 0.22436491
#> S100A9 -0.6487908 2.0215743 -0.64879075
#> KRT19 0.3400395 0.6221823 -0.83219951
#> GTAACTGGTATGCTTG-1 GTACGTAGTAACGACG-1 GTACGTAGTATGCTTG-1
#> MUCL1 -0.9455811 1.4984317 0.9725498
#> KRT19 -0.8321995 0.7381804 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 1.7055970
#> CD24 -0.7156837 -0.7156837 1.0316355
#> S100A9 -0.6487908 -0.6487908 1.8860869
#> KRT19 -0.8321995 0.7381804 -0.8321995
#> GTACGTATCCAGATCA-1 GTACTTTAGCTGTTCA-1 GTACTTTAGGTAGCCA-1
#> MUCL1 -0.9455811 0.4071533 -0.1360619
#> KRT19 1.7319063 0.7625429 0.8279562
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 2.0814669 -0.7156837 1.0382492
#> S100A9 1.0626999 -0.6487908 1.6219877
#> KRT19 1.7319063 0.7625429 0.8279562
#> GTACTTTCATGCAACT-1 GTACTTTGTAAGTAGT-1 GTACTTTTCCTGTAGA-1
#> MUCL1 1.1376977 -0.9455811 -0.41665106
#> KRT19 1.2350238 0.3959762 -0.83219951
#> SCGB1B2P 1.5020520 0.6220253 -0.66613451
#> CD24 -0.7156837 -0.7156837 0.01054891
#> S100A9 1.3858962 -0.6487908 -0.64879075
#> KRT19 1.2350238 0.3959762 -0.83219951
#> GTAGGCCAGACAGAGA-1 GTAGGCCAGCCAGGAT-1 GTAGGCCAGGGAAACA-1
#> MUCL1 -0.9455811 1.6067642 -0.4269818
#> KRT19 0.8891495 1.5091550 -0.2208214
#> SCGB1B2P -0.6661345 0.9871126 -0.6661345
#> CD24 -0.7156837 1.5604160 -0.7156837
#> S100A9 -0.6487908 1.2535581 -0.6487908
#> KRT19 0.8891495 1.5091550 -0.2208214
#> GTAGGCCCAGGTCTCG-1 GTAGGCCCATTGAGCT-1 GTAGTCAAGGCATTGG-1
#> MUCL1 -0.9455811 1.7585462 -0.9455811
#> KRT19 -0.8321995 0.8933579 -0.8321995
#> SCGB1B2P -0.6661345 2.8818552 1.1425924
#> CD24 -0.7156837 0.8640498 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.8933579 -0.8321995
#> GTAGTCACAATGCCAT-1 GTAGTCACACTATCTT-1 GTAGTCAGTAGCGCAA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 0.5226814 -0.8321995 -0.8321995
#> SCGB1B2P 0.7549189 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.5226814 -0.8321995 -0.8321995
#> GTAGTCAGTCCGAAGA-1 GTAGTCAGTTGCCTCT-1 GTAGTCATCCCAAGTA-1
#> MUCL1 1.0369638 -0.9455811 0.5066193
#> KRT19 1.2778665 -0.8321995 -0.8321995
#> SCGB1B2P 1.1459197 0.6317365 -0.6661345
#> CD24 1.7418279 -0.7156837 1.2782196
#> S100A9 -0.6487908 0.8446359 2.1523883
#> KRT19 1.2778665 -0.8321995 -0.8321995
#> GTATCTTAGACATAAC-1 GTATCTTAGGTGCACA-1 GTATCTTCAAGTTCTG-1
#> MUCL1 -0.9455811 -0.2464757 -0.1998574
#> KRT19 -0.2734788 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 0.1982957 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.2734788 -0.8321995 -0.8321995
#> GTATCTTCACAGGTTT-1 GTATCTTGTTCCGGCA-1 GTATCTTTCTACTTAC-1
#> MUCL1 -0.9455811 -0.9455811 -0.2068678
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 0.6547664 -0.6661345
#> CD24 -0.7156837 0.7510811 -0.7156837
#> S100A9 -0.6487908 -0.6487908 1.2359628
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GTATTCTAGAGCCCAA-1 GTCAAGTAGAATCTCC-1 GTCAAGTCACCGCTAG-1
#> MUCL1 -0.9455811 0.3841791 1.544793
#> KRT19 -0.8321995 1.7288241 1.702055
#> SCGB1B2P -0.6661345 0.9780881 2.417600
#> CD24 -0.7156837 -0.7156837 1.820246
#> S100A9 -0.6487908 2.5473440 1.369088
#> KRT19 -0.8321995 1.7288241 1.702055
#> GTCAAGTCATGCCACG-1 GTCAAGTGTTCCGTCT-1 GTCAAGTTCATATCGG-1
#> MUCL1 -0.9455811 1.4134041 -0.9455811
#> KRT19 -0.8321995 0.5323153 -0.8321995
#> SCGB1B2P 1.6661421 1.1526361 -0.6661345
#> CD24 -0.7156837 0.8735135 -0.7156837
#> S100A9 -0.6487908 2.0563489 -0.6487908
#> KRT19 -0.8321995 0.5323153 -0.8321995
#> GTCACAAAGGAGTCTG-1 GTCACAAGTAAGTGTA-1 GTCACAATCCAACCAA-1
#> MUCL1 1.7134603 1.8930071 -0.9455811
#> KRT19 1.2169093 0.8881027 -0.8321995
#> SCGB1B2P -0.6661345 2.2797576 -0.6661345
#> CD24 0.9749526 -0.7156837 -0.7156837
#> S100A9 2.8216536 1.4273958 -0.6487908
#> KRT19 1.2169093 0.8881027 -0.8321995
#> GTCACAATCCTGTAGA-1 GTCACAATCTGAAAGA-1 GTCACGGCAGGTGCCT-1
#> MUCL1 0.5313054 -0.5006615 -0.09136107
#> KRT19 -0.8321995 -0.3076825 -0.83219951
#> SCGB1B2P 0.7720567 -0.6661345 -0.66613451
#> CD24 -0.7156837 -0.7156837 -0.07781923
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 -0.8321995 -0.3076825 -0.83219951
#> GTCACGGGTGGTCCGT-1 GTCACGGTCTTACCGC-1 GTCATTTAGTAGGTGC-1
#> MUCL1 0.08190852 -0.2727389 0.4861541
#> KRT19 -0.83219951 -0.8321995 1.2370370
#> SCGB1B2P -0.66613451 -0.6661345 -0.6661345
#> CD24 -0.71568374 0.2081435 1.9584272
#> S100A9 0.81310730 -0.6487908 1.8485153
#> KRT19 -0.83219951 -0.8321995 1.2370370
#> GTCCTCAAGCCACGCT-1 GTCCTCACATCGGTTA-1 GTCCTCAGTCACCTAA-1
#> MUCL1 -0.9455811 -0.4988607 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.3407831 -0.7156837
#> S100A9 -0.6487908 -0.2603021 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GTCCTCATCTGAGTGT-1 GTCGGGTGTGCATCTA-1 GTCGTAAAGGTGATAT-1
#> MUCL1 0.4486593 1.4696775 0.7825131
#> KRT19 -0.8321995 1.4968659 1.4907422
#> SCGB1B2P -0.6661345 0.9748443 1.7702597
#> CD24 -0.7156837 1.1065045 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.4968659 1.4907422
#> GTCGTAAGTCACAAGG-1 GTCGTAATCAGTTGAC-1 GTCTCGTCAACCGCCA-1
#> MUCL1 0.4911814 -0.9455811 0.3084780
#> KRT19 -0.8321995 -0.8321995 0.6462143
#> SCGB1B2P -0.6661345 -0.6661345 0.8844851
#> CD24 -0.7156837 -0.7156837 1.8909872
#> S100A9 1.3954151 -0.6487908 1.1354673
#> KRT19 -0.8321995 -0.8321995 0.6462143
#> GTCTCGTGTCACTGGC-1 GTCTCGTGTTAAGAAC-1 GTCTTCGAGGATCGCA-1
#> MUCL1 0.2472555 -0.9455811 -0.9455811
#> KRT19 0.5740389 1.7362500 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 2.0865070 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.5740389 1.7362500 -0.8321995
#> GTCTTCGAGGTGATAT-1 GTCTTCGGTAGCACGA-1 GTCTTCGGTATCGCAT-1
#> MUCL1 0.2716712 -0.6149061 -0.03361967
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 -0.7156837 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.6487908 -0.64879075
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> GTCTTCGTCTCAACTT-1 GTGCAGCAGCAGATCG-1 GTGCAGCAGTGCAAGC-1
#> MUCL1 1.2860773 0.9425368 1.4268185
#> KRT19 1.7210674 1.4802199 0.8767255
#> SCGB1B2P 1.6681156 0.6517731 1.1262545
#> CD24 0.8874071 -0.7156837 -0.7156837
#> S100A9 2.7491227 1.5730045 2.6210661
#> KRT19 1.7210674 1.4802199 0.8767255
#> GTGCAGCGTAGCCTCG-1 GTGCAGCTCCAGAAGG-1 GTGCATAGTATATCCG-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.3062347
#> SCGB1B2P 1.1470334 0.7169301 -0.6661345
#> CD24 1.2977080 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.3062347
#> GTGCATAGTGGTAACG-1 GTGCATATCCGTACAA-1 GTGCGGTAGGACAGCT-1
#> MUCL1 -0.34129535 -0.9455811 -0.9455811
#> KRT19 -0.83219951 -0.8321995 -0.8321995
#> SCGB1B2P 0.08105302 0.9988260 -0.6661345
#> CD24 -0.71568374 1.1331344 -0.7156837
