Merge remote-tracking branch 'origin/develop' into StressCompare

README.md

@@ -10,21 +10,16 @@ Determining cellular heterogeneity in the human prostate with single-cell RNA se
     * PI: Douglas W. Strand, PhD
         * <a href="https://orcid.org/0000-0002-0746-927X" target="orcid.widget" rel="noopener noreferrer" style="vertical-align:top;"><img src="https://orcid.org/sites/default/files/images/orcid_16x16.png" style="width:1em;margin-right:.5em;" alt="ORCID iD icon">orcid.org/0000-0002-0746-927X</a>
         * PI Email: [douglas.strand@utsouthwestern.edu](mailto:douglas.strand@utsouthwestern.edu)
+* **ANALYZED DATA FOR QUERYING AT: [StrandLab.net](http://strandlab.net/analysis.php)**
+* **Raw data at: [GEO (scRNA-Seq)](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE117403) & [GEO (popRNA-Seq)](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE117271) & [GenitoUrinary Development Molecular Anatomy Project (GUDMAP)]("https://doi.org/10.25548/W-R8CM")**
+* **Publication at: PENDING**
 
 Data Analysis
 -------------
 
 * **Requirements:**
-    * /analysis/DATA/D17PrF/
-        * D17PrF-demultiplex.csv
-        * 10x/
-            * aggregation_csv.csv
-            * GRCh38/
-                * "barcodes.tsv"
-                * "genes.tsv"
-                * "matrix.mtx"
-    * /analysis/DATA/D27PrF/
-        * D27PrF-demultiplex.csv
+    * /analysis/DATA/
+        * Pd-demultiplex.csv
         * 10x/
             * aggregation_csv.csv
             * GRCh38/
@@ -46,12 +41,15 @@ Data Analysis
         * RColorBrewer (v1.1-2)
         * monocle (v2.6.3)
         * dplyr (v0.7.6)
+        * viridis (v0.5.1)
         * *and all dependencies*
 * **HOW TO RUN**
-    * 1 Patient D17PrF
-        * run bash script sc_TissueMapper-D17PrF.sh
-    * 2 Patients D17PrF and D27PrF
-        * run bash script sc_TissueMapper-DPrF2.sh
+    * 1 Run on 3 patient aggregate
+        * run bash script [sc\_TissueMapper\-Pr.sh](https://git.biohpc.swmed.edu/StrandLab/sc-TissueMapper_Pr/blob/master/bash.scripts/sc_TissueMapper-Pd.sh)
+    * 2 Run on 1st patent FACS samples
+        * run bash script [sc\_TissueMapper\-D17\_FACS.sh](https://git.biohpc.swmed.edu/StrandLab/sc-TissueMapper_Pr/blob/master/bash.scripts/sc_TissueMapper-D17_FACS.sh)
+    * 3 Run on 2nd patient FACS samples
+        * run bash script [sc\_TissueMapper\-D27\_FACS.sh](https://git.biohpc.swmed.edu/StrandLab/sc-TissueMapper_Pr/blob/master/bash.scripts/sc_TissueMapper-D27_FACS.sh)
 * **Pipeline:**
     * Link cellranger count/aggr output to analysis
     * Create demultiplex file to add custom sample groups
@@ -61,8 +59,8 @@ Data Analysis
     * Load cellranger data into R/Seurat
     * Label cells based on their cell cycle stated using Seurat based method
     * QC and filter cells/genes
-    * *If combining multiple experiments:* Align experiments using canonical correlation analysis (CCA)
-    * Perform principle component analysis (PCA) using most highly variable genes (HVG) for downstream clustering etc
+    * *If analyzing samples from multiple patients:* Align experiments using canonical correlation analysis (CCA)
+    * *If analyzing samples from one patient:* Perform principle component analysis (PCA) using most highly variable genes (HVG) for downstream clustering etc
     * Perform initial "over" clustering
     * Identify "highly stressed" cells using custom PCA based analysis, remove stressed clusters/cells, and re-cluster
     * Correlate cluster gene expression using Quantitative Set Analysis for Gene Expression (QuSAGE) on lineage genesets for identification (epithelia, and stroma)
@@ -82,36 +80,40 @@ Data Analysis
         * "regev\_lab\_cell\_cycle\_genes.txt" G2M and S phase genes from [*Genome Res. 2015 Dec; 25(12): 1860–1872*](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4665007/)
     * Stress:
         * "DEG\_C2.CGP.M10970.txt" MSigDB C2 Chemical and Genetic Perturbations M10970 [**CHUANG\_OXIDATIVE\_STRESS\_RESPONSE\_UP**](http://software.broadinstitute.org/gsea/msigdb/cards/CHUANG_OXIDATIVE_STRESS_RESPONSE_UP.html)
-        * "genes.deg.Stress.csv" DWS generated DEGs of stressed cells from scRNA-Seq of patient D17 only
-        * "" DWS generated DEGs of stressed cells from scRNA-Seq of an aggregation of patient D17 and D27
+        * "genes.deg.Stress.csv" DWS generated DEGs of stressed cells from scRNA-Seq of 3 patient aggregate
     * Lineage:
         * "DEG\_Epi_5FC.txt" DWS generated DEGs of epithelia from FACS population (bulk) RNA-sequencing
         * "DEG\_FMSt_5FC.txt" DWS generated DEGs of fibromuscular stroma from FACS population (bulk) RNA-sequencing
-        * "genes.deg.Epi.csv" DWS generated DEGs of epithelial cells from scRNA-Seq of patient D17 only
-        * "genes.deg.St.csv" DWS generated DEGs of stromal cells from scRNA-Seq of patient D17 only
-        * "" DWS generated DEGs of epithelial cells from from scRNA-Seq of an aggregation of patient D17 and D27
-        * "" DWS generated DEGs of stromal cells from scRNA-Seq of an aggregation of patient D17 and D27
+        * "genes.deg.Epi.csv" DWS generated DEGs of epithelial cells from scRNA-Seq of 3 patient aggregate
+        * "genes.deg.St.csv" DWS generated DEGs of stromal cells from scRNA-Seq of 3 patient aggregate
     * Epithelia:
         * "DEG\_BE_5FC.txt" DWS generated DEGs of basal epithelia from FACS population (bulk) RNA-sequencing
         * "DEG\_LE_5FC.txt" DWS generated DEGs of luminal epithelia from FACS population (bulk) RNA-sequencing
         * "DEG\_OE_5FC.txt" DWS generated DEGs of "other" epithelia from FACS population (bulk) RNA-sequencing
-        * "genes.deg.BE.csv" DWS generated DEGs of basal epithelial cells from scRNA-Seq of patient D17 only
-        * "genes.deg.LE.csv" DWS generated DEGs of luminal epithelial cells from scRNA-Seq of patient D17 only
-        * "genes.deg.OE1.csv" DWS generated DEGs of "other" epithelia cluster 1 cells from scRNA-Seq of patient D17 only
-        * "genes.deg.OE2.csv" DWS generated DEGs of "other" epithelia cluster 2 cells from scRNA-Seq of patient D17 only
+        * "genes.deg.BE.csv" DWS generated DEGs of basal epithelial cells from scRNA-Seq of 3 patient aggregate
+        * "genes.deg.LE.csv" DWS generated DEGs of luminal epithelial cells from scRNA-Seq of 3 patient aggregate
+        * "genes.deg.OE1.csv" DWS generated DEGs of "other" epithelia cluster 1 cells from scRNA-Seq of 3 patient aggregate
+        * "genes.deg.OE2.csv" DWS generated DEGs of "other" epithelia cluster 2 cells from scRNA-Seq of 3 patient aggregate
     * Stroma:
         * "DEG\_C5.BP.M11704.txt" MSigDB C5 GO Biological Processes M11704 [**GO\_ENDOTHELIAL\_CELL\_DIFFERENTIATION**](http://software.broadinstitute.org/gsea/msigdb/cards/GO_ENDOTHELIAL_CELL_DIFFERENTIATION.html)
         * "DEG\_C5.BP.M10794.txt" MSigDB C5 GO Biological Processes M10794 [**GO\_SMOOTH\_MUSCLE\_CELL\_DIFFERENTIATION**](http://software.broadinstitute.org/gsea/msigdb/cards/GO_SMOOTH_MUSCLE_CELL_DIFFERENTIATION.html)
         * "DEG\_C5.BP.M13024.txt" MSigDB C5 GO Biological Processes M13024 [**GO\_REGULATION\_OF\_FIBROBLAST\_PROLIFERATION**](http://software.broadinstitute.org/gsea/msigdb/cards/GO_REGULATION_OF_FIBROBLAST_PROLIFERATION.html)
         * "DEG\_C5.BP.M10124.txt" MSigDB C5 GO Biological Processes M10124 [**GO\_LEUKOCYTE\_ACTIVATION**](http://software.broadinstitute.org/gsea/msigdb/cards/GO_LEUKOCYTE_ACTIVATION.html)
+        * "genes.deg.Fib.csv" DWS generated DEGs of fibroblast cells from scRNA-Seq of 3 patient aggregate
+        * "genes.deg.SM.csv" DWS generated DEGs of smooth muscle cells from scRNA-Seq of 3 patient aggregate
+        * "genes.deg.Endo.csv" DWS generated DEGs of endothelial ccells from scRNA-Seq of 3 patient aggregate
+        * "genes.deg.Leu.csv" DWS generated DEGs of leukocyte cells from scRNA-Seq of 3 patient aggregate
     * Neuroendocrine:
         * "EurUrol.2005.NE.txt" Neuroendocrine markers from Table 1 of [*Eur Urol. 2005 Feb;47(2):147-55*](https://www.ncbi.nlm.nih.gov/pubmed/15661408)
-        * "genes.deg.NE.csv" DWS generated DEGs of neuroendocrine epithelial cells from scRNA-Seq of patient D17 only
-        * "" DWS generated DEGs of neuroendocrine epithelial cells from scRNA-Seq of patient D17 only
+        * "genes.deg.NE.csv" DWS generated DEGs of neuroendocrine epithelial cells from scRNA-Seq of 3 patient aggregate
     * Lung epithelia from [Lung Gene Expression Analysis (LGEA) Web Portal](https://research.cchmc.org/pbge/lunggens/mainportal.html):
         * "Basal cells-signature-genes.csv" scRNA-Seq LGEA generated top 20 DEGs for [human lung Basal Cells] (https://research.cchmc.org/pbge/lunggens/lungDisease/celltype_IPF.html?cid=3)
         * "Normal AT2 cells-signature-genes.csv" scRNA-Sequecing LGEA generated top 20 DEGs for [human lung Alveolar Type 2 Cells](https://research.cchmc.org/pbge/lunggens/lungDisease/celltype_IPF.html?cid=1)
         * "Club\_Goblet cells-signature-genes.csv" scRNA-Sequencing LGEA generated top 20 DEGs for [human lung Club/Goblet Cells](https://research.cchmc.org/pbge/lunggens/lungDisease/celltype_IPF.html?cid=4)
+    * Lung epithelia from [*Nature 2018 Aug;560(7718):319*](https://doi.org/10.1038/s41586-018-0393-7)
+        * "SupTab3\_Consensus\_Sigs.csv" scRNA-Sequencing DEGs of mouse basal, club, ciliated, tuft, neuroendocrine, ionocyte cells (Supplementary Tables, SupTab3\_Consensus\_Sigs)
+        * "SupTab6\_Krt13\_Hillock.csv" scRNA-Sequencing DEGs of mouse Krt13+ hillock cells (Supplementary Tables, SupTab6\_Krt13\_Hillock)
+        * "Ensemble.mus-hum.txt" Ensemble export of mouse (GRCm38.p6) to human ortholog mapping
     * General MSigDb
         * "c2.all.v6.1.symbols.gmt" MSigDB C2 Curated Gene Sets [**MSigDB C2**](http://software.broadinstitute.org/gsea/msigdb/genesets.jsp?collection=C2)
         * "c2.cp.kegg.v6.1.symbols" MSigDB C2 KEGG Gene Subsets [**KEGG**](http://software.broadinstitute.org/gsea/msigdb/genesets.jsp?collection=CP:KEGG)

bash.scripts/sc_TissueMapper-DPrF2.sh → bash.scripts/sc_TissueMapper-D17_FACS.sh

@@ -10,6 +10,4 @@
 
 module load R/3.4.1-gccmkl
 
-Rscript ../r.scripts/sc-TissueMapper_RUN.D2.R
-Rscript ../r.scripts/sc-TissueMapper_RUN.D.diy.R
-Rscript ../r.scripts/sc-TissueMapper_RUN.D.pseudotime.R
+Rscript ../r.scripts/sc-TissueMapper_RUN.D17_FACS.R
\ No newline at end of file

bash.scripts/sc_TissueMapper-D27_FACS.sh

+#!/bin/bash
+#SBATCH --job-name R_FullAnalysis
+#SBATCH -p 256GB,256GBv1,384GB
+#SBATCH -N 1
+#SBATCH -t 7-0:0:0
+#SBATCH -o job_%j.out
+#SBATCH -e job_%j.out
+#SBATCH --mail-type ALL
+#SBATCH --mail-user gervaise.henry@utsouthwestern.edu
+
+module load R/3.4.1-gccmkl
+
+Rscript ../r.scripts/sc-TissueMapper_RUN.D27_FACS.R

bash.scripts/sc_TissueMapper-D17PrF.sh → bash.scripts/sc_TissueMapper-Pd.sh

@@ -10,4 +10,4 @@
 
 module load R/3.4.1-gccmkl
 
-Rscript ../r.scripts/sc-TissueMapper_RUN.D17.R
+Rscript ../r.scripts/sc-TissueMapper_RUN.Pd.R
\ No newline at end of file

genesets/DEG_C2.CGP.M10970.txt

 CHUANG_OXIDATIVE_STRESS_RESPONSE_UP
-> Genes up-regulated in MCF7 cells (breast cancer) after treatment with the oxydants: hydrogen peroxyde, menadione, and t-butyl hydroperoxyde [PubChem=784;4055;6410].
 CTAGE5
 CYP1B1
 DDIT3
@@ -27,4 +26,4 @@ PSMD3
 RCBTB1
 RPL38
 SLC35B3
-ZBTB4
+ZBTB4
\ No newline at end of file

genesets/SupTab3_Consensus_Sigs.csv

+Supplementary Table 3,,,,,
+"Consensus marker genes for cell-type clusters from both initial 3' droplet-based and full-length plate-based scRNA-seq data (7,193 + 301 cells, in Sup. Tabs 1 and 2, respectively)",,,,,
+"Thresholds: Fisher's combined FDR: 0.001 for plate-based and maximum FDR: 0.05 for droplet-based, Minimum log2 fold-change:0.25",,,,,
+,,,,,
+,,,,,
+,,,,,
+Basal,Club,Ciliated,Tuft,Neuroendocrine,Ionocyte
+Aqp3,Scgb1a1,AU040972,Lrmp,Chga,Stap1
+Icam1,Bpifa1,Tmem212,Gnat3,Calca,Gm933
+Krt17,Scgb3a2,Dynlrb2,Gnb3,Cxcl13,Ascl3
+Krt5,Sftpd,Ccdc153,Plac8,Scg2,Foxi1
+Krt15,Alox15,Tppp3,Trpm5,Nov,Atp6v0d2
+Sfn,Pon1,1110017D15Rik,Gng13,Scg5,Moxd1
+Perp,Cyp4a12b,Fam183b,Ltc4s,Pcsk1,Gnas
+Fxyd3,Wfdc1,Sec14l3,Rgs13,Dnajc12,Ldhb
+Sdc1,Mgst1,Pltp,Hck,Uchl1,Rasd1
+Gstm2,Akr1c18,Rsph1,Alox5ap,Ddc,P2ry14
+F3,Sftpa1,Mlf1,Avil,Snca,Tfcp2l1
+Epas1,Lypd2,2410004P03Rik,Alox5,Snap25,Cd81
+Abi3bp,Ces1f,Tekt1,Ptpn6,Cib3,Cftr
+Adh7,Gsto1,Cdh26,Atp2a3,Bex2,Slc12a2
+Id1,Tst,Cdhr3,Plk2,Guk1,Asgr1
+Upk1b,Ffar4,Nme5,Zfp428,Chgb,Parm1
+Hspa1a,Hp,Ccdc17,Ethe1,Ascl1,Atp6v1e1
+Dapl1,Chad,Adam8,Mctp1,Ngf,Iqgap1
+Hspb1,Selenbp1,Cyp2s1,Fxyd6,Cplx2,Rbpms
+Zfp296,Mgat3,1700007K13Rik,1810046K07Rik,Igfbp5,
+Dcn,Gabrp,Tm4sf1,Pik3r5,Pkib,
+Rplp0,,Elof1,Cd300lf,Lrp11,
+Fam107b,,Ly6a,Rassf6,Tcerg1l,
+Tacstd2,,Sntn,Dclk1,Rbp4,
+Rpl13,,Ppil6,Spib,Mthfd2,
+Sat1,,Ifitm1,Pik3cg,Cd9,
+Sult1d1,,Tctex1d4,Pde2a,Meis2,
+Hpgd,,Aldh3b1,Matk,Ly6h,
+S100a14,,Lrrc48,Vav1,Tmem158,
+Rps18,,Foxj1,Sh2d7,Cacna2d1,
+Emp1,,1700026L06Rik,Bmx,Syt7,
+Sgk1,,Csrp2,Fyb,Ptp4a3,
+Gsta4,,Pifo,Ccdc28b,,
+Rps4x,,Acot1,Ptpn18,,
+Rps5,,Dnali1,Bpgm,,
+Oat,,Ccdc113,Itgb7,,
+Rps8,,Pcp4l1,Ccdc109b,,
+S100a16,,Spag6,Anxa4,,
+Phlda3,,Capsl,Rgs2,,
+Dusp1,,Lrrc51,Tspan6,,
+Crlf1,,2610028H24Rik,Prss53,,
+Sh3bgrl3,,Ldlrad1,Ly6g6f,,
+Rps2,,Stmnd1,Inpp5d,,
+Junb,,1700024G13Rik,Ivns1abp,,
+Pcolce,,Dmkn,Nkd1,,
+Cotl1,,Ccdc78,Sh3bgrl,,
+Sord,,Chchd6,Pou2f3,,
+Igfbp7,,1700016K19Rik,Sox9,,
+Rpl8,,Calml4,Chn2,,
+Rpl4,,Vpreb3,Krt18,,
+,,Odf3b,Calm2,,
+,,Ak7,Kctd12,,
+,,1700003M02Rik,Etv1,,
+,,1700026D08Rik,Coprs,,
+,,Lrrc23,Cd47,,
+,,BC051019,Espn,,
+,,Tubb4b,Tmem245,,
+,,Enkur,Pitpnc1,,
+,,Bphl,Hap1,,
+,,Spata18,Reep5,,
+,,Fam216b,H2afj,,
+,,Riiad1,Selm,,
+,,1700088E04Rik,NA,,
+,,1700007G11Rik,NA,,
+,,Rsph4a,NA,,
+,,Fam47e,NA,,
+,,Agr3,NA,,
+,,Fbxo36,NA,,
+,,1700001C02Rik,NA,,
+,,Cmbl,NA,,
+,,Spag16,NA,,
+,,Bok,NA,,
+,,Ift43,NA,,
+,,Ubxn10,NA,,
+,,Tekt4,NA,,
+,,Ccdc108,NA,,
+,,Erich2,NA,,
+,,6820408C15Rik,NA,,
+,,Prdx5,NA,,
+,,Fam92b,NA,,
+,,Smim5,NA,,
+,,Hdc,NA,,
+,,Serpina9,NA,,
+,,Ly6c1,NA,,
+,,Aldh1a1,NA,,
+,,Fhl1,NA,,
+,,4833427G06Rik,NA,,
+,,Rfk,NA,,
+,,Dnaic2,NA,,
+,,Ppp1r36,NA,,
+,,Ak8,NA,,
+,,B9d1,NA,,
+,,Chchd10,NA,,
+,,Zmynd10,NA,,
+,,Rsph9,NA,,
+,,Nek5,NA,,
+,,Gm973,NA,,
+,,Ccdc39,NA,,
+,,Efhc1,NA,,
+,,Hsph1,NA,,
+,,Tuba1b,NA,,
+,,Ubxn11,NA,,
+,,Slc23a2,NA,,
+,,Spa17,NA,,
+,,Nat9,NA,,
+,,Efcab10,NA,,
+,,Cd177,NA,,
+,,Hsp90aa1,NA,,
+,,Iqca,NA,,
+,,Dync2li1,NA,,
+,,Ruvbl1,NA,,
+,,Ppp1r32,NA,,
+,,Spef1,NA,,
+,,Ccdc81,NA,,
+,,Dnajb13,NA,,
+,,Acox2,NA,,
+,,Fhad1,NA,,
+,,Spag8,NA,,
+,,Nudc,NA,,
+,,Ccdc146,NA,,
+,,Pih1d2,NA,,
+,,Vwa3a,NA,,
+,,Fam179a,NA,,
+,,Fth1,NA,,
+,,Ccdc151,NA,,
+,,Lrrc36,NA,,
+,,Cxcl17,NA,,
+,,Kif9,NA,,
+,,Ccdc37,NA,,
+,,Mapk15,NA,,
+,,Lhb,NA,,
+,,Cd82,NA,,
+,,Fam161a,NA,,
+,,Rabl2,NA,,
+,,Fank1,NA,,
+,,Wdr63,NA,,
+,,Glipr1,NA,,
+,,Zfp474,NA,,
+,,Lgals3bp,NA,,
+,,Dpcd,NA,,
+,,Ttc29,NA,,
+,,Ttc16,NA,,
+,,Mdh1b,NA,,
+,,Ruvbl2,NA,,
+,,Gipc2,NA,,
+,,Arc,NA,,
+,,Mak,NA,,
+,,Dcdc2b,NA,,
+,,Ccdc30,NA,,
+,,1700028P14Rik,NA,,
+,,Mycbp,NA,,
+,,Oscp1,NA,,
+,,Morn5,NA,,
+,,Iqcg,NA,,
+,,Eno4,NA,,
+,,Ift74,NA,,
+,,Lrrc34,NA,,
+,,Cetn4,NA,,
+,,Ankrd66,NA,,
+,,Dnajc15,NA,,
+,,Ulk4,NA,,
+,,Tbata,NA,,
+,,Traf3ip1,NA,,
+,,Akr1b8,NA,,
+,,6430531B16Rik,NA,,
+,,Armc4,NA,,
+,,Maats1,NA,,
+,,Plekhb1,NA,,
+,,Meig1,NA,,
+,,Morn3,NA,,
+,,Lrrc71,NA,,
+,,1110004E09Rik,NA,,
+,,Ift88,NA,,
+,,Timp4,NA,,
+,,Fam166b,NA,,
+,,Ccdc121,NA,,
+,,Usp18,NA,,
+,,Ccdc33,NA,,
+,,Slc23a1,NA,,
+,,Gm166,NA,,
+,,1810037I17Rik,NA,,
+,,Syt5,NA,,
+,,Dnaaf1,NA,,
+,,Mns1,NA,,
+,,Dusp14,NA,,
+,,Wdr78,NA,,
+,,Dynll1,NA,,
+,,Gas8,NA,,
+,,Ccdc114,NA,,
+,,Crip2,NA,,
+,,Ctxn1,NA,,
+,,1700040L02Rik,NA,,
+,,Tcp11,NA,,
+,,Kif19a,NA,,
+,,Ccdc65,NA,,
+,,Tmem107,NA,,
+,,Adgb,NA,,
+,,Cib1,NA,,
+,,Dnaic1,NA,,
+,,Odc1,NA,,
+,,Dnaaf3,NA,,
+,,Cdkl4,NA,,
+,,Mrps17,NA,,
+,,Wdr34,NA,,
+,,Slc9a3r1,NA,,
+,,Kcnmb2,NA,,
+,,Swi5,NA,,
+,,Plin5,NA,,
+,,Zc2hc1a,NA,,
+,,Jam3,NA,,
+,,Lrrc6,NA,,
+,,Sptlc3,NA,,
+,,Hydin,NA,,
+,,Fam216a,NA,,
+,,4932443I19Rik,NA,,
+,,Ankrd42,NA,,
+,,Wdr60,NA,,
+,,Lrrc45,NA,,
+,,Spef2,NA,,
+,,Ezr,NA,,
+,,Wnt11,NA,,
+,,Fam213a,NA,,
+,,Gtsf1l,NA,,
+,,Lbp,NA,,
+,,Wdr95,NA,,
+,,Syne1,NA,,
+,,Abhd3,NA,,
+,,Tctex1d2,NA,,
+,,Ttc39a,NA,,
+,,Lrrc46,NA,,
+,,Stk33,NA,,
+,,Slc2a12,NA,,
+,,Mipep,NA,,
+,,Mst1,NA,,
+,,Myl4,NA,,
+,,Oaz2,NA,,
+,,Ttc12,NA,,
+,,Ccdc176,NA,,
+,,Ift57,NA,,
+,,Wdr54,NA,,
+,,4930444P10Rik,NA,,
+,,Tuba1a,NA,,
+,,1700013F07Rik,NA,,
+,,Mxra8,NA,,
+,,D430036J16Rik,NA,,
+,,Spag17,NA,,
+,,Ddo,NA,,
+,,Sri,NA,,
+,,Ctsk,NA,,
+,,Calm1,NA,,
+,,4430402I18Rik,NA,,
+,,2310007B03Rik,NA,,
+,,Psmc3ip,NA,,
+,,Nudt4,NA,,
+,,Ttll9,NA,,
+,,Dusp18,NA,,
+,,Rfc2,NA,,
+,,1700029J07Rik,NA,,
+,,Naga,NA,,
+,,Akap14,NA,,
+,,Atp2a2,NA,,
+,,Pttg1,NA,,
+,,Casc1,NA,,
+,,Ccdc60,NA,,
+,,Dydc2,NA,,
+,,Lrrc10b,NA,,
+,,Mycbpap,NA,,
+,,1700001L19Rik,NA,,
+,,Dlec1,NA,,
+,,Kif6,NA,,
+,,Ropn1l,NA,,
+,,Eml2,NA,,
+,,Ech1,NA,,
+,,Slc1a4,NA,,
+,,Sftpc,NA,,
+,,1700101E01Rik,NA,,
+,,Efcab1,NA,,
+,,Sirt3,NA,,
+,,Pacrg,NA,,
+,,Cdc14a,NA,,
+,,Itln1,NA,,

genesets/genes.deg.BE.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"CCL2",0,2.26985014438583,0.289,0.07,0
-"TAGLN",0,1.79448664914879,0.586,0.132,0
-"KRT14",0,1.61268085417322,0.344,0.05,0
-"CAV1",0,1.55783923038886,0.749,0.19,0
-"RGCC",0,1.4961887585624,0.558,0.302,0
-"KRT23",0,1.43042438169317,0.751,0.423,0
-"DKK1",0,1.32697692288612,0.499,0.227,0
-"KRT15",0,1.32026668550722,0.742,0.364,0
-"TFPI2",0,1.27878546762553,0.28,0.082,0
-"KRT5",0,1.27605009769491,0.759,0.246,0
-"CALD1",0,1.25281871218064,0.652,0.196,0
-"LAYN",0,1.18138792085756,0.495,0.109,0
-"CLDN1",0,1.09493899103065,0.613,0.239,0
-"EMP3",0,1.00383253085756,0.594,0.212,0
-"ENO1",0,0.978464900048301,0.873,0.514,0
-"PDCD5",0,0.973938163365275,0.689,0.278,0
-"MYC",0,0.966809360760097,0.551,0.22,0
-"TPM2",0,0.951499401769291,0.359,0.054,0
-"PTRF",0,0.944694572458196,0.689,0.251,0
-"CAV2",0,0.9343558239806,0.735,0.341,0
-"KRT17",0,0.915428383571169,0.977,0.656,0
-"MYL9",0,0.913850868459689,0.482,0.125,0
-"NCL",0,0.907974272963621,0.868,0.546,0
-"TUBB4B",0,0.869529562679761,0.753,0.412,0
-"NPM1",0,0.842080939905099,0.952,0.744,0
-"KRT7",0,0.827047984665208,0.893,0.707,0
-"ATP1B3",0,0.81053156792344,0.735,0.428,0
-"DST",0,0.810090628570525,0.462,0.223,0
-"RAN",0,0.800648161491533,0.945,0.719,0
-"PRMT1",0,0.784694019738853,0.676,0.33,0
-"SRSF3",0,0.769703774252881,0.64,0.335,0
-"EEF1B2",0,0.765465793245705,0.976,0.801,0
-"SERPINF1",0,0.763819218503291,0.426,0.123,0
-"TUBA1B",0,0.758876561485482,0.75,0.446,0
-"AXL",0,0.758144566398628,0.36,0.083,0
-"TUBA1C",0,0.740846628737527,0.64,0.348,0
-"PA2G4",0,0.740373345153693,0.722,0.406,0
-"RANBP1",0,0.716164525818226,0.639,0.334,0
-"MYL12A",0,0.701286555258199,0.903,0.723,0
-"CYR61",9.25701850291851e-299,1.18261801549622,0.325,0.146,2.10773054292952e-294
-"DEFB1",5.00947307724066e-228,0.982618047968255,0.372,0.225,1.14060692495693e-223
-"CXCL1",4.06343145005988e-126,0.813339379579999,0.519,0.431,9.25202706864134e-122
+"DST",0,1.81727872364378,0.72,0.279,0
+"KRT14",0,1.80661115311404,0.364,0.092,0
+"KRT15",0,1.42745869762371,0.791,0.453,0
+"CYR61",0,1.32029104527785,0.52,0.235,0
+"TAGLN",0,1.29224633209788,0.361,0.107,0
+"RGCC",0,1.26265400419006,0.549,0.295,0
+"KRT5",0,1.24866930427906,0.793,0.274,0
+"TIMP3",0,1.23238910939631,0.521,0.205,0
+"CAV1",0,1.17499933161214,0.548,0.163,0
+"MYC",0,1.07235433849672,0.709,0.352,0
+"KRT17",0,1.04365352461911,0.965,0.747,0
+"PHLDA1",0,1.03665390322501,0.672,0.364,0
+"MYL9",0,0.942251653106022,0.517,0.135,0
+"S100A2",0,0.941599789389682,0.878,0.666,0
+"PALLD",0,0.917555621348643,0.616,0.283,0
+"ZFP36L2",0,0.910932922088037,0.716,0.464,0
+"HSPA1A",0,0.862724850863177,0.767,0.665,0
+"MEG3",0,0.813360356034023,0.461,0.134,0
+"SERPINF1",0,0.800315549779026,0.374,0.096,0
+"CLU",0,0.772601189643244,0.618,0.381,0
+"FHL2",0,0.762684015113309,0.753,0.563,0
+"CAV2",0,0.719852335454528,0.592,0.332,0
+"STK17A",0,0.701486572186172,0.667,0.451,0
+"CALD1",0,0.69740206160408,0.509,0.245,0
+"CSRP1",0,0.69624763307282,0.511,0.261,0
+"HBEGF",1.86620346756631e-294,0.804717806059973,0.578,0.36,4.33892306209168e-290
+"EDN1",2.91179342061972e-292,0.900546173165856,0.454,0.219,6.76991970294085e-288
+"F3",1.05478125285573e-222,0.75116792786021,0.591,0.424,2.45236641288958e-218
+"HSPA1B",3.75167349033879e-210,0.713867344731702,0.707,0.631,8.72264086503768e-206
+"DEFB1",4.71225000347581e-186,0.848686903097786,0.47,0.316,1.09559812580813e-181
+"DKK1",3.60249040468869e-124,1.05782564420798,0.326,0.188,8.37579019090121e-120
+"CRYAB",3.56780411383671e-58,0.958711314555255,0.412,0.331,8.29514456467036e-54