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 -0.83219951 -0.8321995 -0.8321995
#> GTGCGGTCAAGTTAAG-1 GTGCGGTCAAGTTGTC-1 GTGCGGTCATCAGTAC-1
#> MUCL1 1.3925416 -0.9455811 -0.4546613
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.2889310
#> CD24 0.9487647 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 0.2404179
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> GTGCGGTTCTTCTGGC-1 GTGCTTCAGTATTGGA-1 GTGCTTCGTAGTGAAT-1
#> MUCL1 -0.9455811 -0.9455811 -0.945581092
#> KRT19 -0.8321995 1.2400710 -0.210212438
#> SCGB1B2P -0.6661345 1.5073458 -0.666134513
#> CD24 -0.7156837 -0.7156837 0.008720345
#> S100A9 -0.6487908 -0.6487908 -0.648790751
#> KRT19 -0.8321995 1.2400710 -0.210212438
#> GTGCTTCGTTACGTCA-1 GTGCTTCGTTAGTGGG-1 GTGCTTCGTTCAGACT-1
#> MUCL1 0.5244344 -0.5623368 0.1063895
#> KRT19 1.2833301 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.1894808 0.7286952
#> S100A9 1.4427270 0.5662378 -0.6487908
#> KRT19 1.2833301 -0.8321995 -0.8321995
#> GTGTGCGCACCTGGTG-1 GTGTGCGCAGCGTTCG-1 GTGTGCGCATCGGTTA-1
#> MUCL1 -0.9455811 -0.9455811 1.0888284
#> KRT19 -0.8321995 -0.8321995 1.5661716
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.0444016
#> S100A9 -0.6487908 0.9271739 1.1750874
#> KRT19 -0.8321995 -0.8321995 1.5661716
#> GTGTTAGAGTCAATAG-1 GTGTTAGCACCGAAAG-1 GTTAAGCAGGCACATG-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 0.8860154
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.8860154
#> GTTACAGTCTCGCATC-1 GTTCATTAGAGTAATC-1 GTTCATTAGCAGGCTA-1
#> MUCL1 1.727124 0.2986973 2.0060643
#> KRT19 1.924453 1.0087522 1.4848441
#> SCGB1B2P 2.158988 -0.6661345 2.5879608
#> CD24 2.002998 -0.7156837 1.0931915
#> S100A9 2.088566 -0.6487908 -0.6487908
#> KRT19 1.924453 1.0087522 1.4848441
#> GTTCATTCACCGTTGG-1 GTTCATTCATCAGTCA-1 GTTCATTCATGGTAGG-1
#> MUCL1 -0.9455811 -0.6459276 -0.41626919
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> SCGB1B2P -0.1632245 -0.6661345 -0.01165067
#> CD24 -0.7156837 -0.7156837 -0.71568374
#> S100A9 -0.6487908 -0.2224479 -0.64879075
#> KRT19 -0.8321995 -0.8321995 -0.83219951
#> GTTCGGGGTAGAAAGG-1 GTTCGGGTCCAAAGTC-1 GTTCTCGAGCAATCTC-1
#> MUCL1 -0.94558109 -0.9455811 0.1961001
#> KRT19 -0.83219951 -0.8321995 0.5137317
#> SCGB1B2P -0.66613451 1.3480201 0.7455320
#> CD24 -0.08944513 -0.7156837 0.8518698
#> S100A9 -0.64879075 -0.6487908 -0.6487908
#> KRT19 -0.83219951 -0.8321995 0.5137317
#> GTTCTCGAGTCATGCT-1 GTTCTCGAGTTTGCGT-1 GTTCTCGCACGAGAGT-1
#> MUCL1 1.4745371 -0.9455811 0.2105622
#> KRT19 1.0730852 -0.8321995 0.5307811
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.9276673 -0.7156837 2.2010541
#> S100A9 1.0541222 -0.6487908 2.3736618
#> KRT19 1.0730852 -0.8321995 0.5307811
#> GTTCTCGGTCAGATAA-1 GTTCTCGTCAACACCA-1 GTTCTCGTCATTATCC-1
#> MUCL1 -0.9455811 -0.9455811 1.173211
#> KRT19 0.4190853 0.7732949 1.768738
#> SCGB1B2P 0.6462631 -0.6661345 1.017772
#> CD24 0.7416389 -0.7156837 1.154173
#> S100A9 -0.6487908 1.2888374 2.018941
#> KRT19 0.4190853 0.7732949 1.768738
#> GTTCTCGTCTACTATC-1 GTTTCTAAGAGTGACC-1 GTTTCTAAGTACGATA-1
#> MUCL1 -0.9455811 0.3914777 -0.9455811
#> KRT19 0.6916711 -0.8321995 1.5675660
#> SCGB1B2P -0.6661345 -0.6661345 0.1225734
#> CD24 -0.7156837 -0.7156837 1.7387475
#> S100A9 -0.6487908 -0.6487908 0.4739301
#> KRT19 0.6916711 -0.8321995 1.5675660
#> GTTTCTACATGTAAGA-1 GTTTCTATCCACGACG-1 GTTTCTATCGTACGGC-1
#> MUCL1 -0.9455811 1.5951747 1.0397621
#> KRT19 -0.3791103 1.4381941 -0.8321995
#> SCGB1B2P -0.6661345 1.8226456 -0.6661345
#> CD24 -0.7156837 0.9048032 1.3001889
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.3791103 1.4381941 -0.8321995
#> TAAACCGAGTGATCGG-1 TAAACCGCAATCCAAC-1 TAAACCGCAGAAGCAC-1
#> MUCL1 -0.9455811 -0.9455811 -0.02786945
#> KRT19 -0.8321995 -0.8321995 1.87492485
#> SCGB1B2P -0.6661345 -0.6661345 -0.66613451
#> CD24 -0.7156837 1.9471491 1.53094528
#> S100A9 -0.6487908 -0.6487908 2.21057277
#> KRT19 -0.8321995 -0.8321995 1.87492485
#> TAAACCGTCTCTGTCG-1 TAAGAGAAGACATAAC-1 TAAGAGAAGGAGCGTT-1
#> MUCL1 -0.9455811 -0.9455811 0.1717874
#> KRT19 1.4952478 -0.8321995 -0.8321995
#> SCGB1B2P 2.4750316 -0.6661345 -0.6661345
#> CD24 1.9950034 -0.7156837 -0.7156837
#> S100A9 2.5414250 -0.6487908 -0.6487908
#> KRT19 1.4952478 -0.8321995 -0.8321995
#> TAAGAGAAGTCCTCCT-1 TAAGAGACATGTAGTC-1 TAAGAGATCACATACG-1
#> MUCL1 -0.94558109 -0.9455811 0.13004794
#> KRT19 -0.83219951 -0.8321995 0.09851117
#> SCGB1B2P -0.66613451 -0.6661345 0.66385982
#> CD24 -0.71568374 -0.7156837 -0.71568374
#> S100A9 -0.07271468 -0.6487908 -0.64879075
#> KRT19 -0.83219951 -0.8321995 0.09851117
#> TAAGAGATCCTAGAAC-1 TAAGCGTAGCGGCTTC-1 TAAGCGTGTGGTGTAG-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 0.8986670 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.5594677 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.8986670 -0.8321995 -0.8321995
#> TAAGTGCGTTTGACAC-1 TAAGTGCTCACCACCT-1 TAAGTGCTCTGCCCTA-1
#> MUCL1 -0.9455811 0.1694358 -0.9455811
#> KRT19 0.6735322 -0.8321995 -0.8321995
#> SCGB1B2P 0.9131372 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.6735322 -0.8321995 -0.8321995
#> TACACGACACCTATCC-1 TACACGATCCGCATCT-1 TACAGTGAGTCGTACT-1
#> MUCL1 0.7236988 -0.9455811 -0.9455811
#> KRT19 0.9772293 -0.8321995 -0.8321995
#> SCGB1B2P 1.7253649 -0.6661345 1.1177380
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.5349604 -0.6487908 -0.6487908
#> KRT19 0.9772293 -0.8321995 -0.8321995
#> TACAGTGGTAAATGTG-1 TACAGTGTCCAGGGCT-1 TACCTATAGCGCCTTG-1
#> MUCL1 -0.9455811 -0.9455811 0.4770850
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 1.2376683
#> S100A9 -0.6487908 0.7671744 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TACCTATGTACAGTTC-1 TACCTTAAGCGCTCCA-1 TACCTTAAGTCTCAAC-1
#> MUCL1 0.4524978 -0.94558109 -0.0297196
#> KRT19 0.8159997 1.28635856 -0.8321995
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 -0.7156837 1.19102737 -0.7156837
#> S100A9 -0.6487908 0.02387952 0.6542843
#> KRT19 0.8159997 1.28635856 -0.8321995
#> TACGGATCATAGTAAG-1 TACGGATGTAAACACA-1 TACGGATTCCCTGACT-1
#> MUCL1 0.5444248 1.564594 1.0869628
#> KRT19 -0.8321995 1.783002 1.7654030
#> SCGB1B2P -0.6661345 1.836609 2.1666605
#> CD24 -0.7156837 1.875181 -0.7156837
#> S100A9 -0.6487908 2.382977 0.9597499
#> KRT19 -0.8321995 1.783002 1.7654030
#> TACGGATTCGCATGGC-1 TACGGATTCGGTGTCG-1 TACGGATTCGTTGCCT-1
#> MUCL1 1.1075781 -0.7092874 -0.02084503
#> KRT19 1.4264693 -0.8321995 -0.83219951
#> SCGB1B2P 1.7028478 -0.6661345 0.47728360
#> CD24 -0.7156837 -0.7156837 -0.71568374
#> S100A9 1.3447809 -0.6487908 -0.64879075