genesets/genes.deg.Endo.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"MMP1",0,3.06885845052324,0.595,0.117,0
-"IFI27",0,2.84382533903199,0.929,0.035,0
-"HMOX1",0,2.57255178968782,0.934,0.238,0
-"SELE",0,2.28001768963668,0.581,0.014,0
-"HLA-DRB1",0,2.19124301003312,0.877,0.041,0
-"ACKR1",0,1.93039624253274,0.551,0.011,0
-"CD200",0,1.90511422659173,0.778,0.024,0
-"CLDN5",0,1.89314440494294,0.594,0.011,0
-"CD74",0,1.86302575900188,0.859,0.106,0
-"CD93",0,1.72634092815523,0.693,0.01,0
-"NDRG1",0,1.65614613850286,0.836,0.25,0
-"SH3BGRL3",0,1.60701143836236,0.903,0.366,0
-"PCAT19",0,1.52780358903373,0.689,0.011,0
-"SPRY1",0,1.52160769822165,0.528,0.083,0
-"RAI14",0,1.50781565470241,0.697,0.044,0
-"HLA-DRA",0,1.47805900300601,0.732,0.03,0
-"LCN6",0,1.41944044465263,0.533,0.007,0
-"TMSB10",0,1.40878084029346,0.986,0.788,0
-"WWTR1",0,1.37480281968531,0.758,0.173,0
-"CALCRL",0,1.36520500608842,0.58,0.007,0
-"TCF4",0,1.34249871984321,0.754,0.189,0
-"CFLAR",0,1.34032740911107,0.869,0.374,0
-"HLA-DRB5",0,1.33879285516922,0.617,0.018,0
-"ZNF385D",0,1.27850261800816,0.568,0.031,0
-"ASPH",0,1.24652711299104,0.641,0.111,0
-"VWF",0,1.23696298305356,0.509,0.004,0
-"TPM3",0,1.23306393141697,0.735,0.164,0
-"ECSCR.1",0,1.22206006310049,0.525,0.005,0
-"PLVAP",0,1.21973381031496,0.472,0.005,0
-"ADGRL4",0,1.19284204929033,0.533,0.004,0
-"CSTB",0,1.18611898213309,0.781,0.393,0
-"TM4SF1",0,1.18201259108925,0.99,0.579,0
-"S100A10",0,1.16629210809079,0.847,0.433,0
-"HLA-DQB1",0,1.1615294791688,0.471,0.012,0
-"NQO1",0,1.14126515800974,0.472,0.068,0
-"SLC7A11",0,1.14064545911877,0.535,0.068,0
-"MSN",0,1.06546389387592,0.79,0.296,0
-"RHOC",0,1.02663591251468,0.853,0.414,0
-"HLA-DPA1",0,1.01946786596211,0.52,0.04,0
-"NOP10",0,1.01663692453393,0.755,0.307,0
-"ARPC1B",0,0.998976444023795,0.677,0.216,0
-"BACE2",0,0.99832630593708,0.538,0.084,0
-"TXNRD1",0,0.973572356553911,0.838,0.463,0
-"RDX",0,0.970210591538919,0.66,0.247,0
-"FXYD5",0,0.967532089612904,0.619,0.152,0
-"TM4SF18",0,0.962543134288453,0.315,0.003,0
-"CLIC1",0,0.959841430342422,0.876,0.53,0
-"SWAP70",0,0.953453819886505,0.463,0.059,0
-"ADAMTS9",0,0.951625808652538,0.837,0.373,0
-"DUSP6",0,0.950291511873816,0.357,0.026,0
-"TXN",0,0.94345189546915,0.987,0.86,0
-"HLA-DQA1",0,0.926123777516552,0.309,0.01,0
-"PNP",0,0.922570458424357,0.707,0.247,0
-"SQSTM1",0,0.914513714812259,0.96,0.835,0
-"FTL",0,0.913662833745886,1,0.997,0
-"MRPL33",0,0.910811771665931,0.581,0.165,0
-"MED24",0,0.894290995492655,0.258,0.011,0
-"LMO2",0,0.872799731237293,0.346,0.006,0
-"CNKSR3",0,0.868184022774729,0.368,0.014,0
-"MGST2",0,0.861069905673619,0.339,0.033,0
-"PPFIBP1",0,0.84176506747387,0.465,0.099,0
-"COL15A1",0,0.828269974767511,0.418,0.073,0
-"RNASE1",0,0.821901137650458,0.311,0.005,0
-"NEURL1B",0,0.813349778853127,0.36,0.033,0
-"ZEB1",0,0.801398094356402,0.506,0.13,0
-"ST3GAL6",0,0.798800168808464,0.329,0.007,0
-"RAPGEF5",0,0.790592861575036,0.325,0.007,0
-"CDC37",0,0.789137703582357,0.623,0.223,0
-"SOX17",0,0.786735563897394,0.273,0.002,0
-"MYL12A",0,0.778101034675136,0.793,0.473,0
-"RPS18",0,0.759071991425689,0.999,0.986,0
-"EMCN",0,0.75723498701251,0.284,0.004,0
-"NPDC1",0,0.755145143425168,0.451,0.101,0
-"GCLM",0,0.754296599801674,0.675,0.286,0
-"RHOJ",0,0.743404389703889,0.307,0.007,0
-"IL3RA",0,0.73638503131555,0.308,0.004,0
-"CDC42EP3",0,0.733392141073951,0.517,0.122,0
-"HSPA8",0,0.733261741317457,0.849,0.559,0
-"ITM2A",0,0.733252523517013,0.444,0.107,0
-"AP1S2",0,0.732543926674614,0.465,0.119,0
-"FLT1",0,0.723867100036129,0.3,0.023,0
-"CARHSP1",0,0.717712910751117,0.384,0.071,0
-"CD59",0,0.710775510617988,0.975,0.82,0
-"HLA-DPB1",0,0.699029634881562,0.489,0.12,0
-"AFAP1L1",0,0.69661194471527,0.295,0.006,0
-"PGF",8.68516636752e-302,0.959566293514589,0.286,0.03,1.97752553022063e-297
-"ARPC5L",5.29187214031092e-293,0.719551517742707,0.507,0.161,1.20490636762739e-288
-"ITGA2",5.5326630303273e-291,0.743130218715601,0.393,0.086,1.25973204537522e-286
-"RAB13",5.70187926204689e-286,0.724388598291987,0.717,0.368,1.29826088917546e-281
-"TNPO1",2.64892352401925e-272,0.732193957679457,0.521,0.184,6.03133397183942e-268
-"LUZP1",2.47133479160628e-269,0.696696052015114,0.561,0.209,5.62698218700834e-265
-"KLF2",9.82663173271351e-265,0.747743208695968,0.355,0.074,2.23742577922154e-260
-"SH3BP5",3.48152828443722e-260,0.715131068117843,0.451,0.136,7.9270917508351e-256
-"PLAU",2.92358880264069e-253,0.851027093944222,0.379,0.091,6.65671934473259e-249
-"ISG20",1.77957800617635e-226,0.724436442631312,0.756,0.457,4.05192116226294e-222
-"SERPINB1",1.28368450152888e-220,0.699221866096957,0.342,0.084,2.92282124153112e-216
-"CSF3",2.34732162501286e-191,0.940894597834614,0.638,0.343,5.34461660799177e-187
-"INSR",1.16468880740823e-175,0.710624117799236,0.308,0.085,2.6518799455878e-171
-"CXCL2",6.17127372369088e-146,1.05011546178159,0.637,0.39,1.40513731414718e-141
-"MMP10",1.34520592001558e-143,0.945880396589216,0.271,0.078,3.06289935928348e-139
-"ANGPT2",4.09100655849732e-119,1.06235861584571,0.277,0.099,9.31481283304254e-115
+"IFI27",0,2.95765833876928,0.949,0.033,0
+"ACKR1",0,2.33747060007371,0.548,0.007,0
+"SELE",0,2.3023227364971,0.535,0.01,0
+"HMOX1",0,2.27400009346342,0.734,0.222,0
+"CLDN5",0,2.12549516423295,0.699,0.007,0
+"SPRY1",0,1.84972889684481,0.653,0.078,0
+"TM4SF1",0,1.6852264824049,0.989,0.499,0
+"CD200",0,1.67467253477704,0.687,0.021,0
+"CD93",0,1.66983898284985,0.707,0.034,0
+"PLVAP",0,1.54152621316375,0.598,0.007,0
+"PCAT19",0,1.54103416384292,0.717,0.008,0
+"NDRG1",0,1.52146448796493,0.774,0.246,0
+"CALCRL",0,1.48738196167597,0.645,0.012,0
+"TCF4",0,1.45818122849846,0.8,0.186,0
+"WWTR1",0,1.37561562211083,0.783,0.189,0
+"ADGRL4",0,1.3263591812185,0.625,0.004,0
+"VWF",0,1.31055812571868,0.546,0.003,0
+"RAI14",0,1.26434724256621,0.577,0.049,0
+"ECSCR.1",0,1.24494622391033,0.578,0.004,0
+"HLA-DRB1",0,1.14213176238401,0.882,0.136,0
+"TPM3",0,1.12177169154976,0.793,0.258,0
+"TMSB10",0,1.10477995716581,0.997,0.881,0
+"CD59",0,1.00876904443087,0.973,0.707,0
+"CD74",0,0.770114783367345,0.917,0.221,0
+"HLA-DRB5",2.47486768133685e-302,0.968846972511273,0.676,0.095,5.75406735910819e-298
+"HLA-B",1.07129692258527e-300,0.931555433335884,0.991,0.843,2.49076534501075e-296
+"RNASE1",4.71006032029502e-297,1.08661230200455,0.515,0.027,1.09508902446859e-292
+"ADAMTS9",2.29083493790715e-295,1.24610853555793,0.845,0.311,5.32619123063412e-291
+"EMCN",2.54613255547046e-294,1.04000279859018,0.447,0.003,5.91975819146882e-290
+"ZNF385D",1.28318461861374e-283,1.11458923046175,0.506,0.034,2.98340423827694e-279
+"LCN6",1.43821691546107e-280,1.09365869989706,0.44,0.007,3.34385432844698e-276
+"AQP1",6.00307111620049e-276,1.42963844655136,0.437,0.009,1.39571403451661e-271
+"PECAM1",3.05571631792652e-275,1.02641461150372,0.447,0.014,7.10454043917917e-271
+"FLT1",2.70068630386794e-268,1.13789451699121,0.484,0.033,6.27909565649296e-264
+"STC1",3.23245852102914e-253,1.35821042727217,0.522,0.053,7.51546606139275e-249
+"SOX17",1.45849083605324e-252,1.17096968545322,0.388,0.001,3.39099119382377e-248
+"NPDC1",2.75159452745845e-251,1.07017782046775,0.641,0.152,6.39745727634089e-247
+"PNP",4.4691123493061e-249,1.0415019907499,0.717,0.206,1.03906862121367e-244
+"LMO2",5.88646484493374e-242,0.910368306216537,0.406,0.014,1.36860307644709e-237
+"TMEM255B",2.80454244961454e-232,0.860681487938916,0.432,0.03,6.5205611953538e-228
+"SWAP70",1.28295317050784e-226,0.949229215926924,0.526,0.09,2.98286612143072e-222
+"PDLIM1",6.87026353985749e-224,1.14985308569614,0.768,0.335,1.59733627301687e-219
+"GNG11",7.82571443905508e-222,1.01793998407029,0.716,0.239,1.81947860708031e-217
+"CNKSR3",2.35916955753623e-221,0.921634470871777,0.399,0.023,5.48506922127173e-217
+"SH3BGRL3",1.20664590464111e-216,0.893778618437096,0.906,0.549,2.80545172829057e-212
+"TM4SF18",6.30989397822818e-213,0.88791540586328,0.337,0.002,1.46705034993805e-208
+"RHOC",1.17468038054594e-211,0.902217038264544,0.852,0.496,2.73113188476932e-207
+"TSPAN7",6.17634992301517e-211,0.835562097913333,0.354,0.009,1.43600135710103e-206
+"DUSP6",1.37947265744836e-210,1.02949865488615,0.468,0.064,3.20727392856745e-206
+"MSN",1.40256434381965e-210,0.890540145017829,0.751,0.322,3.26096209938068e-206
+"HLA-E",3.6344306599811e-210,0.751516257557139,0.959,0.75,8.45005128445605e-206
+"CFLAR",6.74283607349663e-204,0.961571403003376,0.79,0.373,1.56770938708797e-199
+"BACE2",3.50016778552909e-193,0.870174129180058,0.508,0.104,8.13789010135512e-189
+"IL3RA",4.97078816605305e-193,0.780209400864455,0.365,0.024,1.15570824860733e-188
+"SLC7A11",8.00258138262285e-193,1.01868845355741,0.425,0.057,1.86060017145981e-188
+"MGST2",1.06556307710457e-192,1.00847906989798,0.524,0.118,2.47743415426814e-188
+"ARPC1B",1.86595491968936e-192,0.815704046676398,0.744,0.304,4.33834518827776e-188
+"ESAM",3.40100297395025e-190,0.834185014388266,0.471,0.077,7.90733191443433e-186
+"CDC37",4.27398426764638e-185,0.81314968997763,0.706,0.286,9.93701342227784e-181
+"RAMP3",6.74437835304704e-184,0.918922959793497,0.297,0.002,1.56806796708344e-179
+"ITM2A",1.39707160270379e-183,0.890381793095951,0.497,0.098,3.24819147628631e-179
+"ARPC5L",6.6607147455888e-182,0.849845139295525,0.596,0.182,1.5486161783494e-177
+"NQO1",7.90577377969477e-180,0.916811234176754,0.414,0.057,1.83809240377904e-175
+"TXN",5.50252074963298e-179,0.820890444442937,0.958,0.808,1.27933607428967e-174
+"RDX",1.09791194844377e-178,0.89788887662358,0.633,0.222,2.55264528013177e-174
+"ATP1A1",2.56093851346436e-175,0.798780790394714,0.816,0.468,5.95418204380464e-171
+"S100A10",2.03886795249534e-174,0.910781203254367,0.861,0.496,4.74036798955167e-170
+"LUZP1",6.85989301521989e-174,0.809127784647689,0.634,0.218,1.59492512603862e-169
+"FXYD5",1.51062450951668e-172,0.758209712887919,0.657,0.225,3.51220198462627e-168
+"MCTP1",1.33482501640548e-170,0.713936056658763,0.31,0.014,3.10346816314274e-166
+"MMP1",3.14565523819617e-169,2.20760149825212,0.326,0.023,7.3136484288061e-165
+"RAMP2",5.70921996909349e-167,0.88738725909783,0.358,0.037,1.32739364281424e-162
+"NOP10",1.79581165767344e-166,0.817713832614927,0.724,0.341,4.17526210409075e-162
+"ZEB1",5.17231473653779e-162,0.738096753559833,0.504,0.123,1.20256317624504e-157
+"HSPG2",4.59843086105139e-160,0.737773840518233,0.435,0.083,1.06913517519445e-155
+"FKBP1A",1.8084329087042e-159,0.823445691978731,0.727,0.363,4.20460651273727e-155
+"RND1",2.92170292956629e-159,1.31422556044679,0.308,0.021,6.79295931124162e-155
+"THBD",6.75453723345942e-157,1.12704145856541,0.468,0.106,1.57042990677932e-152
+"CDC42EP3",1.19244038090686e-154,0.766440554093496,0.602,0.206,2.77242388560844e-150
+"CRIP2",4.54548280879056e-153,0.833214077756429,0.534,0.151,1.05682475304381e-148
+"PPFIBP1",3.60364927839601e-152,0.730114163119552,0.458,0.104,8.37848457227072e-148
+"TSC22D1",1.89122041219108e-150,0.887044020994936,0.854,0.507,4.39708745834426e-146
+"MYL12A",3.14358740564208e-149,0.694453472121563,0.86,0.568,7.30884071811784e-145
+"RAB13",2.1936541420331e-146,0.718152358908408,0.75,0.396,5.10024588022695e-142
+"APP",1.28805515132911e-142,0.797848562987232,0.722,0.375,2.99472822684018e-138
+"C2CD4B",3.44280290764093e-138,0.813775757171602,0.251,0.01,8.00451676026516e-134
+"CARHSP1",1.51161597819225e-137,0.766042313664704,0.484,0.142,3.51450714929698e-133
+"UBE2J1",7.90138658906791e-137,0.725910968855969,0.61,0.254,1.83707238195829e-132
+"ETS2",1.74789012408925e-136,0.789466022244816,0.777,0.452,4.06384453850751e-132
+"EGFL7",2.35238715606019e-135,0.71181351563808,0.269,0.019,5.46930013783995e-131
+"AP1S2",5.08605141477263e-135,0.695192445117044,0.527,0.165,1.18250695393464e-130
+"DUSP23",9.91725475359695e-135,0.831560782614988,0.408,0.097,2.30576173021129e-130
+"GJA1",1.00014557058011e-134,0.902484840127658,0.523,0.177,2.32533845159875e-130
+"UPP1",2.29665403478599e-132,0.796244863121148,0.521,0.166,5.33972063087742e-128
+"PRSS23",1.72784851724629e-131,0.873221040643264,0.452,0.126,4.01724780259764e-127
+"SEC14L1",1.19210724179709e-130,0.704189373033159,0.423,0.104,2.77164933717825e-126
+"ASPH",8.53020809339658e-129,0.789792999516886,0.501,0.17,1.98327338171471e-124
+"MRPL33",8.48717362728843e-127,0.728387240562748,0.593,0.244,1.97326786834456e-122
+"TXNRD1",6.45456425970849e-124,0.86902690625259,0.702,0.404,1.50068619038222e-119
+"ANGPT2",2.55188578011304e-123,1.39243862701965,0.364,0.077,5.93313443876281e-119
+"C4orf32",5.919789203813e-118,0.700550225181616,0.496,0.17,1.37635098988652e-113
+"ICAM1",1.79981290032169e-117,0.787249841642591,0.632,0.292,4.18456499324793e-113
+"INSR",5.77417317407639e-103,0.917754940727712,0.395,0.121,1.34249526297276e-98
+"SLC9A3R2",3.853265811619e-101,0.777444115459207,0.37,0.1,8.95884301201418e-97
+"CSF3",1.66871138253636e-95,0.873413796874229,0.506,0.19,3.87975396439704e-91
+"SQSTM1",1.35207931188533e-91,0.715918949808855,0.895,0.781,3.14358440013339e-87
+"EMP1",6.09356663357739e-89,0.696552481614684,0.811,0.541,1.41675424230674e-84
+"RCAN1",1.03294348645462e-86,0.786099691522489,0.447,0.172,2.40159360600699e-82
+"ENG",5.42971604621474e-76,0.705817689757429,0.33,0.106,1.26240898074493e-71
+"PGF",6.9758050696494e-58,0.771897749798884,0.266,0.085,1.62187467869349e-53
+"CXCL2",2.57986516997583e-47,0.902126647976652,0.508,0.286,5.9981865201938e-43
+"SOCS3",5.79236086472243e-27,0.763805550249794,0.506,0.358,1.34672390104797e-22

genesets/genes.deg.Epi.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"S100A2",0,3.30549813068343,0.801,0.085,0
-"KRT17",0,3.06228344415771,0.839,0.107,0
-"TACSTD2",0,3.04768860155301,0.969,0.074,0
-"LCN2",0,2.82874333991414,0.531,0.041,0
-"KRT19",0,2.80785036748206,0.845,0.043,0
-"SCGB3A1",0,2.75530730119785,0.261,0.028,0
-"KRT7",0,2.63516542790296,0.813,0.04,0
-"CLDN4",0,2.42958302395291,0.752,0.046,0
-"AQP3",0,2.4266351160137,0.807,0.059,0
-"KRT23",0,2.38982802116259,0.61,0.027,0
-"WFDC2",0,2.37132289372006,0.657,0.037,0
-"SLPI",0,2.2240653458039,0.538,0.038,0
-"S100P",0,2.16255751861979,0.451,0.036,0
-"SFN",0,2.13531998042306,0.755,0.03,0
-"KRT15",0,2.09139006637374,0.579,0.024,0
-"ELF3",0,1.97840311656298,0.733,0.038,0
-"KRT5",0,1.88708901294063,0.538,0.018,0
-"AZGP1",0,1.8668541709625,0.385,0.02,0
-"FXYD3",0,1.81361904934172,0.716,0.035,0
-"CD24",0,1.81189146889047,0.726,0.115,0
-"KRT8",0,1.80837720092012,0.78,0.07,0
-"KRT13",0,1.7881189791266,0.333,0.012,0
-"SPINT2",0,1.75727091709337,0.792,0.036,0
-"MMP7",0,1.66024205888085,0.307,0.011,0
-"KLF5",0,1.61104284708691,0.693,0.074,0
-"AGR2",0,1.6037355455158,0.372,0.016,0
-"KRT18",0,1.58860152977009,0.799,0.133,0
-"GDF15",0,1.57888465909575,0.362,0.08,0
-"S100A14",0,1.57785684674446,0.597,0.019,0
-"CXCL17",0,1.50330998734828,0.41,0.014,0
-"S100A16",0,1.48540703215619,0.829,0.266,0
-"CLDN7",0,1.47691449662407,0.614,0.016,0
-"ACTG1",0,1.4399289446131,0.981,0.701,0
-"GSTP1",0,1.39863682759013,0.904,0.664,0
-"HMGA1",0,1.38212066529298,0.92,0.468,0
-"CLDN1",0,1.37023304043675,0.452,0.014,0
-"ANXA2",0,1.36645953664721,0.992,0.83,0
-"ACTB",0,1.35990310997518,0.973,0.738,0
-"ANXA1",0,1.34544955646587,0.82,0.395,0
-"DEFB1",0,1.32616199305495,0.309,0.017,0
-"PERP",0,1.30783660723308,0.842,0.265,0
-"ALDH1A3",0,1.24304150794516,0.528,0.085,0
-"LAMB3",0,1.21576217579514,0.52,0.025,0
-"LMO7",0,1.21550640251588,0.469,0.016,0
-"C15orf48",0,1.20692185802292,0.289,0.022,0
-"ANXA11",0,1.19886744097005,0.664,0.116,0
-"DKK1",0,1.17401085141097,0.382,0.103,0
-"S100A6",0,1.17121302045332,0.977,0.972,0
-"S100A10",0,1.15463763325726,0.963,0.568,0
-"PLAU",0,1.13138808325113,0.615,0.185,0
-"S100A11",0,1.12907195563405,0.989,0.846,0
-"MAL2",0,1.11025201153346,0.46,0.014,0
-"GPX2",0,1.08468222800918,0.319,0.012,0
-"PHLDA2",0,1.07250961799425,0.773,0.33,0
-"TSPO",0,1.07250180232296,0.736,0.22,0
-"SLC14A1",0,1.06761166503339,0.42,0.021,0
-"CEACAM1",0,1.06055760299135,0.411,0.02,0
-"CIB1",0,1.05759021162598,0.64,0.26,0
-"VAMP8",0,1.0559940285944,0.499,0.018,0
-"CXCL16",0,1.04803224375377,0.53,0.029,0
-"MRPS6",0,1.04195123880101,0.687,0.249,0
-"LAMC2",0,1.02042111064568,0.487,0.079,0
-"ZG16B",0,1.01411067798715,0.333,0.01,0
-"CD9",0,1.01208527939984,0.939,0.539,0
-"EPCAM",0,1.00257064467287,0.455,0.015,0
-"IGFBP3",0,0.985820750254372,0.366,0.083,0
-"TXNIP",0,0.979944804355018,0.466,0.158,0
-"ANXA3",0,0.979341406983618,0.377,0.011,0
-"SDCBP2",0,0.97847958867337,0.387,0.056,0
-"SERINC2",0,0.97467021272461,0.426,0.016,0
-"MALL",0,0.967441503861247,0.356,0.026,0
-"LAYN",0,0.957783391711155,0.328,0.053,0
-"TSTD1",0,0.955001866736415,0.463,0.034,0
-"IFNGR2",0,0.954598417262527,0.668,0.22,0
-"HIST1H1C",0,0.947399575578918,0.519,0.14,0
-"CD47",0,0.93428247410677,0.544,0.135,0
-"ID1",0,0.898188908435801,0.383,0.096,0
-"TSPAN1",0,0.880022545690683,0.341,0.012,0
-"ANKRD36C",0,0.875178087207838,0.268,0.023,0
-"EZR",0,0.874295039334984,0.577,0.153,0
-"MYL12B",0,0.870847549408789,0.873,0.53,0
-"ARHGAP29",0,0.870293895196577,0.596,0.29,0
-"PHLDA3",0,0.86779565047679,0.441,0.067,0
-"PPDPF",0,0.856085268634168,0.781,0.384,0
-"FGFBP1",0,0.853529069653888,0.261,0.005,0
-"TALDO1",0,0.849382563485754,0.637,0.202,0
-"MPZL2",0,0.844074676793378,0.457,0.064,0
-"ASS1",0,0.83821352502831,0.362,0.037,0
-"CYP3A5",0,0.83652760157278,0.366,0.035,0
-"HEBP2",0,0.834224567298227,0.627,0.244,0
-"CAV2",0,0.828700352987179,0.566,0.247,0
-"GALNT3",0,0.826320503811479,0.382,0.011,0
-"MYO6",0,0.822483573254509,0.475,0.083,0
-"SH3BGRL3",0,0.819268723698136,0.93,0.54,0
-"JUP",0,0.81546622832034,0.413,0.037,0
-"LIMA1",0,0.799385826075198,0.467,0.104,0
-"TNFRSF21",0,0.788008292512141,0.388,0.036,0
-"ACTN4",0,0.778111535116705,0.541,0.147,0
-"NDUFV2",0,0.76857344984035,0.698,0.34,0
-"RAB11FIP1",0,0.764540065495951,0.324,0.026,0
-"EHF",0,0.759290729799491,0.327,0.008,0
-"DSP",0,0.755984322854681,0.388,0.036,0
-"MAST4",0,0.743686646452497,0.453,0.11,0
-"SDC4",0,0.735583485325196,0.38,0.099,0
-"DRAP1",0,0.731651695577567,0.582,0.267,0
-"MET",0,0.729853193563385,0.363,0.035,0
-"SPINT1",0,0.721856586452301,0.339,0.017,0
-"PRDX5",0,0.717357578170555,0.623,0.268,0
-"MAP3K13",0,0.714919810262883,0.497,0.17,0
-"HINT1",0,0.713569993581808,0.967,0.789,0
-"CDH1",0,0.710881153926434,0.317,0.01,0
-"SH3YL1",0,0.706351100542294,0.375,0.033,0
-"TPM4",0,0.705259642655654,0.775,0.524,0
-"KLK11",0,0.701211680444189,0.285,0.009,0
-"TSPAN3",0,0.698976607882264,0.514,0.193,0
-"TPD52",0,0.697862072733762,0.288,0.013,0
-"COX4I1",0,0.69617030287604,0.913,0.666,0
+"KRT17",0,2.64673644764602,0.91,0.38,0
+"TACSTD2",0,2.58231159715341,0.981,0.282,0
+"KRT19",0,2.45083620114524,0.872,0.185,0
+"CLDN4",0,2.33798655274461,0.83,0.229,0
+"S100A2",0,2.14736694057859,0.824,0.336,0
+"SFN",0,2.14188708633312,0.849,0.126,0
+"KRT15",0,2.13730992361203,0.705,0.122,0
+"KRT8",0,1.98122977079159,0.878,0.156,0
+"SLPI",0,1.97212133924044,0.609,0.126,0
+"KRT23",0,1.9475241025607,0.647,0.109,0
+"KRT7",0,1.85832624877284,0.762,0.135,0
+"WFDC2",0,1.82603184536208,0.706,0.142,0
+"AQP3",0,1.75707702047555,0.714,0.138,0
+"KLF5",0,1.72630607453798,0.808,0.128,0
+"KRT18",0,1.65532949882324,0.889,0.214,0
+"FXYD3",0,1.61927290958347,0.793,0.123,0
+"DST",0,1.61622963903937,0.608,0.203,0
+"KRT5",0,1.61473814532591,0.661,0.08,0
+"AZGP1",0,1.59595095398688,0.423,0.063,0
+"ERRFI1",0,1.5002166398309,0.671,0.207,0
+"PERP",0,1.43991512228113,0.913,0.305,0
+"ELF3",0,1.39422648108229,0.616,0.113,0
+"SPINT2",0,1.39239631839613,0.792,0.11,0
+"AREG",0,1.3786787337354,0.444,0.097,0
+"ACTG1",0,1.37293440601088,0.992,0.839,0
+"DEFB1",0,1.34503533365797,0.431,0.055,0
+"ANXA1",0,1.30604259801877,0.86,0.505,0
+"F3",0,1.30192501208712,0.549,0.139,0
+"S100A14",0,1.29343286078518,0.589,0.071,0
+"FHL2",0,1.26558560397518,0.705,0.222,0
+"CLDN7",0,1.23141144972301,0.523,0.056,0
+"CXCL17",0,1.21533791862415,0.375,0.051,0
+"PHLDA2",0,1.19530647532187,0.808,0.394,0
+"GADD45A",0,1.18964097065961,0.83,0.473,0
+"EZR",0,1.15296351442262,0.754,0.253,0
+"CLDN1",0,1.11410745865298,0.457,0.064,0
+"EDN1",0,1.10942157265544,0.394,0.057,0
+"EHF",0,1.08296266097339,0.531,0.042,0
+"SERPINB5",0,1.08108443063903,0.462,0.034,0
+"S100A16",0,1.0769615457348,0.858,0.416,0
+"LAMB3",0,1.07163577834265,0.532,0.055,0
+"HBEGF",0,1.06681378224294,0.522,0.201,0
+"LIMA1",0,1.0513260826661,0.647,0.19,0
+"ACTB",0,1.05079544839747,0.992,0.9,0
+"VAMP8",0,1.02255596752927,0.607,0.073,0
+"PLAU",0,1.01992439702576,0.555,0.196,0
+"TSTD1",0,1.01749694576366,0.602,0.078,0
+"S100A11",0,1.0047767484748,0.991,0.879,0
+"ANXA2",0,1.0000025381118,0.987,0.867,0
+"MPZL2",0,0.994372861783234,0.644,0.149,0
+"CEACAM1",0,0.98928633223492,0.501,0.086,0
+"ZG16B",0,0.979605923698475,0.429,0.036,0
+"CD9",0,0.939348912075797,0.955,0.613,0
+"STK17A",0,0.937434104556968,0.612,0.222,0
+"SLC14A1",0,0.921059272534142,0.443,0.052,0
+"HMGA1",0,0.882636420446482,0.838,0.494,0
+"ALDH1A3",0,0.876037021829772,0.475,0.13,0
+"EPCAM",0,0.870929113732984,0.478,0.045,0
+"GSTP1",0,0.869236837206919,0.935,0.801,0
+"IRF6",0,0.857811859218995,0.471,0.038,0
+"PRSS22",0,0.855291125992551,0.367,0.028,0
+"MAST4",0,0.847336115298592,0.678,0.235,0
+"TSPAN1",0,0.832731564261921,0.392,0.04,0
+"PRDX5",0,0.822551687733958,0.789,0.438,0
+"TNFRSF12A",0,0.808337370482687,0.892,0.483,0
+"PHLDA3",0,0.795531021308692,0.494,0.111,0
+"S100A6",0,0.784779708737913,0.981,0.977,0
+"JUP",0,0.784069000314477,0.488,0.074,0
+"IRF2BP2",0,0.769645482116694,0.557,0.19,0
+"ITGA2",0,0.76350554541392,0.595,0.199,0
+"TNFRSF21",0,0.762654414147515,0.432,0.067,0
+"LAMC2",0,0.762354398240465,0.432,0.097,0
+"ANXA11",0,0.756371185335363,0.605,0.21,0
+"SDC4",0,0.753410062764128,0.503,0.146,0
+"MAL2",0,0.75247074578316,0.355,0.044,0
+"HEBP2",0,0.743409923773958,0.673,0.332,0
+"SDC1",0,0.718054645280138,0.351,0.04,0
+"CD47",0,0.71273810568372,0.599,0.22,0
+"CXCL16",0,0.704014318224997,0.426,0.071,0
+"KLK11",0,0.702290293393313,0.352,0.037,0
+"PPDPF",0,0.70023197306758,0.851,0.544,0
+"FAM110C",4.68811670147243e-302,0.81952198692582,0.321,0.023,1.08998713309234e-297
+"LMO7",3.54562564288941e-287,0.776064729336601,0.34,0.045,8.24357961971787e-283
+"LCN2",1.29929397078246e-279,1.98321221152763,0.43,0.13,3.02085848206921e-275
+"GPX2",1.75911908897727e-269,0.849509542409469,0.325,0.043,4.08995188187215e-265
+"RAB11FIP1",3.69529627971261e-269,0.720818871919051,0.341,0.055,8.59156385033181e-265
+"HSPB1",7.16440246438237e-267,0.785961433480702,0.893,0.779,1.6657235729689e-262
+"HIST1H1C",1.61000939082964e-254,0.719287302119213,0.48,0.184,3.74327183367892e-250
+"AGR2",2.68285137014948e-231,1.0612067064208,0.295,0.044,6.23762943559755e-227
+"KRT14",1.00746316626082e-212,1.65359002160063,0.295,0.056,2.3423518615564e-208
+"MMP7",9.3259028722788e-212,1.30588565024517,0.278,0.042,2.16827241780482e-207
+"KRT13",2.33641834478255e-210,1.63851273006006,0.292,0.056,5.43217265161943e-206
+"KRT16",1.07784000202821e-200,1.19125071652985,0.258,0.034,2.50597800471559e-196
+"S100P",8.37182577735041e-198,1.57588848571193,0.35,0.117,1.94644949323397e-193
+"ZFP36L2",2.94915164836327e-188,0.715517638044633,0.652,0.404,6.85677758244461e-184
+"MTRNR2L1",4.92681915776347e-166,0.796880879549293,0.498,0.282,1.14548545418001e-161
+"CD24",5.22646762822138e-146,0.921382790745211,0.331,0.131,1.21515372356147e-141
+"DKK1",8.30819005061725e-110,0.756949927526965,0.291,0.115,1.93165418676851e-105
+"GDF15",5.94555679467146e-81,1.18807270039704,0.276,0.139,1.38234195476112e-76
+"MSMB",6.76126653486279e-16,2.27369721884818,0.289,0.234,1.5719944693556e-11