#> KRT19 1.4264693 -0.8321995 -0.83219951
#> TACGGGCAGATCTGAA-1 TACGGGCTCTTGCAAG-1 TACGGTAAGATCTGCT-1
#> MUCL1 -0.9455811 -0.9455811 0.7355496
#> KRT19 -0.8321995 -0.8321995 0.7707934
#> SCGB1B2P -0.6661345 -0.6661345 1.0151486
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.7707934
#> TACGGTACACCCAGTG-1 TACGGTAGTCAAACTC-1 TACGGTATCATCGCTC-1
#> MUCL1 1.0482586 0.7219298 -0.9455811
#> KRT19 0.6898979 1.8369870 -0.8321995
#> SCGB1B2P 2.3296477 -0.6661345 -0.6661345
#> CD24 0.6402442 2.0248520 1.0691255
#> S100A9 -0.6487908 2.6639569 -0.6487908
#> KRT19 0.6898979 1.8369870 -0.8321995
#> TACTCATGTACCAGTT-1 TACTCATGTGTCGCTG-1 TACTCGCCAATAGCGG-1
#> MUCL1 1.2394806 -0.9455811 -0.9455811
#> KRT19 1.0427449 -0.0578956 0.5181854
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.7297041 -0.7156837 0.8570569
#> S100A9 2.0794352 0.6687646 -0.6487908
#> KRT19 1.0427449 -0.0578956 0.5181854
#> TACTCGCGTACACCGC-1 TACTCGCGTCTCGTTC-1 TACTCGCTCGGCCGAT-1
#> MUCL1 -0.9455811 -0.09058639 1.7184536
#> KRT19 -0.8321995 -0.83219951 1.6604562
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 1.2265686 0.86025099 1.8590581
#> S100A9 -0.6487908 -0.64879075 2.5682962
#> KRT19 -0.8321995 -0.83219951 1.6604562
#> TACTTACGTGAGTATA-1 TACTTGTGTTACTGAC-1 TACTTGTGTTCTGGTA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 2.1078798
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 2.2144420
#> S100A9 0.1772540 -0.6487908 0.2335868
#> KRT19 -0.8321995 -0.8321995 2.1078798
#> TACTTGTTCGTTGCCT-1 TAGACCAAGTACGTAA-1 TAGACCAAGTCGAGTG-1
#> MUCL1 -0.9455811 -0.9455811 1.133803
#> KRT19 -0.8321995 -0.8321995 1.041291
#> SCGB1B2P -0.6661345 0.1762355 2.043429
#> CD24 -0.7156837 -0.7156837 1.134781
#> S100A9 -0.6487908 1.1370338 1.476792
#> KRT19 -0.8321995 -0.8321995 1.041291
#> TAGACCATCAGAGACG-1 TAGAGCTCATCAGTAC-1 TAGAGCTGTACATGTC-1
#> MUCL1 0.2011452 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TAGAGCTGTGTAATGA-1 TAGAGCTGTTCCACAA-1 TAGCCGGAGAACTGTA-1
#> MUCL1 -0.9455811 0.2721746 -0.9455811
#> KRT19 -0.8321995 -0.8321995 0.7929616
#> SCGB1B2P -0.6661345 1.2305838 0.4052489
#> CD24 -0.7156837 -0.7156837 2.1311535
#> S100A9 -0.6487908 -0.6487908 0.9188930
#> KRT19 -0.8321995 -0.8321995 0.7929616
#> TAGGCATCAAGACGTG-1 TAGGCATGTCTCTTTA-1 TAGGCATGTGCACTTA-1
#> MUCL1 -0.9455811 0.4722165 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 1.4864603 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.3684321 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TAGTGGTTCCACTCCA-1 TAGTTGGGTCGGCTCA-1 TAGTTGGGTGGCAAAC-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 1.9224134 -0.8321995
#> SCGB1B2P -0.6661345 1.8527214 -0.6661345
#> CD24 -0.7156837 1.3690912 -0.7156837
#> S100A9 -0.6487908 1.3649975 -0.6487908
#> KRT19 -0.8321995 1.9224134 -0.8321995
#> TATCAGGAGAAGAAGC-1 TATCAGGAGCGCTTAT-1 TATCAGGCAATGTTGC-1
#> MUCL1 0.9994460 -0.9455811 1.5785501
#> KRT19 0.8527392 -0.8321995 1.1993816
#> SCGB1B2P -0.6661345 -0.6661345 2.1122506
#> CD24 1.6907614 -0.7156837 0.9556306
#> S100A9 1.3847166 -0.6487908 1.5329674
#> KRT19 0.8527392 -0.8321995 1.1993816
#> TATCAGGCAGAAGCAC-1 TATCAGGGTTGGTAAA-1 TATCTCAAGAGTAATC-1
#> MUCL1 0.6199264 -0.9455811 0.5290031
#> KRT19 1.0133817 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.4337927 -0.7156837 -0.7156837
#> S100A9 2.5953543 -0.6487908 -0.6487908
#> KRT19 1.0133817 -0.8321995 -0.8321995
#> TATCTCAAGGGTCGAT-1 TATCTCACAAAGCAAT-1 TATCTCAGTGGTACAG-1
#> MUCL1 -0.9455811 0.6317526 -0.5707446
#> KRT19 -0.8321995 1.1009338 -0.8321995
#> SCGB1B2P -0.6661345 0.2420950 -0.2026565
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 2.4268788 -0.1154786
#> KRT19 -0.8321995 1.1009338 -0.8321995
#> TATGCCCTCTCGTTTA-1 TATTACCTCTGCTGCT-1 TCAACGACACATGTGT-1
#> MUCL1 0.9346251 -0.9455811 1.3254419
#> KRT19 1.3843809 -0.2027338 0.3035255
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.1610276 -0.7156837 0.6070508
#> S100A9 1.2959405 -0.6487908 0.7218853
#> KRT19 1.3843809 -0.2027338 0.3035255
#> TCAACGACATACTCTT-1 TCAATCTCAAGCGCTC-1 TCAATCTCAGCGTAAG-1
#> MUCL1 1.8809304 1.1508378 0.1529796
#> KRT19 -0.8321995 1.2503087 -0.8321995
#> SCGB1B2P -0.6661345 1.1177380 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.3103985 2.3339652 -0.6487908
#> KRT19 -0.8321995 1.2503087 -0.8321995
#> TCAATCTCAGCTCCGA-1 TCAATCTGTCGTGGCT-1 TCAATCTGTCTCTCGT-1
#> MUCL1 -0.9455811 2.0810002 1.8110553
#> KRT19 0.7721260 1.7713850 1.0171593
#> SCGB1B2P -0.6661345 -0.6661345 2.3285474
#> CD24 1.7641317 1.3386760 0.7568278
#> S100A9 0.3259769 -0.6487908 1.9248464
#> KRT19 0.7721260 1.7713850 1.0171593
#> TCAATCTTCACAGGCC-1 TCACAAGGTCGCGTGT-1 TCACAAGGTGGGTATG-1
#> MUCL1 -0.1570112 1.275982 -0.9455811
#> KRT19 -0.3410856 1.498489 -0.8321995
#> SCGB1B2P -0.1510346 1.139285 -0.6661345
#> CD24 -0.1437026 1.289104 -0.7156837
#> S100A9 -0.6487908 1.889965 -0.6487908
#> KRT19 -0.3410856 1.498489 -0.8321995
#> TCACGAACAAGAAGAG-1 TCACGAACAATAGCGG-1 TCACGAACATCACGAT-1
#> MUCL1 1.3806051 1.9068509 0.4277710
#> KRT19 0.9083622 0.6853170 -0.8321995
#> SCGB1B2P 1.1594363 2.2050251 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.6364495 -0.6487908
#> KRT19 0.9083622 0.6853170 -0.8321995
#> TCACGAACATCTATGG-1 TCACGAATCGTCCAGG-1 TCAGATGAGTGCAAGC-1
#> MUCL1 1.3972201 -0.9455811 -0.9455811
#> KRT19 0.7082877 -0.8321995 -0.8321995
#> SCGB1B2P 1.3448210 -0.6661345 -0.6661345
#> CD24 1.0784617 -0.7156837 -0.7156837
#> S100A9 1.2103820 -0.6487908 -0.6487908
#> KRT19 0.7082877 -0.8321995 -0.8321995
#> TCAGATGTCAGTGTTG-1 TCAGCAACATACTACG-1 TCAGCTCAGCAGGCTA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.1021181 0.5817056 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TCAGCTCGTCCGAATT-1 TCAGCTCGTGATAAAC-1 TCAGCTCGTTCCACGG-1
#> MUCL1 0.4811840 0.8226555 -0.9455811
#> KRT19 0.8498179 1.2523796 -0.5859873
#> SCGB1B2P 1.0980327 -0.6661345 -0.6661345
#> CD24 2.1399767 1.2675279 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.8498179 1.2523796 -0.5859873
#> TCAGGATAGCTCTCGG-1 TCAGGATAGGTTACCT-1 TCAGGATCAGGCTGAA-1
#> MUCL1 0.6395050 -0.9455811 -0.9455811
#> KRT19 0.6613524 0.6004560 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 0.7067792
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.6613524 0.6004560 -0.8321995
#> TCAGGATGTCGCCATG-1 TCAGGTAAGCGCTCCA-1 TCAGGTAAGCTGAACG-1
#> MUCL1 -0.9455811 -0.9455811 -0.2724475
#> KRT19 -0.8321995 -0.8321995 -0.4353340
#> SCGB1B2P -0.6661345 -0.6661345 -0.2498861
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 0.1102485