genesets/genes.deg.Fib.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"APOD",0,3.41032922593078,0.821,0.189,0
-"PTGDS",0,2.8877058580425,0.739,0.226,0
-"FBLN1",0,2.82135185275811,0.937,0.164,0
-"G0S2",0,2.65239226355678,0.694,0.351,0
-"PTGS2",0,2.63257956414186,0.81,0.178,0
-"SERPINE2",0,2.63001264954024,0.72,0.114,0
-"LUM",0,2.27617126619272,0.824,0.148,0
-"CFD",0,2.25308578030129,0.836,0.28,0
-"MGST1",0,2.23796291966491,0.807,0.084,0
-"DCN",0,2.23005101481391,0.926,0.227,0
-"TNFAIP6",0,2.12196929200406,0.612,0.124,0
-"PTN",0,2.10336243938422,0.785,0.076,0
-"TFPI2",0,2.08433377036525,0.528,0.172,0
-"HSD11B1",0,1.950201900404,0.617,0.038,0
-"MMP2",0,1.94120539556443,0.817,0.069,0
-"MEG3",0,1.89044237396226,0.918,0.261,0
-"SERPINF1",0,1.86993898850082,0.781,0.139,0
-"AKR1C1",0,1.77370554323331,0.695,0.166,0
-"CLMP",0,1.73185511669257,0.69,0.027,0
-"FGF2",0,1.66671407187837,0.65,0.114,0
-"MFAP4",0,1.57744855356279,0.7,0.118,0
-"FGF7",0,1.56034743680218,0.626,0.107,0
-"PDPN",0,1.53024972196187,0.629,0.038,0
-"RHOBTB3",0,1.47595831124367,0.705,0.152,0
-"SFRP2",0,1.4513160223731,0.424,0.022,0
-"TIMP1",0,1.37683068699945,0.986,0.858,0
-"EMP3",0,1.31480239581781,0.747,0.189,0
-"SNCA",0,1.24930684993649,0.402,0.04,0
-"RND3",0,1.23066006943806,0.717,0.238,0
-"MGP",0,1.1855296059726,0.855,0.632,0
-"LTBP4",0,1.17825982810566,0.646,0.114,0
-"ARSG",0,1.16301919932054,0.378,0.055,0
-"DNAJB9",0,1.13968095835791,0.793,0.378,0
-"CEBPB",0,1.09036966354854,0.876,0.469,0
-"IGFBP2",0,1.04572816378957,0.687,0.272,0
-"TNFRSF12A",0,1.0354501856102,0.647,0.253,0
-"C1R",0,1.03521043807107,0.817,0.327,0
-"IGFBP5",0,1.03109974666237,0.81,0.328,0
-"BASP1",0,0.99406425245048,0.388,0.06,0
-"C1S",0,0.959635881711263,0.856,0.314,0
-"PLAUR",0,0.957769525550566,0.731,0.339,0
-"KCNK1",0,0.949578590477155,0.449,0.063,0
-"GPM6B",0,0.946493352251819,0.454,0.094,0
-"GSTM3",0,0.929381981472574,0.566,0.17,0
-"UAP1",0,0.910117352571639,0.512,0.165,0
-"COL6A2",0,0.909301260330884,0.795,0.315,0
-"CTSK",0,0.894545371855162,0.338,0.027,0
-"ATP2B1",0,0.877044298995221,0.55,0.198,0
-"FBLN2",0,0.864968838982231,0.34,0.015,0
-"IL32",0,0.862023452055675,0.592,0.207,0
-"PRRX1",0,0.85614950767007,0.6,0.186,0
-"LAPTM4A",0,0.85606051684402,0.93,0.686,0
-"TWIST2",0,0.841772228699369,0.35,0.049,0
-"DKK3",0,0.831597546712394,0.4,0.061,0
-"LPAR1",0,0.823652613444039,0.358,0.024,0
-"CST3",0,0.818107241061603,0.924,0.752,0
-"REEP5",0,0.815492643940423,0.674,0.325,0
-"RARRES2",0,0.814699359107823,0.585,0.18,0
-"MPZL1",0,0.808288313280512,0.702,0.344,0
-"SPOCK3",0,0.806269206801919,0.291,0.017,0
-"PCOLCE",0,0.799095180022583,0.467,0.114,0
-"LGALS3BP",0,0.791327754169325,0.48,0.11,0
-"MT2A",0,0.782702298854537,0.966,0.817,0
-"PDGFRA",0,0.780959775474778,0.298,0.014,0
-"BTG3",0,0.779602729322851,0.816,0.488,0
-"SEC62",0,0.774914204066678,0.76,0.437,0
-"PID1",0,0.759061651365725,0.33,0.041,0
-"SERPING1",0,0.715439600945182,0.83,0.425,0
-"EFEMP1",4.89187979123851e-305,0.848931619682846,0.349,0.053,1.1138321096671e-300
-"DPT",3.38361060745805e-304,0.827455959487724,0.269,0.015,7.70414299212124e-300
-"GYPC",3.85444289811281e-301,0.787131289796808,0.658,0.307,8.77618103471306e-297
-"GPNMB",5.16948015216933e-295,0.743978989916814,0.359,0.061,1.17703893584743e-290
-"UFM1",4.22476338563458e-293,0.744446425311646,0.69,0.376,9.61936375275138e-289
-"PGRMC1",1.147973669703e-290,0.780884616321056,0.552,0.206,2.61382124854675e-286
-"SLC39A14",1.36779058803739e-290,0.73581311264024,0.537,0.189,3.11432238990234e-286
-"PLTP",8.29668022075084e-290,0.711331247518551,0.351,0.06,1.88907111946276e-285
-"TFPI",8.6633091172281e-287,0.696685811558142,0.818,0.537,1.97254885290167e-282
-"MATN2",1.97444249274637e-276,0.828517104707956,0.303,0.041,4.49560811173422e-272
-"SPON2",1.35374249422156e-273,0.759454035820126,0.26,0.02,3.08233628509306e-269
-"PSAP",6.97974440828759e-265,0.702081137709843,0.749,0.463,1.589218004323e-260
-"CREB5",6.0237276156392e-264,0.893465432509837,0.533,0.212,1.37154254080489e-259
-"FST",1.46673657086702e-262,1.68583744696736,0.311,0.051,3.33961249820713e-258
-"THBS2",3.6601125794656e-262,0.910352202459825,0.307,0.048,8.33371033218522e-258
-"CFH",5.81779014600542e-262,0.720576549442235,0.487,0.163,1.32465263834397e-257
-"FXYD6",6.32226794368137e-259,0.697655472000968,0.465,0.145,1.43951718809681e-254
-"PLAT",1.44853004282735e-256,1.26273285517115,0.511,0.205,3.2981580545136e-252
-"BDKRB2",1.18208553749702e-253,0.745175418567689,0.301,0.05,2.69149056032696e-249
-"IL6",3.41381748020219e-241,1.26741284845756,0.772,0.527,7.77292102067238e-237
-"NBL1",1.15130640948045e-240,0.726341369212134,0.585,0.267,2.62140956374605e-236
-"SFRP1",3.54805105780044e-240,0.887168504286336,0.312,0.058,8.07855745350582e-236
-"CTSL",3.84316995107285e-231,0.705657220726675,0.701,0.387,8.75051366159778e-227
-"APOE",3.02978047489237e-228,1.20984591781155,0.418,0.14,6.89850716328244e-224
-"RARRES1",1.95013455547384e-226,0.910230002428451,0.266,0.039,4.44026136935839e-222
-"GSN",1.79109341668525e-216,1.11381181342803,0.697,0.453,4.07814060045065e-212
-"THAP2",7.6309234301987e-215,1.02134481907369,0.384,0.12,1.73748495582194e-210
-"CCDC80",4.99746044484778e-214,0.729242250942143,0.328,0.079,1.13787176868739e-209
-"RHOQ",6.7294090375569e-213,0.860700931320594,0.463,0.179,1.53221914376133e-208
-"HSPA5",6.61608260915592e-210,1.15803110816801,0.721,0.459,1.50641584927871e-205
-"LIF",3.15664044843813e-202,0.878384420750618,0.441,0.162,7.18735463704878e-198
-"GLIPR1",7.34183257629565e-200,0.721560990029018,0.278,0.056,1.67166185929676e-195
-"C7",4.14927052254094e-190,1.07213428325178,0.333,0.101,9.44747405277346e-186
-"ADM",6.12930480770493e-177,0.851744385650285,0.478,0.22,1.39558141166634e-172
-"CCK",2.28639500841051e-175,1.3947126048215,0.269,0.067,5.20589279464989e-171
-"IER3",3.87763983717751e-164,0.862508364111145,0.838,0.696,8.82899814526947e-160
-"THBS1",3.69176417042913e-144,0.75206476628118,0.413,0.188,8.40577783965009e-140
-"PLIN2",4.5833208169538e-136,0.813585194185613,0.61,0.395,1.04357631681221e-131
-"CYR61",1.17239699455112e-127,1.40703388859909,0.356,0.158,2.66943071689344e-123
-"CRYAB",1.54426621954022e-116,1.08688820886368,0.605,0.393,3.51613975527113e-112
-"A2M",1.04857504577752e-106,0.973034622888775,0.522,0.356,2.38750052173085e-102
-"IL33",1.61028566949239e-67,1.01584541508594,0.318,0.186,3.66645944086722e-63
-"CXCL1",9.12512440511727e-58,1.08488539076717,0.449,0.319,2.07769957580115e-53
-"HERPUD1",3.22838940903677e-44,0.749527071468979,0.461,0.34,7.35071984543582e-40
-"CXCL8",6.06162457181587e-43,0.705458270592312,0.826,0.788,1.38017129875676e-38
+"APOD",0,3.8923501915822,0.825,0.076,0
+"FBLN1",0,3.2721555053362,0.953,0.076,0
+"PTGDS",0,3.09068526002133,0.709,0.114,0
+"CFD",0,3.01764811945197,0.826,0.114,0
+"DCN",0,2.80071474015846,0.953,0.099,0
+"PTGS2",0,2.66808159367801,0.755,0.103,0
+"SERPINE2",0,2.48169709195106,0.642,0.054,0
+"LUM",0,2.43450601264945,0.761,0.039,0
+"MGST1",0,2.23842968640903,0.83,0.07,0
+"SERPINF1",0,2.21301816161794,0.848,0.112,0
+"PTN",0,2.14236031472684,0.8,0.058,0
+"MEG3",0,2.00541948571759,0.92,0.209,0
+"TNFAIP6",0,1.98385649030731,0.515,0.031,0
+"MMP2",0,1.86513229296865,0.801,0.037,0
+"AKR1C1",0,1.83526512687148,0.618,0.067,0
+"FGF7",0,1.77273086344674,0.627,0.046,0
+"FGF2",0,1.75435953320123,0.58,0.07,0
+"HSD11B1",0,1.68429879022444,0.525,0.006,0
+"MFAP4",0,1.63073520088028,0.662,0.082,0
+"RHOBTB3",0,1.62066625157783,0.719,0.128,0
+"CLMP",0,1.60507396447907,0.626,0.01,0
+"PDPN",0,1.53076705497695,0.591,0.019,0
+"C1R",0,1.45996687322777,0.822,0.214,0
+"C1S",0,1.44679811145353,0.838,0.172,0
+"LTBP4",0,1.2322514204452,0.675,0.088,0
+"IGFBP5",2.30172738481131e-287,1.41308236511827,0.871,0.275,5.35151616968629e-283
+"TIMP1",1.21258880741231e-275,1.66919147051592,0.982,0.777,2.81926897723361e-271
+"MGP",1.43134050433946e-263,1.94760922705423,0.906,0.528,3.32786667258924e-259
+"SFRP2",6.23684366294855e-260,1.31444733496018,0.368,0.003,1.45006615163554e-255
+"IGFBP2",1.60245291462962e-255,1.501217271244,0.821,0.332,3.72570302651386e-251
+"RND3",4.4589829681057e-242,1.43063360676077,0.724,0.226,1.03671354008457e-237
+"PRRX1",1.4656603229885e-241,1.09050654838495,0.583,0.103,3.40766025094826e-237
+"SPON2",9.09770507010782e-240,1.05496302389077,0.422,0.028,2.11521642880007e-235
+"RARRES2",4.33177203497913e-237,1.03743371679619,0.678,0.159,1.00713699813265e-232
+"EMP3",2.19210963452953e-235,1.10105313485148,0.767,0.254,5.09665490028116e-231
+"COL6A2",1.48568471290286e-232,1.02260394318029,0.804,0.27,3.45421695749916e-228
+"GEM",1.12601208852834e-231,1.35474466770012,0.811,0.289,2.61797810582839e-227
+"DKK3",3.14922356560891e-218,0.911395336145909,0.472,0.061,7.32194479004073e-214
+"SERPING1",4.62728283204556e-216,1.04606291288207,0.833,0.371,1.07584325845059e-211
+"LAPTM4A",5.37055543088076e-216,0.896584913143649,0.944,0.7,1.24865413767978e-211
+"LGALS3BP",7.08083707036096e-210,0.898099564335904,0.521,0.092,1.64629461885892e-205
+"GPM6B",9.29219667909618e-205,0.970709282395671,0.49,0.081,2.16043572788986e-200
+"TWIST2",5.40540539581062e-199,0.877080917113858,0.373,0.03,1.25675675452597e-194
+"PCOLCE",1.82496461479009e-197,0.883374823946268,0.458,0.065,4.24304272938695e-193
+"SPOCK3",2.18813210136376e-196,0.794192877885812,0.324,0.013,5.08740713567073e-192
+"PDGFRA",1.37959377685083e-195,0.78718025366846,0.303,0.008,3.20755553117817e-191
+"ANXA5",6.73329564964252e-194,0.864054149898807,0.917,0.678,1.56549123854189e-189
+"FBLN2",4.16793332726645e-192,0.732995247662444,0.317,0.014,9.69044498589449e-188
+"SOD3",4.81023315115941e-191,0.863415492097387,0.756,0.245,1.11837920764456e-186
+"CEBPB",1.36762310450451e-189,1.09929810187253,0.889,0.513,3.17972371797299e-185
+"CTSK",1.35074636892275e-187,0.871643687954348,0.341,0.024,3.1404853077454e-183
+"SFRP1",8.26804910145853e-183,1.2632017782796,0.381,0.044,1.92232141608911e-178
+"PCOLCE2",1.32274208121844e-181,1.04772371200443,0.298,0.012,3.07537533883287e-177
+"DPT",1.42899368522146e-178,0.913576642110648,0.274,0.006,3.32241031813988e-174
+"C7",5.62903198898067e-176,1.35084388869461,0.389,0.052,1.30874993743801e-171
+"PID1",2.45229999265864e-173,0.795810300043766,0.339,0.029,5.70159748293134e-169
+"EFEMP1",1.50465082667433e-172,0.866671472128182,0.356,0.038,3.49831317201781e-168
+"KCNK1",1.02091297223317e-170,0.901645458709466,0.422,0.072,2.37362266044212e-166
+"TNFRSF12A",1.49488638348966e-168,1.00721408703026,0.738,0.342,3.47561084161345e-164
+"SDC2",1.29253581931353e-167,0.894316432208974,0.562,0.154,3.00514577990396e-163
+"COL6A3",2.81798273078478e-167,0.796275475053772,0.375,0.048,6.55180984907462e-163
+"LIF",4.96983900786539e-167,1.22920905217835,0.456,0.09,1.1554875693287e-162
+"AEBP1",1.03893221347569e-164,0.825514863151504,0.558,0.15,2.41551739633099e-160
+"IGF1",1.31635389088388e-162,1.09876378744088,0.292,0.018,3.06052279630501e-158
+"SNCA",1.13389351560895e-159,1.09899891759111,0.346,0.044,2.6363024237908e-155
+"BTG3",2.1535564925898e-153,0.86276226422783,0.779,0.425,5.0070188452713e-149
+"DNAJB9",5.3087047475068e-153,1.12470183570787,0.726,0.365,1.23427385379533e-148
+"RARRES1",5.82164564667045e-152,1.20410886282795,0.369,0.056,1.35353261285088e-147
+"FGFR1",2.16405387151117e-150,0.801111850838959,0.689,0.292,5.03142525126346e-146
+"NBL1",1.1337857233823e-149,0.933483986582676,0.703,0.323,2.63605180686386e-145
+"THBS2",2.40461581451133e-146,0.825414353746798,0.293,0.026,5.59073176873884e-142
+"BNIP3L",2.13962188956386e-145,0.978425552447663,0.682,0.311,4.97462089323598e-141
+"CST3",6.82898376145196e-144,0.733161306371302,0.971,0.826,1.58773872453758e-139
+"IL32",1.46360661091597e-143,0.945666982508541,0.584,0.203,3.40288537037964e-139
+"MPZL1",3.89694114010645e-141,0.884709419918391,0.634,0.263,9.0603881507475e-137
+"FXYD6",3.60892770018143e-139,0.819745582938489,0.474,0.126,8.39075690292183e-135
+"IGFBP6",4.63688343419193e-134,0.844527316154562,0.771,0.342,1.07807539844962e-129
+"PRELP",7.45729548733251e-134,0.811186436638602,0.31,0.04,1.73382120080481e-129
+"REEP5",1.62487459444288e-131,0.834780631404062,0.677,0.342,3.77783343207971e-127
+"MATN2",4.11770492463654e-131,0.705805397017741,0.285,0.032,9.57366394977996e-127
+"FSTL1",1.80328977472523e-130,0.770659713629198,0.613,0.247,4.19264872623615e-126
+"COL6A1",3.43071461921023e-130,0.699868176942725,0.538,0.167,7.97641148966379e-126
+"CREB5",3.4729514930065e-127,1.02243999055005,0.501,0.169,8.07461222124012e-123
+"GSTM3",1.52625301753633e-126,0.722568369222526,0.515,0.169,3.54853826577197e-122
+"TFPI2",1.69870953481948e-125,1.94001929705757,0.397,0.1,3.9494996684553e-121
+"CCK",7.8597053757042e-124,1.60727132914087,0.259,0.027,1.82738149985123e-119
+"SLC39A14",2.08305677994999e-123,0.768642818463747,0.508,0.169,4.84310701338372e-119
+"CCDC80",4.23078633702109e-123,0.836332416616513,0.343,0.063,9.83657823357404e-119
+"UFM1",3.2166890174189e-122,0.785717064195423,0.677,0.342,7.47880196549893e-118
+"IL6",6.64360148018001e-120,1.80505836007118,0.598,0.263,1.54463734414185e-115
+"ARSG",7.4540164271537e-117,0.950068935512295,0.274,0.037,1.73305881931324e-112
+"TFPI",1.69312131902583e-114,0.784678527009899,0.729,0.374,3.93650706673505e-110
+"RHOQ",5.3558501817157e-111,0.949667069415368,0.516,0.196,1.2452351672489e-106
+"FST",4.75465243213984e-108,1.43658409992278,0.256,0.034,1.10545669047251e-103
+"G0S2",2.21270991123476e-106,2.1404486522104,0.537,0.221,5.14455054362081e-102
+"CFH",3.4834300228265e-106,0.724474148328913,0.398,0.11,8.09897480307161e-102
+"MT2A",6.34494393088657e-105,0.701816915093939,0.915,0.72,1.47519946393113e-100
+"LMO4",2.13107475345081e-98,0.798280956363727,0.545,0.234,4.95474880177314e-94
+"GSTO1",1.51675887304786e-94,0.757981103320914,0.759,0.508,3.52646437983626e-90
+"OSBPL8",9.72331036543804e-91,0.70686496192181,0.504,0.214,2.26066965996434e-86
+"UAP1",1.7828016007721e-88,0.80799055729804,0.516,0.223,4.14501372179513e-84
+"THAP2",6.35497190487053e-87,0.993176591817441,0.404,0.137,1.4775309678824e-82
+"IER3",8.67127590826899e-86,1.43549981219215,0.776,0.569,2.01607164867254e-81
+"OAF",1.85863405016067e-84,0.743378617244724,0.471,0.199,4.32132416662356e-80
+"GPRC5A",3.3406377925895e-84,0.780127275618112,0.482,0.203,7.7669828677706e-80
+"DKK1",5.63674954653546e-82,1.2557703348848,0.253,0.052,1.31054426956949e-77
+"THBS1",5.08764856641079e-78,0.77092415579397,0.541,0.256,1.18287829169051e-73
+"CRYAB",5.06484913358495e-76,1.09325977191152,0.668,0.376,1.1775774235585e-71
+"PLPP3",5.36019667695455e-73,0.728173982522608,0.729,0.477,1.24624572739193e-68
+"AKAP12",1.40968340828309e-71,0.709650872902638,0.738,0.456,3.27751392425819e-67
+"INHBA",5.46522870992119e-61,0.775104376850911,0.268,0.078,1.27066567505668e-56
+"ADM",1.37941557171573e-58,0.890873158561427,0.475,0.246,3.20714120423908e-54
+"HSPA5",1.71678502597039e-57,0.946834116191769,0.713,0.485,3.99152518538116e-53
+"CYR61",1.78055485004698e-52,1.26823634090115,0.406,0.2,4.13979002635924e-48
+"GSN",2.44083384218247e-52,0.872233746195484,0.766,0.619,5.67493868307425e-48
+"APOE",1.36482192127557e-46,0.835893703286247,0.309,0.126,3.1732109669657e-42
+"CXCL1",1.68724858146573e-39,1.56045219508845,0.393,0.221,3.92285295190781e-35
+"PLAT",2.5770417830082e-37,0.767115234054684,0.404,0.219,5.99162214549407e-33
+"PLIN2",1.12273915711162e-35,0.786092372899825,0.552,0.384,2.61036854028452e-31
+"CCND1",1.64342535149945e-33,0.696333849889495,0.321,0.159,3.82096394223621e-29
+"IL33",3.47941552126021e-22,0.93358925366071,0.254,0.141,8.08964108692999e-18
+"CXCL8",1.71297080184632e-12,0.982592829835716,0.713,0.652,3.98265711429269e-08
+"HERPUD1",1.55942871473637e-07,0.757026402746263,0.483,0.427,0.00362567176176205

genesets/genes.deg.LE.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"MSMB",0,4.64597500545829,0.95,0.135,0
-"KLK3",0,3.79979333871677,0.923,0.058,0
-"ACPP",0,3.57925329409522,0.868,0.031,0
-"PLA2G2A",0,3.32692820869562,0.779,0.047,0
-"MT1E",0,2.50091191270699,0.564,0.075,0
-"MT1X",0,2.43782476645302,0.564,0.103,0
-"KLK2",0,2.34367379080423,0.789,0.018,0
-"TFF1",0,2.18194058894374,0.545,0.119,0
-"MT1G",0,2.13848244317484,0.323,0.021,0
-"MT2A",0,2.03849895947736,0.889,0.491,0
-"CLDN3",0,1.85006614956875,0.638,0.113,0
-"NEAT1",0,1.74444460589767,0.999,0.946,0
-"TSPAN8",0,1.5764283951816,0.745,0.115,0
-"CPE",0,1.54318099666069,0.756,0.194,0
-"RDH11",0,1.52270505587774,0.647,0.119,0
-"AZGP1",0,1.51396627852355,0.869,0.318,0
-"NAMPT",0,1.48886487285876,0.782,0.379,0
-"SEC11C",0,1.48585243289803,0.662,0.163,0
-"TMC5",0,1.47819222323121,0.597,0.052,0
-"VMP1",0,1.38150402937341,0.828,0.36,0
-"CLDN4",0,1.35027376844982,0.941,0.699,0
-"GLRX",0,1.34105246714237,0.394,0.056,0
-"IL6ST",0,1.32298448695393,0.678,0.148,0
-"DHRS7",0,1.2857321157375,0.614,0.116,0
-"ADIRF",0,1.27078266911841,0.793,0.352,0
-"NPDC1",0,1.25394275585455,0.698,0.155,0
-"EMP1",0,1.2174011575754,0.655,0.35,0
-"SMIM14",0,1.21315182687163,0.656,0.148,0
-"CCK",0,1.20339332976578,0.297,0.01,0
-"HMGCS1",0,1.17870766547141,0.449,0.131,0
-"TMPRSS2",0,1.17299406829177,0.579,0.106,0
-"MT1M",0,1.15665092473424,0.26,0.013,0
-"TSC22D1",0,1.15545994145559,0.727,0.422,0
-"NDRG1",0,1.12818150623914,0.602,0.198,0
-"DSC2",0,1.11858826937244,0.498,0.088,0
-"H2AFJ",0,1.11707850873127,0.78,0.404,0
-"CIB1",0,1.10059108000443,0.892,0.598,0
-"GP2",0,1.09451165728033,0.288,0.003,0
-"TM4SF1",0,1.08864114459793,0.964,0.839,0
-"RNF144B",0,1.08086170499675,0.417,0.073,0
-"LINC00844",0,1.06570542186133,0.36,0.012,0
-"SAT1",0,1.06373649987716,0.999,0.995,0
-"TPD52",0,1.05361626706127,0.654,0.23,0
-"DBI",0,1.05229009979541,0.677,0.293,0
-"ELL2",0,1.0277400210361,0.538,0.109,0
-"PPP3CA",0,1.02416182638158,0.485,0.076,0
-"CRYAB",0,1.02270646553733,0.367,0.094,0
-"ERRFI1",0,1.02017678908704,0.52,0.212,0
-"PMEPA1",0,1.01476670536158,0.554,0.147,0
-"ALDH1A3",0,1.00191810250559,0.813,0.499,0
-"RAB27B",0,0.998003195557311,0.428,0.043,0
-"IDH2",0,0.990889338961232,0.574,0.187,0
-"RNF213",0,0.982553443532213,0.473,0.128,0
-"FXYD3",0,0.961233825731209,0.902,0.639,0
-"RASEF",0,0.956943850786002,0.514,0.118,0
-"SLC44A4",0,0.94954243019624,0.612,0.165,0
-"SOCS2",0,0.916021014438602,0.413,0.061,0
-"LMO7",0,0.915851895034405,0.713,0.426,0
-"MT1F",0,0.906951603481294,0.298,0.016,0
-"ELOVL5",0,0.901365293532131,0.501,0.142,0
-"UQCRQ",0,0.888441292408658,0.771,0.502,0
-"SLC39A6",0,0.868688210569474,0.566,0.192,0
-"RPS27L",0,0.863052370998322,0.522,0.187,0
-"GDE1",0,0.861979587075635,0.466,0.117,0
-"SARAF",0,0.857167402958976,0.658,0.273,0
-"MALAT1",0,0.839400190392523,1,0.999,0
-"AQP3",0,0.838809450930461,0.949,0.751,0
-"SH3BP4",0,0.835755630902805,0.423,0.096,0
-"RDH10",0,0.814543109659474,0.278,0.024,0
-"AGR2",0,0.809327743570047,0.649,0.256,0
-"FLJ20021",0,0.801477549737234,0.284,0.039,0
-"KLK4",0,0.799348059445421,0.319,0.005,0
-"FNIP2",0,0.790315172226643,0.345,0.062,0
-"LBH",0,0.783552104316088,0.303,0.064,0
-"MALL",0,0.770560690247874,0.557,0.264,0
-"ABHD2",0,0.770155390260411,0.524,0.167,0
-"B2M",0,0.766899506189714,1,0.994,0
-"F11R",0,0.765662769837451,0.549,0.226,0
-"INSIG1",0,0.760812858914392,0.485,0.196,0
-"SPOCK1",0,0.760713797232346,0.317,0.014,0
-"SEMA4B",0,0.755545143505088,0.356,0.043,0
-"PDE4B",0,0.754724275232989,0.364,0.077,0
-"ST6GAL1",0,0.752603171506736,0.449,0.109,0
-"SERF2",0,0.747469974844805,0.973,0.929,0
-"FRMD4B",0,0.741359207075301,0.321,0.054,0
-"MACF1",0,0.734328733672689,0.455,0.143,0
-"ATP1A1",0,0.733562068718017,0.662,0.377,0
-"LIPH",0,0.730766500169943,0.342,0.084,0
-"AIM1",0,0.727398088578714,0.361,0.069,0
-"CDKN1A",0,0.722963772219651,0.503,0.224,0
-"NGFRAP1",0,0.722691135204831,0.476,0.141,0
-"PSCA",0,0.720390823621889,0.543,0.167,0
-"SLC12A2",0,0.717319981317551,0.331,0.059,0
-"LCP1",0,0.712550935038755,0.285,0.004,0
-"BASP1",0,0.710212419730136,0.351,0.084,0
-"ERBB3",0,0.705028459427486,0.442,0.124,0
-"IL1R1",0,0.703159297644646,0.296,0.034,0
-"ZFP36",1.34588020505355e-305,0.798529344263063,0.693,0.445,3.06443463888644e-301
-"SPINK1",9.79852399803391e-299,0.808921571716151,0.466,0.185,2.23102592911234e-294
-"ISG20",2.71953326444905e-271,0.787828609024935,0.597,0.334,6.19210528982404e-267
-"FSTL1",1.68685065486154e-268,0.709045700272072,0.461,0.21,3.84079025605424e-264
-"ID1",1.12383104708019e-252,1.03109208304542,0.583,0.341,2.55885091109689e-248
-"TGIF1",1.12210431579601e-250,0.805564635549869,0.566,0.324,2.55491931663593e-246
-"CEACAM1",4.13160573425603e-202,0.884108928599397,0.546,0.34,9.40725309632756e-198
-"GADD45B",3.16284806120445e-143,0.707868127102553,0.456,0.264,7.20148875055642e-139
-"TIMP1",8.12745412403276e-138,0.860384430985341,0.781,0.693,1.85054002950102e-133
+"MSMB",0,4.37447239718553,0.686,0.25,0
+"KLK3",0,3.78840323642459,0.672,0.08,0
+"ACPP",0,3.13382648140614,0.596,0.031,0
+"PLA2G2A",0,2.81892272901388,0.444,0.02,0
+"KLK2",0,2.49353927858673,0.594,0.025,0
+"TFF1",0,2.15334059243419,0.329,0.041,0
+"AZGP1",0,2.0049490413152,0.897,0.345,0
+"MT1G",0,1.98581083516144,0.254,0.053,0
+"TSPAN8",0,1.82868329126073,0.741,0.077,0
+"CLDN3",0,1.81872600017444,0.678,0.078,0
+"NEAT1",0,1.66342555320245,0.992,0.932,0
+"SEC11C",0,1.50139213870143,0.616,0.159,0
+"RDH11",0,1.43938695807039,0.54,0.1,0
+"CPE",0,1.42726881338742,0.609,0.195,0
+"AGR2",0,1.38739010258592,0.569,0.185,0
+"ADIRF",0,1.20378597343587,0.662,0.266,0
+"TMPRSS2",0,1.17657374095478,0.598,0.1,0
+"CD24",0,1.169691225058,0.679,0.256,0
+"NPDC1",0,1.09945973647627,0.691,0.197,0
+"ZG16B",0,1.09632759033173,0.705,0.381,0
+"DHRS7",0,1.0780600230455,0.538,0.175,0
+"SLC12A2",0,1.05453438337529,0.48,0.056,0
+"ALDH1A3",0,1.00938272421439,0.708,0.409,0
+"SORD",0,1.00762400392571,0.38,0.101,0
+"KLK4",0,1.00075010108915,0.383,0.007,0
+"SMIM14",0,0.990064601095013,0.664,0.201,0
+"LMO7",0,0.981449368568302,0.611,0.256,0
+"TMC5",0,0.944131304887237,0.446,0.062,0
+"HMGCS1",0,0.928927221396835,0.375,0.112,0
+"TPD52",0,0.921812891053796,0.65,0.253,0
+"PPP3CA",0,0.918524421978158,0.497,0.095,0
+"RASEF",0,0.918474385055297,0.443,0.041,0
+"SLC44A4",0,0.915536056294867,0.565,0.098,0
+"CIB1",0,0.910802697071163,0.822,0.534,0
+"DSC2",0,0.908460413879168,0.476,0.123,0
+"ELF3",0,0.90825329652683,0.83,0.543,0
+"PART1",0,0.897849167503269,0.422,0.041,0
+"PSCA",0,0.883834790597298,0.406,0.073,0
+"INSIG1",0,0.879088049701038,0.435,0.138,0
+"UQCRQ",0,0.851514992774378,0.826,0.57,0
+"SLC39A6",0,0.847303216462186,0.565,0.186,0
+"SERF2",0,0.837725135431806,0.997,0.944,0
+"B2M",0,0.829136712088592,0.999,0.992,0
+"SPINK1",0,0.823833574447547,0.288,0.064,0
+"FXYD3",0,0.795341516329355,0.919,0.751,0
+"STEAP2",0,0.786976946361527,0.386,0.061,0
+"ABHD2",0,0.779715640605612,0.533,0.159,0
+"CDC42EP5",0,0.774674582069486,0.613,0.217,0
+"RAB27B",0,0.766534607182507,0.37,0.038,0
+"GOLM1",0,0.760306018074098,0.393,0.037,0
+"LINC00844",0,0.755952806149427,0.266,0.024,0
+"LIPH",0,0.755836349227058,0.363,0.06,0
+"MT1F",0,0.735175225812285,0.275,0.06,0
+"BACE2",0,0.734623852847882,0.652,0.299,0
+"FLJ20021",0,0.722227423027725,0.301,0.047,0
+"ELOVL5",0,0.713313331698034,0.567,0.226,0
+"LURAP1L",0,0.701460739959854,0.38,0.098,0
+"ERBB3",0,0.701087186907271,0.429,0.074,0
+"RNF144B",1.55475455202509e-306,0.760182455666201,0.38,0.119,3.61480433345833e-302
+"GDF15",2.01211114811691e-304,1.02000284299098,0.482,0.18,4.67815841937181e-300
+"MARCKSL1",3.87076430258232e-298,0.770455303625736,0.608,0.273,8.99952700350389e-294
+"DBI",1.31508887521865e-297,0.859804208266948,0.708,0.443,3.05758163488335e-293
+"ANKRD36C",1.31868558656178e-293,0.835820434758738,0.393,0.13,3.06594398875615e-289
+"IL6ST",3.47797112066833e-286,0.72159960498644,0.532,0.237,8.08628285555386e-282
+"TSC22D1",8.48846185126225e-286,0.981143608106769,0.72,0.435,1.97356738041847e-281
+"H2AFJ",1.02086674628759e-266,0.715945859194024,0.799,0.556,2.37351518511864e-262
+"NDRG1",1.60403620345049e-258,0.831848305281009,0.566,0.291,3.72938417302238e-254
+"PLPP1",3.7845405697958e-257,0.852158040389265,0.364,0.126,8.79905682477522e-253
+"SAT1",1.77156969700026e-217,0.792072293664311,0.988,0.968,4.1188995455256e-213
+"TXNIP",1.17916945396995e-214,0.824032953148113,0.559,0.3,2.74156898048013e-210
+"RPS27L",3.3815667813779e-198,0.802242921285638,0.675,0.444,7.86214276670362e-194
+"NKX3-1",4.7758881227118e-173,0.714910742253142,0.291,0.107,1.11039398853049e-168
+"GLRX",1.82073919060387e-148,0.705291464806051,0.296,0.119,4.233218618154e-144
+"MT1E",1.64237321428792e-145,1.85089781749558,0.454,0.266,3.81851772321941e-141
+"MGST1",1.23115980748549e-121,0.741661437165127,0.481,0.29,2.86244655240376e-117
+"FDPS",4.05857338821562e-111,0.779405255968596,0.412,0.229,9.43618312760133e-107
+"GADD45B",2.47436197380962e-62,0.957716958200775,0.512,0.375,5.75289158910737e-58
+"MT2A",4.48785503840556e-60,1.21424445779221,0.712,0.623,1.04342629642929e-55
+"JUN",6.73977419884717e-60,0.807603248779742,0.684,0.58,1.56699750123197e-55