#> KRT19 -0.8321995 -0.8321995 -0.4353340
#> TCAGGTAGTACCGTTA-1 TCAGGTATCGGAGCAA-1 TCATTACAGATCCGAG-1
#> MUCL1 -0.9455811 -0.6683027 0.6022493
#> KRT19 0.6981075 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.2150299 -0.6487908
#> KRT19 0.6981075 -0.8321995 -0.8321995
#> TCATTACAGGTGCTTT-1 TCATTACCATGGAATA-1 TCATTACTCAATAAGG-1
#> MUCL1 -0.9455811 -0.9455811 0.8829653
#> KRT19 -0.8321995 -0.8321995 1.4358678
#> SCGB1B2P -0.6661345 0.3098351 0.6193792
#> CD24 -0.7156837 -0.7156837 0.9022846
#> S100A9 -0.6487908 -0.6487908 1.4126164
#> KRT19 -0.8321995 -0.8321995 1.4358678
#> TCATTTGAGGAGTAGA-1 TCATTTGCAACTGCGC-1 TCCACACAGCTGCCCA-1
#> MUCL1 1.6501810 -0.9455811 1.5155127
#> KRT19 1.3646577 -0.8321995 1.7591381
#> SCGB1B2P -0.6661345 -0.6661345 2.3106672
#> CD24 0.8255499 -0.7156837 1.7855968
#> S100A9 1.3918284 -0.6487908 -0.6487908
#> KRT19 1.3646577 -0.8321995 1.7591381
#> TCCACACCATGCCTAA-1 TCCCGATGTAACGACG-1 TCGAGGCGTAAGTGTA-1
#> MUCL1 1.7577407 0.0193745 -0.9455811
#> KRT19 1.2479025 1.4219710 -0.8321995
#> SCGB1B2P 0.7294379 2.2103370 -0.6661345
#> CD24 1.0091947 1.2774210 -0.7156837
#> S100A9 0.5428579 0.7241348 -0.6487908
#> KRT19 1.2479025 1.4219710 -0.8321995
#> TCGAGGCGTTGCTCCT-1 TCGAGGCTCACCGGGT-1 TCGCGTTCAGCTGCTG-1
#> MUCL1 -0.9455811 1.5906849 0.9057611
#> KRT19 -0.8321995 1.1479773 1.7405381
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.1493252 1.8262500
#> S100A9 -0.6487908 -0.6487908 1.6102274
#> KRT19 -0.8321995 1.1479773 1.7405381
#> TCGCGTTGTCCGCTGA-1 TCGCGTTTCAGCAACT-1 TCGCGTTTCCAAATGC-1
#> MUCL1 0.1437186 1.5845791 1.6040454
#> KRT19 1.4002320 0.6093911 0.8992009
#> SCGB1B2P 2.0587357 0.8458635 1.3833313
#> CD24 0.7799488 0.9632806 0.9816627
#> S100A9 -0.6487908 -0.6487908 0.6835505
#> KRT19 1.4002320 0.6093911 0.8992009
#> TCGCGTTTCCCAACGG-1 TCGCGTTTCTGCTGCT-1 TCGGTAAAGTCACGCC-1
#> MUCL1 1.9468657 0.8443538 1.4866398
#> KRT19 0.5353986 0.7351007 0.5369478
#> SCGB1B2P 2.6678135 -0.6661345 2.3001486
#> CD24 -0.7156837 0.8125830 0.8789087
#> S100A9 2.2887577 -0.1319399 -0.6487908
#> KRT19 0.5353986 0.7351007 0.5369478
#> TCGTACCCAAGTTAAG-1 TCGTACCGTAAATGTG-1 TCGTACCGTCTAGTGT-1
#> MUCL1 0.1261784 0.7046086 -0.9455811
#> KRT19 -0.8321995 1.1132138 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 1.1101065 -0.7156837
#> S100A9 -0.6487908 1.6990764 -0.6487908
#> KRT19 -0.8321995 1.1132138 -0.8321995
#> TCGTACCTCCTTTCGG-1 TCGTAGAAGCCTTGAT-1 TCGTAGAAGCGAAGGG-1
#> MUCL1 -0.9455811 1.1868165 -0.9455811
#> KRT19 0.1388752 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 1.8003885 0.2360082
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.1388752 -0.8321995 -0.8321995
#> TCGTAGAAGTTTCCTT-1 TCGTAGAGTTCAGGCC-1 TCTCATAAGATGCCTT-1
#> MUCL1 2.0086318 -0.4945824 1.6776837
#> KRT19 0.7783355 -0.8321995 0.5762796
#> SCGB1B2P 1.0230591 -0.6661345 2.1246358
#> CD24 1.6016029 -0.7156837 0.9247169
#> S100A9 -0.6487908 -0.6487908 0.7999500
#> KRT19 0.7783355 -0.8321995 0.5762796
#> TCTCATAAGTGAAGAG-1 TCTGAGAAGACAAAGG-1 TCTGAGAGTCACACGC-1
#> MUCL1 -0.9455811 -0.94558109 -0.5438825
#> KRT19 -0.8321995 -0.83219951 -0.8321995
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 -0.7156837 -0.08855722 -0.7156837
#> S100A9 1.1676102 -0.64879075 0.6056669
#> KRT19 -0.8321995 -0.83219951 -0.8321995
#> TCTGAGAGTCTCCACT-1 TCTGAGAGTTACAGAA-1 TCTGAGATCCATGAGT-1
#> MUCL1 -0.9455811 1.1707960 0.2691633
#> KRT19 -0.8321995 1.2735349 -0.8321995
#> SCGB1B2P -0.6661345 0.7543927 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 1.2735349 -0.8321995
#> TCTGAGATCTGACCTC-1 TCTGGAATCAGTACGT-1 TCTGGAATCGAGCCCA-1
#> MUCL1 -0.9455811 1.075467 1.1417467
#> KRT19 -0.8321995 1.388803 0.7946354
#> SCGB1B2P 0.8327911 1.028399 0.6582103
#> CD24 0.9487647 1.165973 1.6211642
#> S100A9 -0.6487908 1.301065 -0.6487908
#> KRT19 -0.8321995 1.388803 0.7946354
#> TCTTCGGAGCCCTAAT-1 TCTTCGGCATGACATC-1 TCTTCGGTCGAATGGG-1
#> MUCL1 0.4429646 1.247038 -0.9455811
#> KRT19 -0.8321995 1.752686 -0.8321995
#> SCGB1B2P -0.6661345 1.965812 -0.6661345
#> CD24 -0.7156837 1.653348 -0.7156837
#> S100A9 -0.6487908 2.150848 -0.6487908
#> KRT19 -0.8321995 1.752686 -0.8321995
#> TCTTCGGTCTATCCTA-1 TCTTTCCGTCGCTTTC-1 TCTTTCCGTTGGACCC-1
#> MUCL1 2.0686464 -0.9455811 0.9084773
#> KRT19 1.4031963 -0.5214930 1.8310534
#> SCGB1B2P 1.1464763 -0.3402531 -0.6661345
#> CD24 0.8669898 -0.7156837 2.1644557
#> S100A9 -0.6487908 -0.6487908 2.4600848
#> KRT19 1.4031963 -0.5214930 1.8310534
#> TGAAAGACAGGCTGAA-1 TGAAAGACATGAGCGA-1 TGAAAGAGTTCTGAAC-1
#> MUCL1 2.1035645 1.2885680 -0.9455811
#> KRT19 1.2280356 1.3659763 -0.8321995
#> SCGB1B2P -0.6661345 1.6864356 -0.6661345
#> CD24 1.2399131 0.3299336 -0.7156837
#> S100A9 -0.6487908 0.4347241 -0.6487908
#> KRT19 1.2280356 1.3659763 -0.8321995
#> TGACAACCATGCCTAA-1 TGACAACTCGTCCAGG-1 TGACGGCCAGGAATCG-1
#> MUCL1 0.1741530 0.5836836 1.8181731
#> KRT19 1.0770648 -0.8321995 0.8043165
#> SCGB1B2P -0.6661345 -0.6661345 1.0503090
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.3876700 -0.6487908 -0.6487908
#> KRT19 1.0770648 -0.8321995 0.8043165
#> TGACGGCTCCGCAGTG-1 TGACGGCTCGGAGCAA-1 TGACGGCTCGTAGATC-1
#> MUCL1 -0.5883334 -0.9455811 1.7282422
#> KRT19 -0.8321995 -0.8321995 1.2231310
#> SCGB1B2P -0.6661345 -0.6661345 1.9786488
#> CD24 -0.7156837 -0.7156837 1.0578510
#> S100A9 -0.6487908 1.0759842 0.5448495
#> KRT19 -0.8321995 -0.8321995 1.2231310
#> TGACTAGAGCTGGAAC-1 TGACTAGCAAACTGCT-1 TGACTAGCACGGTGTC-1
#> MUCL1 -0.94558109 1.0473069 -0.9455811
#> KRT19 0.09347079 0.5374653 -0.8321995
#> SCGB1B2P -0.66613451 0.7704248 -0.6661345
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 -0.64879075 1.9123861 1.0245736
#> KRT19 0.09347079 0.5374653 -0.8321995
#> TGACTAGGTAGCACGA-1 TGACTTTAGAGGTTGC-1 TGACTTTCAAAGTGCG-1
#> MUCL1 -0.94558109 0.3921474 -0.2601273
#> KRT19 0.04221407 0.7448524 -0.8321995
#> SCGB1B2P -0.66613451 -0.6661345 -0.6661345
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 0.63464925 2.8035996 -0.6487908
#> KRT19 0.04221407 0.7448524 -0.8321995
#> TGACTTTTCAGGCGAA-1 TGAGAGGAGCAATATG-1 TGAGAGGCAAGCGAGT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 0.5352306 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TGAGAGGGTCTTGCGG-1 TGAGAGGTCGCACTCT-1 TGAGCATGTCTAGCGC-1
#> MUCL1 -0.9455811 1.5073383 1.5271551
#> KRT19 -0.8321995 1.5697180 1.4022855
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 0.7640991 1.5436956 -0.7156837
#> S100A9 -0.6487908 1.4694123 2.0479493
#> KRT19 -0.8321995 1.5697180 1.4022855