genesets/genes.deg.Leu.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"TYROBP",0,3.01070888946259,0.902,0.001,0
-"C1QB",0,2.89279823346051,0.78,0.001,0
-"C1QA",0,2.80890867947674,0.805,0,0
-"RGS1",0,2.68737691633192,0.659,0.002,0
-"LAPTM5",0,2.29385129922264,0.805,0.003,0
-"GPR183",0,1.93509753406662,0.561,0.002,0
-"CST7",0,1.75935194224597,0.39,0,0
-"RNASE6",0,1.71511927105367,0.512,0,0
-"C1QC",0,1.69549750598047,0.463,0,0
-"PLA2G7",0,1.68434846369708,0.488,0.001,0
-"CYTIP",0,1.59126657568401,0.61,0.001,0
-"SPI1",0,1.55198421759253,0.585,0,0
-"LYZ",0,1.54713322622051,0.537,0.001,0
-"PTPRC",0,1.33075236409515,0.463,0.001,0
-"LST1",0,1.31774444656968,0.463,0.001,0
-"OLR1",0,1.29969285088846,0.366,0,0
-"AIF1",0,1.2675802956941,0.39,0,0
-"ALOX5AP",0,1.26390378055988,0.39,0.002,0
-"MS4A7",0,1.26336437324079,0.39,0.001,0
-"EVI2B",0,1.23614080325466,0.39,0.001,0
-"MS4A6A",0,1.12751619867982,0.293,0,0
-"CD48",0,1.03015989194225,0.293,0,0
-"LILRB4",0,0.964761070747864,0.268,0,0
-"C5AR1",0,0.954637184348108,0.39,0.001,0
-"CD53",0,0.811294384737924,0.366,0.001,0
-"VSIG4",0,0.783527211252771,0.268,0,0
-"MS4A4A",0,0.780061214666089,0.268,0,0
-"ITGB2",0,0.760450081479804,0.293,0,0
-"IGSF6",3.71748849062272e-298,1.36959744482545,0.366,0.002,8.46434954429887e-294
-"CCL3",1.55273419868515e-257,1.48944389176352,0.317,0.002,3.53542049698622e-253
-"C15orf48",2.96228770092522e-245,2.99381515001018,0.78,0.019,6.74483286623663e-241
-"SAMSN1",3.86206476633968e-235,1.15086218232963,0.439,0.005,8.79353526647883e-231
-"CCR7",4.88586176716817e-205,1.43345660259838,0.366,0.004,1.11246186576652e-200
-"CD37",1.54778607185832e-185,0.961003568983274,0.341,0.004,3.5241541070142e-181
-"CSF2RA",4.85705518220939e-181,0.78887806248083,0.293,0.003,1.10590289443726e-176
-"FCER1G",2.79871153881281e-164,2.50191143667088,0.854,0.037,6.37238630272289e-160
-"IFI30",9.7626133658688e-142,1.17558870176192,0.293,0.004,2.22284943727467e-137
-"HLA-DMB",1.4709658824323e-133,0.846225044650283,0.293,0.004,3.3492422177101e-129
-"SLC16A10",4.61379449390771e-116,1.01921708282636,0.293,0.005,1.05051486831785e-111
-"ARRB2",1.31253526349544e-102,0.866788863872584,0.317,0.007,2.98851154145277e-98
-"EREG",3.73550624071008e-97,1.69127710291939,0.512,0.021,8.50537415947278e-93
-"CXCL16",8.51840809201737e-87,1.56154077696512,0.537,0.027,1.93955633847143e-82
-"PKIB",6.32826769585221e-83,0.7488801581962,0.293,0.008,1.44088327166859e-78
-"IL18",4.39238294675429e-79,0.718685089593738,0.268,0.007,1.00010167314648e-74
-"FCGR2A",3.57492079780349e-77,0.878471595848833,0.268,0.007,8.13973716451876e-73
-"GPSM3",1.13247914656565e-69,1.24331025417223,0.488,0.028,2.57854176881532e-65
-"HLA-DQA1",3.08777984052493e-65,2.01434885477748,0.878,0.104,7.0305659188912e-61
-"FAM26F",2.08559749037081e-60,0.947270059447762,0.341,0.015,4.74869692582529e-56
-"KYNU",4.03865341578789e-58,1.05721532559355,0.463,0.029,9.19560996240744e-54
-"CD14",6.34017267055797e-58,1.41161279644018,0.268,0.01,1.44359391535934e-53
-"IL1R2",1.0881151106973e-56,1.06178024905651,0.293,0.012,2.47752929554668e-52
-"VAMP8",2.08819946835324e-55,1.21533048467219,0.341,0.017,4.7546213694935e-51
-"RNASET2",2.42741913593966e-52,1.35892241739599,0.537,0.045,5.52699063062102e-48
-"HLA-DPA1",5.66632444517789e-49,2.50345934463096,0.951,0.193,1.29016541292255e-44
-"FAM49B",1.89297826090539e-48,1.15463390467347,0.463,0.036,4.31012220225548e-44
-"ACP5",1.19582338529879e-43,0.946472062697336,0.317,0.019,2.7227702659868e-39
-"HLA-DRA",3.7598973083261e-43,3.05766939641754,0.976,0.255,8.56091018132769e-39
-"HLA-DRB5",1.31794314693108e-41,1.73347485473187,0.951,0.209,3.00082475124737e-37
-"HLA-DPB1",2.69289455528348e-40,2.84112980710328,0.927,0.237,6.13145161292496e-36
-"OPN3",2.83956000700972e-40,0.7575741490787,0.293,0.017,6.46539417996044e-36
-"HLA-DQB1",2.48576666597894e-36,1.75130770015161,0.829,0.159,5.65984212176745e-32
-"CD74",4.99445343951108e-33,2.30766685612833,0.976,0.348,1.13718710364228e-28
-"FAM49A",2.45362514622757e-32,1.09168198496603,0.341,0.029,5.58665909544555e-28
-"CARD16",6.18165078619248e-32,0.823047038142555,0.268,0.018,1.40750006750817e-27
-"HLA-DRB1",1.06362499805616e-31,1.93233572901582,1,0.31,2.42176775807406e-27
-"APOC1",4.40014895140807e-29,1.91506237588268,0.317,0.028,1.0018699147461e-24
-"ARL4C",5.64632255491863e-29,1.11869574154062,0.415,0.048,1.28561118252942e-24
-"BASP1",8.80139037325841e-29,1.50208850777667,0.829,0.197,2.00398857408721e-24
-"RNF130",1.33790177421801e-28,1.05406537882827,0.488,0.067,3.04626854971699e-24
-"CAPG",3.77813557192644e-28,0.814353384419324,0.341,0.033,8.6024368837193e-24
-"CTSD",2.04463576288468e-27,1.88954112686111,0.732,0.169,4.65543116851212e-23
-"NPC2",5.47328001485425e-25,1.59895672180042,0.976,0.562,1.24621112658216e-20
-"CYBA",1.75404420075323e-23,1.62312523668311,0.756,0.225,3.99378324069503e-19
-"SRGN",5.29095799327769e-22,1.90951912118244,0.927,0.396,1.2046982254894e-17
-"HK2",3.04347255684107e-21,0.817598750169254,0.268,0.027,6.92968266467143e-17
-"ARHGDIB",6.78434111475791e-20,0.77016675148585,0.293,0.034,1.54472662841923e-15
-"FTH1",1.27246258843372e-19,1.38329773798153,1,0.999,2.89727006760474e-15
-"NBN",2.05055866334078e-19,0.865496650830482,0.341,0.047,4.66891702056062e-15
-"RALA",2.4053137235993e-19,1.29310766524173,0.61,0.15,5.47665881726325e-15
-"HLA-DMA",3.13731739965639e-19,1.16937654014505,0.366,0.056,7.14335798727764e-15
-"DUSP4",6.19254449671351e-19,0.741719238787988,0.268,0.03,1.4099804564567e-14
-"GPX1",2.46845619560472e-18,1.68222504713137,0.854,0.444,5.6204279117724e-14
-"CD68",6.36821500509295e-18,1.37102517968758,0.463,0.096,1.44997887450961e-13
-"TMSB4X",1.82484456926876e-17,1.47089716214712,1,0.973,4.15498859976803e-13
-"SLC16A3",3.1224216845623e-17,0.781505390340953,0.341,0.052,7.10944193357989e-13
-"TGFBI",3.36346014144475e-17,0.852604749330505,0.415,0.075,7.65826239605556e-13
-"CXCR4",1.84019806757533e-16,1.23364570728578,0.439,0.084,4.18994698006227e-12
-"OGFRL1",5.84014757773582e-16,1.06304057981977,0.415,0.082,1.32974320197467e-11
-"ASAH1",6.52159110111698e-16,1.05107852087008,0.585,0.161,1.48490107781333e-11
-"TPP1",6.97495555429352e-16,0.767046367700543,0.415,0.082,1.58812763015709e-11
-"CTSH",5.25648282217477e-15,0.707728249471561,0.317,0.051,1.19684857378097e-10
-"MAFB",6.53942607077831e-15,0.788813360388846,0.341,0.058,1.48896192205551e-10
-"SAT1",8.7174966164976e-15,0.954007001995739,1,0.96,1.98488680461034e-10
-"LY96",9.56818512663533e-15,0.712001229541696,0.341,0.06,2.1785800714836e-10
-"COX4I1",1.05872812367923e-14,1.01338426115641,0.927,0.664,2.41061806480524e-10
-"ABCA1",1.76412282944804e-14,0.813173991188764,0.341,0.061,4.01673127037024e-10
-"CTSB",1.19265792379456e-13,1.49502660511376,0.732,0.309,2.71556282668783e-09
-"UBA52",1.40343965959818e-13,0.706433432483095,0.976,0.935,3.19549176093909e-09
-"NINJ1",2.65950119252969e-13,1.24673396453015,0.756,0.328,6.05541826527085e-09
-"CD83",2.71986969982795e-13,1.00559091492482,0.366,0.073,6.19287131953826e-09
-"RHOG",1.15574199728998e-12,0.917126293172617,0.634,0.233,2.63150895362957e-08
-"SERPINB9",1.5297843503188e-12,1.19604217873745,0.366,0.081,3.48316598724087e-08
-"TALDO1",6.0554402842797e-12,1.02446691500429,0.585,0.201,1.37876319832765e-07
-"FTL",7.70474653587615e-12,0.875728647553969,1,0.998,1.75429373875364e-07
-"CTSS",8.52381190793178e-12,0.855775772222679,0.439,0.12,1.94078673331699e-07
-"CHCHD10",1.47826892084217e-11,0.947222681963186,0.463,0.133,3.36587050586554e-07
-"RPL28",1.93300099116786e-11,0.699241328411156,1,0.967,4.4012499567901e-07
-"PDE4DIP",3.63698845605899e-11,0.738902393634205,0.268,0.048,8.28105901560071e-07
-"GPX4",7.23557810628328e-11,0.955372429127689,0.927,0.605,1.64746877901964e-06
-"SYNGR2",1.07539211047345e-10,0.88624182440928,0.439,0.13,2.44856029633699e-06
-"ATP6V1F",2.2834093905423e-10,1.00030270541047,0.878,0.584,5.19909484132576e-06
-"ATP5G2",2.77437635403286e-10,0.912886053966999,0.78,0.469,6.31697752049741e-06
-"ATP5E",2.8883795959987e-10,0.703323668418208,0.951,0.666,6.57655150212944e-06
-"C1orf54",5.58103553324085e-10,0.740764241642088,0.366,0.096,1.27074598056361e-05
-"HIST3H2A",1.14737388255522e-09,0.739700601500844,0.317,0.072,2.61245559318999e-05
-"SLC44A1",2.11619261791214e-09,0.760818586133618,0.268,0.058,4.81835897172415e-05
-"GPR137B",5.71563112185215e-09,0.831740697757205,0.293,0.07,0.000130139205013452
-"RASGRP3",5.99533509773921e-09,0.693860846691471,0.293,0.069,0.000136507784840424
-"ATP5L",6.18132475021489e-09,0.758157781221545,0.805,0.494,0.000140742583237643
-"CMTM6",7.15250149186541e-09,0.808247357302495,0.537,0.222,0.000162855306468284
-"LPAR6",1.55312015552189e-08,0.7294618698835,0.317,0.082,0.000353629928210779
-"SEC11A",1.83211565208889e-08,0.978598203170275,0.756,0.484,0.00041715441282412
-"AREG",2.9553996223383e-08,1.1214143595204,0.341,0.096,0.000672914940010207
-"FABP5",5.14045934557665e-08,1.11169649931035,0.39,0.124,0.00117043118839435
-"IFNGR2",6.85224229586993e-08,0.780256042159027,0.512,0.219,0.00156018704834662
-"BTG1",1.1275098103739e-07,1.04415730817988,0.976,0.863,0.00256722708724034
-"JARID2",2.10912904155763e-07,0.791040528420947,0.293,0.082,0.00480227591472258
-"GNA13",5.18045865088724e-07,0.694073249028909,0.317,0.098,0.0117953863022051
-"REL",8.80089710577147e-07,0.863422097589269,0.61,0.322,0.020038762620131
-"PSAP",1.33529652478255e-06,0.851402690089618,0.756,0.584,0.0304033665727738
-"BID",1.35515315624278e-06,0.803382031017424,0.488,0.224,0.0308554822144919
+"RGS1",0,3.15271226740144,0.745,0.007,0
+"C1QA",0,3.0407364430771,0.602,0.001,0
+"C1QB",0,2.95093000958509,0.567,0.005,0
+"TYROBP",0,2.8390570332063,0.723,0.003,0
+"C1QC",0,2.39565804200875,0.53,0,0
+"LYZ",0,2.28930977214812,0.539,0.002,0
+"FCER1G",0,2.26307402939843,0.665,0.028,0
+"GPR183",0,2.15304914606611,0.561,0.004,0
+"LAPTM5",0,1.89439202586894,0.688,0.012,0
+"BCL2A1",0,1.84851436209113,0.444,0.005,0
+"ALOX5AP",0,1.83923048673943,0.565,0.005,0
+"AIF1",0,1.76577445261958,0.528,0.001,0
+"SAMSN1",0,1.69340372539675,0.556,0.006,0
+"MS4A6A",0,1.68550693207464,0.498,0.001,0
+"FCGR2A",0,1.60003239494476,0.457,0.006,0
+"MS4A7",0,1.49248198420201,0.485,0,0
+"LST1",0,1.42060845282261,0.483,0.002,0
+"OLR1",0,1.33630293226257,0.392,0,0
+"DOK2",0,1.26462364627682,0.374,0.001,0
+"VSIG4",0,1.22587077458666,0.403,0,0
+"EVI2B",0,1.18194074508324,0.439,0.002,0
+"CD53",0,1.11387083397745,0.42,0.006,0
+"RNASE6",0,1.07956763289294,0.381,0.001,0
+"ITGB2",0,1.00547860306432,0.392,0,0
+"CORO1A",0,0.995516754454504,0.385,0.002,0
+"SPI1",0,0.977830409439087,0.407,0.001,0
+"PTPRC",1.15332055272361e-306,1.12769969028028,0.381,0.002,2.6814702850824e-302
+"C1orf162",3.24102758980405e-299,1.05099639455811,0.377,0.002,7.53538914629441e-295
+"PLEK",8.46430610415529e-277,1.23468308940113,0.348,0.002,1.96795116921611e-272
+"CCL3",9.12590782683666e-275,3.00845101422871,0.383,0.007,2.12177356973952e-270
+"HCST",1.82571536175474e-273,1.0070440180232,0.342,0.002,4.24478821607976e-269
+"CCL4",4.75622542460079e-268,2.84523375607199,0.351,0.004,1.10582241121968e-263
+"CYTIP",8.94810040934232e-258,1.13025980905268,0.338,0.004,2.08043334517209e-253
+"C5AR1",1.31328928945589e-252,1.00188366080481,0.333,0.004,3.05339759798494e-248
+"CD37",2.33160982767203e-247,0.854886596021359,0.338,0.005,5.42099284933746e-243
+"MS4A4A",3.96996827380675e-246,0.899543935025453,0.297,0,9.23017623660069e-242
+"IL1B",2.78468120708551e-245,2.16979121650695,0.307,0.002,6.47438380647382e-241
+"LCP1",1.58587741925227e-243,0.794699563018129,0.327,0.004,3.68716499976153e-239
+"AREG",8.19388027776377e-236,2.2018835489592,0.66,0.097,1.90507716458008e-231
+"CD163",1.04553489345486e-232,0.934806833622465,0.286,0.001,2.43086862728254e-228
+"UCP2",2.8361715817244e-221,0.839683861298311,0.318,0.007,6.59409892750922e-217
+"CD48",6.99464318269275e-218,0.809113864119857,0.268,0.001,1.62625453997606e-213
+"CXCR4",5.75897641554028e-209,1.74327251261904,0.524,0.058,1.33896201661312e-204
+"EVI2A",4.25040936906197e-208,0.83261966284701,0.281,0.004,9.88220178306908e-204
+"ITGAX",6.36318923387646e-208,0.811978950108375,0.264,0.002,1.47944149687628e-203
+"CCR7",1.09417965591445e-202,1.39024211282688,0.273,0.004,2.54396770000109e-198
+"FAM26F",2.67686339347655e-201,0.985085658987306,0.338,0.014,6.22370738983299e-197
+"EREG",2.0428010026761e-200,1.71767151306068,0.318,0.011,4.74951233122193e-196
+"VAMP8",7.8860318135981e-192,1.13322338047461,0.537,0.073,1.83350239666156e-187
+"GPSM3",1.53519008771071e-191,0.938251849900614,0.418,0.035,3.5693169539274e-187
+"CCL3L3",9.84010695363195e-191,1.91276136524528,0.275,0.006,2.28782486671943e-186
+"CYBA",5.15417410881055e-190,1.75716148587906,0.807,0.28,1.19834548029845e-185
+"LSP1",4.85802553266083e-187,0.788659970455497,0.327,0.015,1.12949093634364e-182
+"ARRB2",6.83679306062504e-185,0.711949922177363,0.307,0.012,1.58955438659532e-180
+"SRGN",6.12324216920336e-184,2.10697508909011,0.942,0.483,1.42365380433978e-179
+"CAPG",5.40536264641506e-168,1.03909255383824,0.461,0.06,1.2567468152915e-163
+"CD68",1.35948750350382e-165,1.41072015380046,0.532,0.091,3.16080844564637e-161
+"RNASET2",3.36227710819995e-162,1.18790386936211,0.515,0.085,7.81729427656489e-158
+"CTSS",1.55996176680343e-157,1.22692621762623,0.506,0.085,3.62691110781797e-153
+"SMAP2",1.59474422438205e-155,0.801693116420637,0.377,0.037,3.70778032168828e-151
+"C15orf48",3.97863988703568e-153,1.77263328928997,0.379,0.04,9.25033773735796e-149
+"CTSZ",1.1754359763173e-147,1.78664249125959,0.543,0.117,2.73288864493773e-143
+"ACSL1",8.90599664981642e-144,0.883063849837258,0.312,0.024,2.07064422108232e-139
+"ARHGDIB",7.84066706336103e-139,1.1114879185057,0.526,0.105,1.82295509223144e-134
+"RGS2",1.57568920167575e-134,1.69813945273371,0.595,0.14,3.66347739389612e-130
+"CD83",2.57354669603479e-134,1.45877460120715,0.47,0.083,5.98349606828089e-130
+"CXCL16",2.63816007075847e-131,0.976370327367783,0.437,0.071,6.13372216451344e-127
+"IL1R2",1.93931130065328e-129,1.09448353442885,0.29,0.024,4.50889877401888e-125
+"FAM49B",1.58539778596067e-127,0.878732817954401,0.429,0.07,3.68604985235855e-123
+"RNF144B",6.89169600520563e-126,0.744642627166922,0.31,0.03,1.60231932121031e-121
+"DUSP2",2.12704213089929e-125,1.48962722165251,0.372,0.05,4.94537295434084e-121
+"FGL2",6.8984329761343e-125,0.892678213804374,0.316,0.032,1.60388566695123e-120
+"HSPA6",4.43362008607224e-121,1.16453011186814,0.541,0.115,1.03081667001179e-116
+"KYNU",6.93466998573415e-121,0.712283946674304,0.284,0.025,1.61231077168319e-116
+"ARL4C",1.21941227601424e-118,1.03032986384391,0.407,0.068,2.83513354173311e-114
+"SERPINB9",9.75403797668269e-116,1.10822018207998,0.461,0.095,2.26781382957872e-111
+"S100A9",3.04796679826859e-115,1.6378349948128,0.26,0.021,7.08652280597448e-111
+"HCLS1",2.17197354673284e-114,0.708699069417833,0.316,0.037,5.04983849615386e-110
+"BASP1",1.88894077341986e-110,1.39738649987668,0.53,0.136,4.39178729820117e-106
+"HLA-DMB",9.49582048674253e-109,0.706021352837301,0.303,0.036,2.20777826316764e-104
+"MAFB",3.06934643387122e-105,0.998481547873155,0.409,0.076,7.13623045875058e-101
+"OGFRL1",1.05112764290857e-101,0.948517524881195,0.39,0.074,2.44387176976242e-97
+"CTSD",4.05491006773026e-101,1.53472367613653,0.606,0.208,9.42766590747285e-97
+"TAOK3",6.24455300879636e-97,0.803801330217374,0.4,0.081,1.45185857454515e-92
+"PDE4DIP",3.98113213568388e-85,0.731484785914728,0.333,0.06,9.25613221546503e-81
+"GPX1",4.11549624356742e-85,1.55112028578286,0.775,0.576,9.56852876629425e-81
+"NPC2",2.00791407656614e-83,1.36559851319455,0.803,0.6,4.66840022801626e-79
+"RGS10",1.17083663139429e-80,0.891536821376032,0.485,0.148,2.72219516799173e-76
+"LIPA",4.33410249520298e-80,0.836639761636526,0.342,0.07,1.00767883013469e-75
+"RNF130",1.33124268268682e-79,0.734901414108624,0.403,0.099,3.09513923724686e-75
+"HLA-DRA",2.06037012799471e-79,1.99531283063559,0.645,0.349,4.79036054758771e-75
+"HLA-DPA1",1.2060825301606e-78,1.62011735319805,0.606,0.277,2.8041418826234e-74
+"ASAH1",3.55123041854186e-77,0.939175277882291,0.55,0.197,8.25661072310983e-73
+"GRN",2.07420947156122e-76,1.06170230978128,0.522,0.195,4.82253702137984e-72
+"HSPE1",4.58480545645448e-75,1.21081648284507,0.859,0.744,1.06596726862567e-70
+"HSP90AA1",7.70330087042844e-75,1.21616081343376,0.95,0.943,1.79101745237461e-70
+"HLA-DPB1",1.89085603562323e-73,1.81401937713685,0.61,0.316,4.396240282824e-69
+"HSPH1",2.98277372193912e-73,1.1385114846465,0.792,0.526,6.93494890350846e-69
+"CD74",1.7828256111026e-71,1.56166371515851,0.738,0.453,4.14506954581354e-67
+"CHCHD10",7.17871976703353e-68,0.743828123558737,0.543,0.203,1.6690523458353e-63
+"CTSH",3.04786358083118e-67,0.724122677280842,0.409,0.119,7.08628282543249e-63
+"HLA-DQA1",1.05265493731785e-66,0.935606570478245,0.405,0.115,2.44742272926399e-62
+"CTSB",2.65771307350493e-65,1.16878607512925,0.682,0.408,6.17918289589897e-61
+"MXD1",1.5946786619377e-64,0.710289048282117,0.316,0.074,3.70762788900514e-60
+"ZFAND2A",1.67964470590727e-64,1.6494921563596,0.489,0.185,3.9051739412344e-60
+"COTL1",2.00780851445753e-64,1.16261664347945,0.587,0.293,4.66815479611377e-60
+"RIPK2",3.52639793061669e-64,0.704765904049254,0.361,0.096,8.19887518868381e-60
+"IER5",1.18710459948977e-59,1.30009996006691,0.509,0.208,2.76001819381371e-55
+"HLA-DQB1",5.88893702987379e-59,1.09579724939656,0.502,0.205,1.36917785944566e-54
+"ANXA1",1.75733274368925e-58,1.4428194408429,0.79,0.505,4.08579862907749e-54
+"HLA-DMA",5.76664198085773e-58,0.886059073076106,0.437,0.156,1.34074426054942e-53
+"SAT1",1.01590339070225e-57,0.770828982999314,0.959,0.952,2.36197538338274e-53
+"DNAJB1",2.3412521625804e-56,1.12819071447852,0.74,0.461,5.44341127799943e-52
+"TYMP",7.90878251502591e-56,0.806481899217291,0.463,0.178,1.83879193474352e-51
+"TSC22D3",5.64825550751786e-53,1.21822127895999,0.569,0.241,1.3132194054979e-48
+"ARPC3",4.12619726432702e-51,0.735411425483727,0.721,0.5,9.59340863956031e-47
+"FABP5",2.22812914237501e-50,1.10483057695144,0.364,0.118,5.18040025602191e-46
+"CACYBP",3.92890486658072e-49,0.878485406075925,0.591,0.288,9.13470381480016e-45
+"HSPD1",7.73887936896764e-46,0.869587065215232,0.818,0.714,1.79928945328498e-41
+"REL",4.88402190372331e-45,0.821657977945736,0.604,0.35,1.13553509261567e-40
+"DNAJB6",1.46378914897207e-44,0.849190451352474,0.79,0.638,3.40330977136006e-40
+"ID2",1.79605426742959e-43,1.122182169735,0.597,0.335,4.17582617177381e-39
+"CMTM6",4.0481238133995e-43,0.693341680755024,0.535,0.276,9.41188786615385e-39
+"DNAJA4",1.8364103464819e-42,0.829672394207371,0.407,0.163,4.26965405557042e-38
+"KLF6",1.31962932385925e-40,0.797065722851252,0.781,0.554,3.06813817797275e-36
+"NINJ1",2.49933700743028e-37,0.816016119069385,0.556,0.317,5.81095854227539e-33
+"HLA-DRB1",1.56799878838072e-34,1.00903821611476,0.621,0.394,3.64559718298518e-30
+"EZR",1.97494609778902e-34,0.719720207128509,0.491,0.253,4.59174967735948e-30
+"TXNIP",2.83918783850078e-31,0.753379508272443,0.498,0.266,6.60111172451431e-27
+"HLA-DRB5",1.9786037858996e-26,0.701243804867745,0.498,0.293,4.60025380221657e-22
+"PSAP",9.4874939991351e-24,0.718832722458439,0.686,0.59,2.20584235479891e-19
+"BAG3",7.96586803841414e-13,0.702499696980814,0.556,0.451,1.85206431893129e-08
+"PLAUR",1.15273408207863e-12,0.707640038564076,0.584,0.504,2.68010674083281e-08