#> TGAGCATTCTTTACGT-1 TGAGCCGAGCCAGTTT-1 TGAGCCGAGGCGACAT-1
#> MUCL1 -0.9455811 -0.9455811 1.9600811
#> KRT19 1.8350922 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 1.9669888
#> CD24 2.0774386 -0.7156837 1.7546187
#> S100A9 0.5611078 -0.6487908 1.4492274
#> KRT19 1.8350922 -0.8321995 -0.8321995
#> TGAGCCGCAGTCTTCC-1 TGAGCCGGTGTCCTCT-1 TGAGCCGGTTAAGGGC-1
#> MUCL1 -0.9455811 -0.1660764 0.1164989
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 0.1079511 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TGAGGGAAGCTCAACT-1 TGAGGGAAGGACGAAA-1 TGAGGGAGTGTAAGTA-1
#> MUCL1 -0.9455811 1.8572448 0.4236638
#> KRT19 -0.8321995 -0.8321995 1.7112751
#> SCGB1B2P -0.6661345 -0.6661345 2.0375244
#> CD24 -0.7156837 1.2070944 1.3460045
#> S100A9 -0.3122276 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 1.7112751
#> TGAGGGATCACAGGCC-1 TGAGGGATCACCTCGT-1 TGAGGGATCTGGCGAC-1
#> MUCL1 0.6724654 -0.2546023 -0.9455811
#> KRT19 -0.8321995 0.3055451 1.1943876
#> SCGB1B2P 0.9396682 0.1882473 2.5198402
#> CD24 -0.7156837 0.2330455 -0.7156837
#> S100A9 1.1989650 -0.6487908 1.3381863
#> KRT19 -0.8321995 0.3055451 1.1943876
#> TGATTTCAGACCACGA-1 TGATTTCCAGTTCATG-1 TGCACCTGTCGAGTTT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 1.3237811 -0.3584283
#> SCGB1B2P 1.2120706 0.8035366 -0.6661345
#> CD24 -0.7156837 1.3486914 -0.7156837
#> S100A9 -0.6487908 1.0423218 -0.6487908
#> KRT19 -0.8321995 1.3237811 -0.3584283
#> TGCACCTTCGGACAAG-1 TGCACCTTCTTGACGA-1 TGCCAAAAGACGCACA-1
#> MUCL1 1.1588196 -0.9455811 -0.5017085
#> KRT19 1.5489157 -0.8321995 -0.8321995
#> SCGB1B2P 1.4308783 0.5473794 -0.6661345
#> CD24 1.0386135 -0.7156837 -0.7156837
#> S100A9 0.2580682 -0.6487908 -0.6487908
#> KRT19 1.5489157 -0.8321995 -0.8321995
#> TGCCAAAAGCTAGCCC-1 TGCCAAAAGCTTCGCG-1 TGCCAAACACCAGATT-1
#> MUCL1 -0.9455811 -0.9455811 0.9859087
#> KRT19 -0.8321995 -0.8321995 0.8373471
#> SCGB1B2P 0.5375845 -0.6661345 -0.6661345
#> CD24 -0.7156837 0.8904739 1.6723441
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 0.8373471
#> TGCCAAACACTGAAGG-1 TGCCAAAGTGGTCCGT-1 TGCCCATAGGATGGTC-1
#> MUCL1 -0.9455811 1.140973 1.4884417
#> KRT19 -0.1629359 1.965087 1.4163410
#> SCGB1B2P -0.6661345 1.641045 -0.6661345
#> CD24 -0.7156837 1.620119 1.0176039
#> S100A9 1.0730216 2.044663 -0.6487908
#> KRT19 -0.1629359 1.965087 1.4163410
#> TGCCCATTCACTCCTG-1 TGCCCATTCATTCACT-1 TGCCCTAAGGCTCATT-1
#> MUCL1 0.2701646 0.4682006 1.879248
#> KRT19 1.5857335 -0.8321995 1.254458
#> SCGB1B2P 1.2279929 -0.6661345 1.930457
#> CD24 1.3876078 -0.7156837 1.269887
#> S100A9 3.3249115 -0.6487908 1.869541
#> KRT19 1.5857335 -0.8321995 1.254458
#> TGCCCTAGTTTGACTG-1 TGCCCTATCCCAGGTG-1 TGCGCAGAGAGCTGCA-1
#> MUCL1 1.3576993 -0.9455811 -0.9455811
#> KRT19 1.1787709 -0.8321995 -0.8321995
#> SCGB1B2P 1.9820234 -0.6661345 -0.6661345
#> CD24 -0.7156837 0.6456678 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.1787709 -0.8321995 -0.8321995
#> TGCGCAGAGCTGTTCA-1 TGCGCAGAGTGATCGG-1 TGCGGGTGTCTCTTAT-1
#> MUCL1 0.7944952 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 0.1461142
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 0.2858429
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TGCGGGTGTGAGCGAT-1 TGCTACCAGCCGTCGT-1 TGCTACCTCCGTTGCT-1
#> MUCL1 1.6901885 0.5477665 -0.08313855
#> KRT19 -0.8321995 1.3927282 -0.83219951
#> SCGB1B2P 1.9390036 0.9679807 -0.66613451
#> CD24 1.4622929 1.3732989 0.46846897
#> S100A9 -0.6487908 0.2332645 -0.64879075
#> KRT19 -0.8321995 1.3927282 -0.83219951
#> TGCTACCTCCTGCCAT-1 TGCTGCTGTAGCAAAT-1 TGCTGCTGTAGCACGA-1
#> MUCL1 -0.9455811 -0.94558109 -0.9455811
#> KRT19 -0.8321995 -0.83219951 -0.3156957
#> SCGB1B2P -0.6661345 -0.05259743 -0.6661345
#> CD24 -0.7156837 -0.71568374 -0.3492044
#> S100A9 -0.6487908 -0.64879075 -0.6487908
#> KRT19 -0.8321995 -0.83219951 -0.3156957
#> TGGACGCAGAATAGGG-1 TGGACGCAGGCAGTCA-1 TGGACGCCATACGCCG-1
#> MUCL1 -0.9455811 -0.9455811 1.3320764
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 1.0177724 -0.6661345
#> CD24 -0.7156837 -0.7156837 0.8723216
#> S100A9 1.1087023 -0.6487908 1.7114455
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TGGACGCCATATGCTG-1 TGGACGCGTTTAGCTG-1 TGGACGCTCGTAGGAG-1
#> MUCL1 -0.9455811 -0.9455811 0.1207903
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.3730414 -0.6487908 0.4625928
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TGGCCAGCACAGACTT-1 TGGCCAGCATAGAAAC-1 TGGCCAGGTAAACGCG-1
#> MUCL1 -0.9455811 8.480882e-05 1.6259095
#> KRT19 -0.8321995 -8.321995e-01 0.9072760
#> SCGB1B2P -0.6661345 -6.661345e-01 -0.6661345
#> CD24 0.2166318 5.827365e-01 2.0205956
#> S100A9 -0.6487908 1.124232e+00 -0.6487908
#> KRT19 -0.8321995 -8.321995e-01 0.9072760
#> TGGCCAGGTCGAAAGC-1 TGGCCAGTCCTTGACC-1 TGGCGCAAGAGCCTAG-1
#> MUCL1 -0.9455811 -0.5675833 1.4625880
#> KRT19 -0.8321995 -0.8321995 0.9171346
#> SCGB1B2P -0.6661345 -0.6661345 1.8087101
#> CD24 -0.7156837 -0.7156837 1.7676728
#> S100A9 -0.6487908 -0.6487908 2.5471459
#> KRT19 -0.8321995 -0.8321995 0.9171346
#> TGGCGCAAGGACCACA-1 TGGCGCAGTAGTACCT-1 TGGCGCATCAATCTCT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 0.4170807 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.4170807 -0.8321995
#> TGGCTGGAGCAACGGT-1 TGGCTGGCAAGTTCTG-1 TGGCTGGCAATACGCT-1
#> MUCL1 -0.9455811 0.4328992 1.563989
#> KRT19 -0.8321995 1.1724696 1.543150
#> SCGB1B2P -0.6661345 1.8432420 1.289444
#> CD24 -0.7156837 1.1770002 1.717402
#> S100A9 -0.6487908 -0.6487908 1.872480
#> KRT19 -0.8321995 1.1724696 1.543150
#> TGGCTGGTCAATAAGG-1 TGGCTGGTCTCGTTTA-1 TGGGAAGCAAGGTGTG-1
#> MUCL1 0.02730594 1.1754519 1.4065940
#> KRT19 1.56603712 1.3377977 1.3212245
#> SCGB1B2P -0.27538480 1.6098455 0.9604898
#> CD24 1.11840729 0.7967974 1.0905649
#> S100A9 0.41548993 -0.6487908 -0.6487908
#> KRT19 1.56603712 1.3377977 1.3212245
#> TGGGAAGTCCCTGACT-1 TGGGCGTAGCAGGTCA-1 TGGGCGTAGTGTACGG-1
#> MUCL1 -0.9455811 -0.6698566 -0.1107263
#> KRT19 1.4628261 1.7595709 -0.8321995
#> SCGB1B2P -0.6661345 0.8481807 -0.6661345
#> CD24 1.2489776 2.4367410 -0.7156837
#> S100A9 1.8472993 -0.2564938 -0.6487908
#> KRT19 1.4628261 1.7595709 -0.8321995
#> TGGGCGTGTCAACTGT-1 TGGGCGTGTCCCGACA-1 TGGGCGTTCTCTTGAT-1
#> MUCL1 -0.9455811 -0.9455811 0.4418346
#> KRT19 0.7963820 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.7963820 -0.8321995 -0.8321995
#> TGGTTAGAGACAAAGG-1 TGGTTAGCAATGGAAT-1 TGGTTAGTCGGCGCAT-1
#> MUCL1 0.3422422 0.2346526 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 1.1311044
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TGGTTCCAGGATCGCA-1 TGGTTCCAGTCGCCGT-1 TGGTTCCAGTGAAGTT-1
#> MUCL1 1.6519197 -0.9455811 -0.4940414
#> KRT19 1.7539704 0.8997353 -0.8321995
#> SCGB1B2P -0.6661345 1.5515670 -0.6661345
#> CD24 0.9597905 1.3014332 -0.7156837
#> S100A9 -0.6487908 -0.6487908 0.3205827
#> KRT19 1.7539704 0.8997353 -0.8321995
#> TGGTTCCTCATTATCC-1 TGTATTCAGCCAGTAG-1 TGTATTCAGGCTAGGT-1
#> MUCL1 1.7250116 -0.9455811 -0.9455811
#> KRT19 1.8551734 -0.8321995 -0.8321995
#> SCGB1B2P 2.3685660 -0.6661345 -0.6661345
#> CD24 1.0699681 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.8551734 -0.8321995 -0.8321995
#> TGTATTCCACCTGGTG-1 TGTATTCCACTGAAGG-1 TGTCCCACAAGGTTCT-1
#> MUCL1 -0.6236525 -0.94558109 -0.6717264
#> KRT19 -0.4526769 0.08430865 0.2863938
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 -0.7156837 -0.71568374 -0.3396752
#> S100A9 -0.6487908 -0.64879075 0.4329808
#> KRT19 -0.4526769 0.08430865 0.2863938
#> TGTCCCACACATCCGG-1 TGTCCCACAGTGACAG-1 TGTCCCAGTTGATTGC-1
#> MUCL1 0.01361024 -0.9455811 0.2706662
#> KRT19 1.87184875 -0.3920183 -0.8321995
#> SCGB1B2P -0.66613451 -0.6661345 0.8377316
#> CD24 2.26785934 -0.7156837 0.9542507
#> S100A9 1.59730196 -0.6487908 -0.6487908
#> KRT19 1.87184875 -0.3920183 -0.8321995
#> TGTCCCATCATCACCC-1 TGTCCCATCGTCCGTT-1 TGTGGTAAGCATCATC-1
#> MUCL1 1.7505582 -0.9455811 -0.9455811
#> KRT19 1.7265676 -0.8321995 -0.5818055
#> SCGB1B2P 0.7701534 -0.6661345 -0.2214589
#> CD24 1.6501833 0.4761479 -0.4240596
#> S100A9 0.1076307 -0.6487908 -0.6487908
#> KRT19 1.7265676 -0.8321995 -0.5818055
#> TGTGTTTGTCGCATCG-1 TGTGTTTGTCTTGATG-1 TGTTCCGAGGACCACA-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 -0.5191402
#> SCGB1B2P 0.8831273 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.5191402
#> TTAACTCCACTGAAGG-1 TTAACTCGTAAGTTCC-1 TTAACTCGTTAAGAAC-1
#> MUCL1 1.6189076 1.6805140 -0.9455811
#> KRT19 1.5090630 -0.8321995 -0.8321995
#> SCGB1B2P 2.5433388 -0.6661345 -0.6661345
#> CD24 0.6306996 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.5090630 -0.8321995 -0.8321995
#> TTAACTCTCTAAGCCA-1 TTAGGACAGATCACGG-1 TTAGGACAGATTACCC-1
#> MUCL1 -0.945581092 -0.9455811 0.7609189
#> KRT19 -0.199036173 -0.8321995 1.2032366
#> SCGB1B2P -0.002047446 -0.6661345 2.9226249
#> CD24 -0.715683736 -0.7156837 1.4329286
#> S100A9 0.115357098 -0.6487908 1.1625859
#> KRT19 -0.199036173 -0.8321995 1.2032366
#> TTAGGACAGCCAGTTT-1 TTAGGACAGGCACATG-1 TTAGGACAGGGATACC-1
#> MUCL1 -0.3315457 0.1145690 -0.5565404
#> KRT19 1.9329991 0.2169712 -0.8321995
#> SCGB1B2P 0.9052931 -0.6661345 -0.6661345
#> CD24 1.9473487 -0.7156837 -0.7156837
#> S100A9 0.5984198 -0.6487908 -0.6487908
#> KRT19 1.9329991 0.2169712 -0.8321995
#> TTAGGACCAAGCCGTC-1 TTAGGACCAATGGTCT-1 TTAGGCACAATAGCAA-1
#> MUCL1 -0.9455811 -0.3045769 -0.9455811
#> KRT19 -0.8321995 1.9833949 -0.8321995
#> SCGB1B2P -0.6661345 -0.4034061 -0.6661345
#> CD24 -0.7156837 1.8516426 -0.7156837
#> S100A9 1.4099720 0.9640168 -0.6487908
#> KRT19 -0.8321995 1.9833949 -0.8321995
#> TTAGGCACAGATAATG-1 TTAGGCACATCGGTTA-1 TTAGGCATCTTAACCT-1
#> MUCL1 0.1529796 0.5262562 0.5040083
#> KRT19 0.4628968 1.5127566 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 2.0153952 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.4628968 1.5127566 -0.8321995
#> TTAGTTCGTAAGTTCC-1 TTAGTTCGTTGGAGGT-1 TTAGTTCTCGCCAGCA-1
#> MUCL1 0.03875502 1.7806839 -0.9455811
#> KRT19 -0.83219951 1.3175742 -0.8321995
#> SCGB1B2P 0.55097790 0.3729817 -0.6661345
#> CD24 0.25634754 0.8382721 -0.7156837
#> S100A9 -0.64879075 -0.6487908 1.4375748
#> KRT19 -0.83219951 1.3175742 -0.8321995
#> TTATGCTAGGACAGAA-1 TTATGCTTCTAACTGG-1 TTCCCAGCATCACCCT-1
#> MUCL1 -0.9455811 -0.3692620 1.3860231
#> KRT19 -0.8321995 -0.8321995 1.0601598
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 1.2124404 -0.7156837 -0.7156837
#> S100A9 -0.6487908 0.5355317 0.6181885
#> KRT19 -0.8321995 -0.8321995 1.0601598
#> TTCCCAGGTGAAAGAG-1 TTCCCAGGTTGTCGCG-1 TTCCCAGTCCGCGGTA-1
#> MUCL1 1.6604625 1.0125030 -0.9455811
#> KRT19 1.2513892 -0.8321995 -0.8321995
#> SCGB1B2P 1.7258651 1.1166828 -0.6661345
#> CD24 1.8982835 -0.7156837 -0.7156837
#> S100A9 0.3589962 -0.6487908 -0.6487908
#> KRT19 1.2513892 -0.8321995 -0.8321995
#> TTCGAAGAGAATTGTG-1 TTCGAAGAGTGCAAGC-1 TTCGAAGTCGTTGACA-1
#> MUCL1 -0.9455811 1.1081934 1.4457233
#> KRT19 -0.8321995 0.8014054 1.7205256
#> SCGB1B2P -0.6661345 0.9604898 2.6028429
#> CD24 -0.7156837 0.4417641 0.7890737
#> S100A9 0.1235944 0.9655608 2.1891796
#> KRT19 -0.8321995 0.8014054 1.7205256
#> TTCGAAGTCTCACATT-1 TTCGGTCGTATCACCA-1 TTCTACATCAAGGCTT-1
#> MUCL1 1.3433985 -0.9455811 -0.9455811
#> KRT19 1.0035106 -0.8321995 -0.8321995
#> SCGB1B2P 0.8671063 -0.6661345 -0.3131210
#> CD24 0.3511054 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.2425872
#> KRT19 1.0035106 -0.8321995 -0.8321995
#> TTCTCAAAGAGGTTGC-1 TTCTCAACACCTCGTT-1 TTCTCAACATCACAAC-1
#> MUCL1 0.03391707 1.3932584 1.4709277
#> KRT19 1.62064459 0.8016579 1.2888490
#> SCGB1B2P -0.66613451 -0.6661345 0.4383398
#> CD24 1.48288866 1.1872062 1.0545753
#> S100A9 0.74482573 1.3230679 -0.6487908
#> KRT19 1.62064459 0.8016579 1.2888490
#> TTCTCAAGTCGCGGTT-1 TTCTCAAGTGAAAGAG-1 TTCTCCTAGAATGTGT-1
#> MUCL1 -0.9455811 -0.01126058 -0.9455811
#> KRT19 1.3835008 -0.83219951 -0.8321995
#> SCGB1B2P -0.6661345 0.48913458 -0.6661345
#> CD24 1.1600435 -0.71568374 -0.7156837
#> S100A9 -0.6487908 -0.64879075 -0.6487908
#> KRT19 1.3835008 -0.83219951 -0.8321995
#> TTCTCCTAGAGGTTAT-1 TTCTCCTCAACAACCT-1 TTCTTAGCAACTGGCC-1
#> MUCL1 -0.94558109 -0.9455811 -0.9455811
#> KRT19 -0.15843251 -0.8321995 -0.8321995
#> SCGB1B2P 0.04053931 -0.2723289 1.4613898
#> CD24 -0.71568374 -0.7156837 -0.7156837
#> S100A9 0.76419377 -0.1956488 -0.6487908
#> KRT19 -0.15843251 -0.8321995 -0.8321995
#> TTCTTAGCACGAGAGT-1 TTCTTAGCAGACAAAT-1 TTCTTAGTCAAGCCTA-1
#> MUCL1 -0.9455811 -0.3982282 1.087386
#> KRT19 1.6525212 -0.8321995 1.758134
#> SCGB1B2P 0.7444999 -0.6661345 2.786593
#> CD24 1.7249599 -0.7156837 1.562317
#> S100A9 2.1543185 -0.6487908 0.607522
#> KRT19 1.6525212 -0.8321995 1.758134
#> TTCTTAGTCCATGAGT-1 TTGAACGAGACTTGAA-1 TTGAACGTCCAGTATG-1
#> MUCL1 0.0711414 0.8745250 1.5112420
#> KRT19 0.7266179 0.7744107 1.0569769
#> SCGB1B2P -0.6661345 0.7934857 0.9211015
#> CD24 -0.7156837 1.1554725 1.0468270
#> S100A9 -0.6487908 0.6103069 1.1776007
#> KRT19 0.7266179 0.7744107 1.0569769
#> TTGAACGTCTAACTGG-1 TTGACTTAGCACAGGT-1 TTGACTTAGGTGCACA-1
#> MUCL1 -0.9455811 -0.48081937 -0.3026942
#> KRT19 -0.8321995 -0.83219951 1.6206588
#> SCGB1B2P -0.6661345 -0.09146571 -0.6661345
#> CD24 -0.7156837 -0.71568374 1.5803140
#> S100A9 0.7511156 -0.64879075 1.7304235
#> KRT19 -0.8321995 -0.83219951 1.6206588
#> TTGACTTCACTCTGTC-1 TTGCCGTAGTGAATTG-1 TTGCCGTCACTTGGAT-1
#> MUCL1 -0.9455811 1.7285464 -0.9455811
#> KRT19 0.8354551 0.5986885 1.3202443
#> SCGB1B2P 1.4823738 1.2254142 -0.6661345
#> CD24 -0.7156837 1.3847443 1.3446654
#> S100A9 -0.6487908 1.0781096 2.2235056
#> KRT19 0.8354551 0.5986885 1.3202443
#> TTGCCGTCAGTCAGCC-1 TTGCCGTGTCAGATAA-1 TTGCGTCTCCTAGTGA-1
#> MUCL1 -0.9455811 -0.54254028 0.2496327
#> KRT19 -0.8321995 -0.35705355 0.9484680
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 -0.7156837 -0.71568374 2.5267962
#> S100A9 -0.6487908 -0.07534984 -0.6487908
#> KRT19 -0.8321995 -0.35705355 0.9484680
#> TTGCGTCTCGACGGAA-1 TTGGAACCAATCAGAA-1 TTGGAACCAGGGATTG-1
#> MUCL1 0.5163282 -0.9455811 -0.9455811
#> KRT19 1.5006600 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 2.0013067 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 1.5006600 -0.8321995 -0.8321995
#> TTGGAACGTTCATGGT-1 TTGGAACTCCCTTGCA-1 TTGGCAAAGCTAGTCT-1
#> MUCL1 -0.9455811 -0.9455811 -0.9455811
#> KRT19 -0.8321995 -0.8321995 1.5198700
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 2.0833406
#> S100A9 -0.6487908 -0.6487908 0.4008887
#> KRT19 -0.8321995 -0.8321995 1.5198700
#> TTGGCAAAGTGTTAGA-1 TTGGCAACATTGGGCC-1 TTGGCAAGTCCCTTGT-1
#> MUCL1 -0.94558109 1.810930931 1.297514
#> KRT19 1.96608366 1.271811824 1.260392
#> SCGB1B2P 0.77565012 0.752712705 2.896122
#> CD24 2.05737347 0.000149471 1.023020
#> S100A9 -0.03392134 1.969860409 2.070854
#> KRT19 1.96608366 1.271811824 1.260392
#> TTGTAGGAGCACCGCT-1 TTGTAGGCATGACGGA-1 TTGTAGGGTAACGCGA-1
#> MUCL1 1.4914601 1.5381039 1.7965178
#> KRT19 -0.8321995 0.3729006 -0.8321995
#> SCGB1B2P 1.8274484 1.5020520 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 2.2205107 2.2435754 1.4161392
#> KRT19 -0.8321995 0.3729006 -0.8321995
#> TTGTAGGTCTTTCCTC-1 TTTACTGAGCCAACAG-1 TTTACTGCACGGACAA-1
#> MUCL1 1.1338818 -0.25835445 -0.9455811
#> KRT19 1.5116459 -0.83219951 -0.8321995
#> SCGB1B2P -0.6661345 -0.66613451 -0.6661345
#> CD24 1.0162578 -0.08919172 -0.7156837
#> S100A9 2.9884673 -0.64879075 -0.6487908
#> KRT19 1.5116459 -0.83219951 -0.8321995
#> TTTACTGTCGGCGCTA-1 TTTATGCGTCGGGTCT-1 TTTCCTCAGGGTATCG-1
#> MUCL1 0.8526504 -0.03589408 -0.9455811
#> KRT19 -0.8321995 1.18698222 -0.8321995
#> SCGB1B2P 1.9658119 0.45867575 -0.6661345
#> CD24 -0.7156837 1.63597846 -0.7156837
#> S100A9 -0.6487908 -0.64879075 -0.6487908
#> KRT19 -0.8321995 1.18698222 -0.8321995
#> TTTCCTCCAACTGCTA-1 TTTCCTCCAGATGAGC-1 TTTCCTCGTCTAGCGC-1
#> MUCL1 -0.9455811 1.0892960 0.2573337
#> KRT19 -0.8321995 0.7990131 0.5859202
#> SCGB1B2P -0.6661345 1.6803533 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 -0.6487908 1.3198760 -0.6487908
#> KRT19 -0.8321995 0.7990131 0.5859202
#> TTTGCGCTCTGCTGTC-1 TTTGGTTAGCTATGCT-1 TTTGGTTGTCCGTTAA-1
#> MUCL1 -0.9455811 -0.9455811 -0.3186599
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> SCGB1B2P -0.6661345 -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837 -0.7156837
#> S100A9 1.5492713 -0.6487908 -0.6487908
#> KRT19 -0.8321995 -0.8321995 -0.8321995
#> TTTGGTTGTGTGTGCC-1 TTTGTCAAGCCACGTC-1 TTTGTCAAGCGCTCCA-1
#> MUCL1 0.1567459 2.2357234 -0.9455811
#> KRT19 0.4673369 0.7082877 -0.8321995
#> SCGB1B2P 0.6968713 2.1606236 -0.6661345
#> CD24 -0.7156837 1.0784617 -0.7156837
#> S100A9 -0.6487908 -0.6487908 -0.6487908
#> KRT19 0.4673369 0.7082877 -0.8321995
#> TTTGTCAAGTACCGGA-1 TTTGTCATCAGTCCCT-1
#> MUCL1 -0.9455811 -0.9455811
#> KRT19 -0.8321995 0.2466972
#> SCGB1B2P -0.6661345 -0.6661345
#> CD24 -0.7156837 -0.7156837
#> S100A9 -0.6487908 -0.6487908
#> KRT19 -0.8321995 0.2466972
#> [1] ">>>>> Features not exited in matrix data..."
#> Mode TRUE
#> logical 65
#> character(0)
#> 载入需要的程辑包:AnnotationDbi
#>
#> 载入程辑包:'AnnotationDbi'
#> The following object is masked from 'package:dplyr':
#>
#> select
#>
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> 'select()' returned 1:1 mapping between keys and columns
#> >>>>--- Processsing terms: enrichGO
#> Cluster ID Description GeneRatio BgRatio
#> 1 0 GO:0050786 RAGE receptor binding 2/13 10/18410
#> 2 0 GO:0035325 Toll-like receptor binding 2/13 12/18410
#> 3 0 GO:0036041 long-chain fatty acid binding 2/13 15/18410
#> 4 0 GO:0005504 fatty acid binding 2/13 49/18410
#> 5 0 GO:0097110 scaffold protein binding 2/13 67/18410
#> 6 0 GO:0033293 monocarboxylic acid binding 2/13 81/18410
#> pvalue p.adjust qvalue geneID Count
#> 1 2.064756e-05 0.0008623806 0.0003981443 6280/6279 2
#> 2 3.025897e-05 0.0008623806 0.0003981443 6280/6279 2
#> 3 4.808177e-05 0.0009135536 0.0004217699 6280/6279 2
#> 4 5.312714e-04 0.0075706172 0.0034952065 6280/6279 2
#> 5 9.917098e-04 0.0113054917 0.0052195253 3875/3856 2
#> 6 1.445173e-03 0.0135550734 0.0062581133 6280/6279 2
#> Scale for 'colour' is already present. Adding another scale for 'colour',
#> which will replace the existing scale.
#> Scale for 'y' is already present. Adding another scale for 'y', which will
#> replace the existing scale.
#> Scale for 'size' is already present. Adding another scale for 'size', which
#> will replace the existing scale.
#> >>>>Options for `theme`: light, bw, classic and classic2
#> >>>>Options for 'legend.position' : none, left, right, bottom, top
#> >>>>Options for 'legend.direction' : horizontal, vertical
#> >>>>--- Processsing terms: enrichKEGG
#> Cluster ID Description GeneRatio BgRatio
#> 1 0 hsa04915 Estrogen signaling pathway 3/9 138/8217
#> 2 0 hsa04657 IL-17 signaling pathway 2/9 94/8217
#> 3 0 hsa05150 Staphylococcus aureus infection 2/9 96/8217
#> 4 0 hsa00770 Pantothenate and CoA biosynthesis 1/9 21/8217
#> 5 0 hsa00340 Histidine metabolism 1/9 22/8217
#> 6 0 hsa04744 Phototransduction 1/9 29/8217
#> pvalue p.adjust qvalue geneID Count
#> 1 0.0003615572 0.02567056 0.02283519 3880/3875/51806 3
#> 2 0.0044240064 0.10910445 0.09705362 6280/6279 2
#> 3 0.0046100470 0.10910445 0.09705362 3880/3875 2
#> 4 0.0227783360 0.21955755 0.19530694 217 1
#> 5 0.0238514199 0.21955755 0.19530694 217 1
#> 6 0.0313337253 0.21955755 0.19530694 51806 1
#> Scale for 'colour' is already present. Adding another scale for 'colour',
#> which will replace the existing scale.
#> Scale for 'y' is already present. Adding another scale for 'y', which will
#> replace the existing scale.
#> Scale for 'size' is already present. Adding another scale for 'size', which
#> will replace the existing scale.
#> >>>>Options for `theme`: light, bw, classic and classic2
#> >>>>Options for 'legend.position' : none, left, right, bottom, top
#> >>>>Options for 'legend.direction' : horizontal, vertical
#> >>>--- Processing cluster: 0
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> MUCL1 4.850066e-89 1.3742109 0.934 0.353 1.455020e-85
#> KRT19 1.162307e-45 0.9584904 0.785 0.336 3.486920e-42
#> SCGB1B2P 6.709517e-35 0.8905151 0.615 0.273 2.012855e-31
#> CD24 1.643154e-25 0.7069346 0.618 0.295 4.929463e-22
#> HERPUD1 5.597419e-25 -0.5886422 0.028 0.337 1.679226e-21
#> S100A9 1.116281e-24 0.7610898 0.542 0.278 3.348843e-21
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 1
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> KRT19 6.816216e-62 1.262092 0.923 0.341 2.044865e-58
#> KRT8 4.447644e-58 1.174932 0.683 0.165 1.334293e-54
#> MUCL1 8.040062e-54 1.221241 0.889 0.391 2.412019e-50
#> KRT18 2.739457e-53 1.139504 0.625 0.157 8.218371e-50
#> IFI27 1.547075e-51 1.148295 0.822 0.312 4.641226e-48
#> CD24 2.064046e-51 1.138587 0.832 0.282 6.192139e-48
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 10
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> ANGPT2 3.653597e-174 3.688994 0.597 0.005 1.096079e-170
#> HIGD1B 3.182734e-143 3.024160 0.403 0.000 9.548202e-140
#> ADGRF5 8.831176e-139 2.787931 0.452 0.003 2.649353e-135
#> RGS5 4.789006e-137 3.358488 0.500 0.006 1.436702e-133
#> TPPP3 9.161100e-129 3.190419 0.419 0.003 2.748330e-125
#> KCNJ8 3.302887e-125 3.343189 0.484 0.007 9.908661e-122
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 11
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> JCHAIN 1.058823e-35 1.723576 0.639 0.111 3.176469e-32
#> MZB1 1.751796e-27 1.258988 0.672 0.135 5.255387e-24
#> CD79A 1.971594e-27 1.286727 0.459 0.068 5.914781e-24
#> IGKC 6.524608e-26 1.498600 0.770 0.229 1.957382e-22
#> IGHG4 1.347610e-20 1.160401 0.541 0.122 4.042829e-17
#> IGHV3-21 7.970625e-20 1.455243 0.377 0.067 2.391187e-16
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 12
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> IGLV2-11 3.707274e-111 2.703933 0.433 0.003 1.112182e-107
#> IGLV2-8 8.789633e-102 4.119314 1.000 0.047 2.636890e-98
#> IGHV3-15 2.197230e-91 1.710205 0.600 0.014 6.591691e-88
#> IGLV2-23 3.781528e-74 1.310309 0.867 0.044 1.134458e-70
#> IGLC3 1.277973e-71 2.325455 0.933 0.056 3.833920e-68
#> IGHV3-20 1.470343e-63 3.038623 0.900 0.065 4.411030e-60
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 2
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> MS4A6A 4.471214e-208 2.369946 0.669 0.008 1.341364e-204
#> FCGR2A 3.938166e-207 2.325424 0.697 0.012 1.181450e-203
#> FCGR3A 2.045670e-205 2.436830 0.714 0.016 6.137009e-202
#> CD14 4.689164e-196 2.397888 0.697 0.018 1.406749e-192
#> FCER1G 6.333958e-195 2.470609 0.771 0.034 1.900187e-191
#> HLA-DMB 1.756067e-192 2.298275 0.663 0.013 5.268201e-189
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 3
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> IGLC2 1.491146e-106 2.228153 0.830 0.140 4.473437e-103
#> IGLV2-8 3.980442e-85 1.690657 0.442 0.027 1.194133e-81
#> IGHV3-20 3.603799e-68 1.717997 0.442 0.045 1.081140e-64
#> IGLV2-14 5.643976e-65 2.155743 0.946 0.407 1.693193e-61
#> IGHV3-43 1.548559e-62 1.828231 0.571 0.101 4.645678e-59
#> IGHG1 5.041897e-59 1.542179 0.986 0.380 1.512569e-55
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 4
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> CD3E 1.155491e-210 2.652203 0.633 0.003 3.466472e-207
#> CD52 1.680668e-178 2.563829 0.646 0.016 5.042004e-175
#> CD3D 8.013521e-171 2.360330 0.517 0.002 2.404056e-167
#> CD2 3.372513e-156 2.252043 0.490 0.003 1.011754e-152
#> CD7 3.885636e-132 2.171050 0.435 0.005 1.165691e-128
#> CCL5 1.079666e-127 2.285046 0.537 0.023 3.238999e-124
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 5
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> MFAP5 1.612601e-244 2.833053 0.861 0.019 4.837802e-241
#> LRRC15 3.577192e-232 2.707849 0.854 0.022 1.073158e-228
#> ISLR 6.644816e-230 2.714363 0.826 0.019 1.993445e-226
#> FBN1 3.489248e-209 2.619279 0.938 0.048 1.046775e-205
#> CDH11 1.212171e-205 2.576561 0.944 0.050 3.636514e-202
#> CCDC80 2.596746e-203 2.716605 0.868 0.041 7.790239e-200
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 6
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> IGKV3D-15 5.407905e-96 1.823175 0.549 0.040 1.622371e-92
#> IGKC 1.096894e-86 1.932248 0.917 0.190 3.290683e-83
#> IGHV1-58 6.903672e-68 1.578563 0.398 0.029 2.071102e-64
#> IGKV3-15 3.704880e-57 2.241615 0.902 0.367 1.111464e-53
#> IGHV1-18 3.954544e-47 2.061957 0.820 0.313 1.186363e-43
#> IGHG1 6.113765e-38 1.306436 0.902 0.393 1.834129e-34
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 7
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> NECTIN4 5.581495e-217 2.508083 0.825 0.018 1.674448e-213
#> AC138409.2 1.107658e-163 2.165323 0.711 0.024 3.322973e-160
#> ITGB6 2.386228e-159 2.138982 0.719 0.026 7.158684e-156
#> TACSTD2 3.335316e-150 2.464836 0.877 0.062 1.000595e-146
#> CLDN4 1.032681e-147 2.555189 0.939 0.081 3.098044e-144
#> PTPRF 3.836876e-146 1.977058 0.807 0.046 1.151063e-142
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 8
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> ANKRD36BP2 2.653077e-132 2.316645 0.662 0.021 7.959230e-129
#> IGLL5 4.204828e-122 2.575877 0.831 0.048 1.261448e-118
#> IGKV3-11 2.253840e-101 1.649068 0.380 0.005 6.761519e-98
#> IGKV3D-20 8.703143e-100 1.749334 0.521 0.017 2.610943e-96
#> IGHJ6 1.320058e-91 1.854207 0.451 0.013 3.960173e-88
#> IGKV3D-11 7.325591e-88 1.616946 0.366 0.007 2.197677e-84
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#> >>>--- Processing cluster: 9
#> p_val avg_diff pct.1 pct.2 p_val_adj
#> COL6A3 6.959354e-65 2.230415 0.942 0.163 2.087806e-61
#> SGIP1 8.696383e-62 2.527947 0.507 0.040 2.608915e-58
#> COL12A1 3.581579e-59 2.085458 0.928 0.166 1.074474e-55
#> MEG3 3.175272e-57 2.528833 0.580 0.063 9.525816e-54
#> COL5A2 2.583524e-49 1.853200 0.826 0.149 7.750572e-46
#> PPFIBP1 3.167317e-49 2.379127 0.725 0.134 9.501950e-46
#> [1] "Default assay is RNA"
#> [1] ">>>-- Colors could be change by parameter: 'cols'"
#> Warning: 'ncol' is ignored with 'stack' is TRUE
#find-doublet------------------------------------------------------------------
sce_df<-doublet_detect(sce = sce,
already_normalized = T,
eset = NULL,
file_type = "10X",
data_path = NULL,
project = "TNBC",
index = 1,
check_data = TRUE,
filter_data = FALSE,
minFeature = 2000,
minCount = 1000,
percent.mt =20,
method = "doubletfinder",
save_path = "./test")
#> An object of class Seurat
#> 60623 features across 1649 samples within 1 assay
#> Active assay: RNA (60623 features, 3000 variable features)
#> 3 dimensional reductions calculated: pca, tsne, umap
#> [1] "Creating artificial doublets for pN = 5%"
#> [1] "Creating Seurat object..."
#> [1] "Normalizing Seurat object..."
#> [1] "Finding variable genes..."
#> [1] "Scaling data..."
#> [1] "Running PCA..."
#> [1] "Calculating PC distance matrix..."
#> [1] "Defining neighborhoods..."
#> [1] "Computing pANN across all pK..."
#> [1] "pK = 0.01..."
#> [1] "pK = 0.02..."
#> [1] "pK = 0.03..."
#> [1] "pK = 0.04..."
#> [1] "pK = 0.05..."
#> [1] "pK = 0.06..."
#> [1] "pK = 0.07..."
#> [1] "pK = 0.08..."
#> [1] "pK = 0.09..."
#> [1] "pK = 0.1..."
#> [1] "pK = 0.11..."
#> [1] "pK = 0.12..."
#> [1] "pK = 0.13..."
#> [1] "pK = 0.14..."
#> [1] "pK = 0.15..."
#> [1] "pK = 0.16..."
#> [1] "pK = 0.17..."
#> [1] "pK = 0.18..."
#> [1] "pK = 0.19..."
#> [1] "pK = 0.2..."
#> [1] "pK = 0.21..."
#> [1] "pK = 0.22..."
#> [1] "pK = 0.23..."
#> [1] "pK = 0.24..."
#> [1] "pK = 0.25..."
#> [1] "pK = 0.26..."
#> [1] "pK = 0.27..."
#> [1] "pK = 0.28..."
#> [1] "pK = 0.29..."
#> [1] "pK = 0.3..."
#> [1] "Creating artificial doublets for pN = 10%"
#> [1] "Creating Seurat object..."
#> [1] "Normalizing Seurat object..."
#> [1] "Finding variable genes..."
#> [1] "Scaling data..."
#> [1] "Running PCA..."
#> [1] "Calculating PC distance matrix..."
#> [1] "Defining neighborhoods..."
#> [1] "Computing pANN across all pK..."
#> [1] "pK = 0.01..."
#> [1] "pK = 0.02..."
#> [1] "pK = 0.03..."
#> [1] "pK = 0.04..."
#> [1] "pK = 0.05..."
#> [1] "pK = 0.06..."
#> [1] "pK = 0.07..."
#> [1] "pK = 0.08..."
#> [1] "pK = 0.09..."
#> [1] "pK = 0.1..."
#> [1] "pK = 0.11..."
#> [1] "pK = 0.12..."
#> [1] "pK = 0.13..."
#> [1] "pK = 0.14..."
#> [1] "pK = 0.15..."
#> [1] "pK = 0.16..."
#> [1] "pK = 0.17..."
#> [1] "pK = 0.18..."
#> [1] "pK = 0.19..."
#> [1] "pK = 0.2..."
#> [1] "pK = 0.21..."
#> [1] "pK = 0.22..."
#> [1] "pK = 0.23..."
#> [1] "pK = 0.24..."
#> [1] "pK = 0.25..."
#> [1] "pK = 0.26..."
#> [1] "pK = 0.27..."
#> [1] "pK = 0.28..."
#> [1] "pK = 0.29..."
#> [1] "pK = 0.3..."
#> [1] "Creating artificial doublets for pN = 15%"
#> [1] "Creating Seurat object..."
#> [1] "Normalizing Seurat object..."
#> [1] "Finding variable genes..."
#> [1] "Scaling data..."
#> [1] "Running PCA..."
#> [1] "Calculating PC distance matrix..."
#> [1] "Defining neighborhoods..."
#> [1] "Computing pANN across all pK..."
#> [1] "pK = 0.01..."
#> [1] "pK = 0.02..."
#> [1] "pK = 0.03..."
#> [1] "pK = 0.04..."
#> [1] "pK = 0.05..."
#> [1] "pK = 0.06..."
#> [1] "pK = 0.07..."
#> [1] "pK = 0.08..."
#> [1] "pK = 0.09..."
#> [1] "pK = 0.1..."
#> [1] "pK = 0.11..."
#> [1] "pK = 0.12..."
#> [1] "pK = 0.13..."
#> [1] "pK = 0.14..."
#> [1] "pK = 0.15..."
#> [1] "pK = 0.16..."
#> [1] "pK = 0.17..."
#> [1] "pK = 0.18..."
#> [1] "pK = 0.19..."
#> [1] "pK = 0.2..."
#> [1] "pK = 0.21..."
#> [1] "pK = 0.22..."
#> [1] "pK = 0.23..."
#> [1] "pK = 0.24..."
#> [1] "pK = 0.25..."
#> [1] "pK = 0.26..."
#> [1] "pK = 0.27..."
#> [1] "pK = 0.28..."
#> [1] "pK = 0.29..."
#> [1] "pK = 0.3..."
#> [1] "Creating artificial doublets for pN = 20%"
#> [1] "Creating Seurat