genesets/genes.deg.OE1.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"SCGB3A1",0,4.04014771328235,0.826,0.168,0
-"LCN2",0,2.95402752004052,0.937,0.465,0
-"PIGR",0,2.85851127665048,0.687,0.058,0
-"OLFM4",0,2.7447710287313,0.392,0.034,0
-"RARRES1",0,2.16972822560126,0.76,0.147,0
-"FCGBP",0,2.00707277945313,0.502,0.024,0
-"SLPI",0,1.80628639455291,0.942,0.471,0
-"PSCA",0,1.79179273022793,0.713,0.165,0
-"LTF",0,1.77883439538937,0.258,0.021,0
-"WFDC2",0,1.75376122477387,0.957,0.608,0
-"CD74",0,1.64723244981977,0.797,0.334,0
-"AGR2",0,1.61710727920631,0.83,0.297,0
-"GDF15",0,1.59110611565812,0.72,0.303,0
-"PI3",0,1.56324687523503,0.433,0.04,0
-"FAM3D",0,1.52379941876032,0.629,0.064,0
-"DUOXA2",0,1.46356124458051,0.513,0.111,0
-"HLA-DRA",0,1.45761923198906,0.613,0.129,0
-"SPINK1",0,1.42421214709147,0.641,0.178,0
-"S100P",0,1.3575694014043,0.845,0.386,0
-"MMP7",0,1.304279893789,0.627,0.254,0
-"C15orf48",0,1.25573260487795,0.662,0.228,0
-"TXNIP",0,1.25309446891345,0.848,0.403,0
-"CXCL6",0,1.24532226267704,0.439,0.127,0
-"ZG16B",0,1.19497656206977,0.704,0.272,0
-"GLUL",0,1.1718910593915,0.851,0.567,0
-"SERPINB3",0,1.16214839724249,0.276,0.071,0
-"AZGP1",0,1.15875125670983,0.833,0.312,0
-"DUSP5",0,1.14788904436656,0.732,0.301,0
-"CXCL17",0,1.13760480384588,0.813,0.344,0
-"ANKRD36C",0,1.07748768434312,0.647,0.206,0
-"HLA-DRB1",0,1.0440591968775,0.496,0.105,0
-"RHOV",0,1.03008759062036,0.501,0.143,0
-"CRABP2",0,1.02227216525054,0.616,0.178,0
-"ADGRF1",0,0.948854460939048,0.598,0.165,0
-"CEACAM6",0,0.908470189147726,0.396,0.073,0
-"CP",0,0.865877997828194,0.405,0.048,0
-"ATP1B1",0,0.862647812406822,0.536,0.178,0
-"S100A6",0,0.847141733310222,0.997,0.974,0
-"TMSB4X",0,0.819685663853323,0.994,0.944,0
-"TMEM45B",0,0.818961172601475,0.477,0.117,0
-"BIK",0,0.814278404651054,0.462,0.129,0
-"PDZK1IP1",0,0.81302866949188,0.381,0.057,0
-"ZFP36L1",0,0.812444653148699,0.755,0.533,0
-"AGR3",0,0.806175374845725,0.277,0.022,0
-"TFF1",0,0.805691288835085,0.499,0.114,0
-"SRD5A3",0,0.798880128176814,0.327,0.036,0
-"ASS1",0,0.795558354973338,0.658,0.314,0
-"FTH1",0,0.789193193859421,1,0.999,0
-"TSPAN1",0,0.774854621879005,0.649,0.291,0
-"VSIG2",0,0.770485990631948,0.528,0.166,0
-"RARRES3",0,0.753098164229744,0.484,0.191,0
-"HIST1H2AC",0,0.746357368124906,0.43,0.131,0
-"FOXO3",0,0.744644981514881,0.557,0.232,0
-"HLA-DRB5",0,0.742114916339194,0.305,0.033,0
-"ELF3",0,0.735189923231026,0.942,0.698,0
-"CEACAM5",0,0.730322628189872,0.33,0.068,0
-"HIST1H1C",0,0.722932000677756,0.737,0.483,0
-"LINC01207",0,0.703497855186749,0.499,0.159,0
-"HIST1H2BC",0,0.702008653184426,0.379,0.112,0
-"TSPAN13",0,0.699480015600491,0.516,0.182,0
-"TMEM165",0,0.697599546910272,0.727,0.487,0
-"RNF39",0,0.693921667347596,0.443,0.157,0
-"HPGD",7.170237966281e-109,0.771305262182972,0.344,0.197,1.63259148254252e-104
+"SCGB3A1",0,4.14227762863768,0.887,0.076,0
+"LCN2",0,3.74110598395262,0.995,0.411,0
+"PIGR",0,3.08739687062705,0.865,0.03,0
+"PSCA",0,2.59293280086489,0.939,0.13,0
+"OLFM4",0,2.33551859432896,0.654,0.116,0
+"SPINK1",0,2.32246432548486,0.798,0.08,0
+"CD74",0,2.09781092653468,0.941,0.265,0
+"RARRES1",0,2.07011087196216,0.931,0.267,0
+"S100P",0,2.01842671064021,0.979,0.328,0
+"FCGBP",0,1.92381703428596,0.613,0.012,0
+"HLA-DRA",0,1.84518233507332,0.812,0.059,0
+"PI3",0,1.72511945920153,0.535,0.016,0
+"AGR2",0,1.66859602006345,0.93,0.273,0
+"WFDC2",0,1.60422731123709,0.994,0.696,0
+"FAM3D",0,1.59647073508933,0.765,0.081,0
+"C15orf48",0,1.58663622537748,0.72,0.116,0
+"DUOXA2",0,1.54536394211001,0.63,0.072,0
+"TXNIP",0,1.45397636098515,0.834,0.327,0
+"BPIFB1",0,1.44718208337208,0.398,0.002,0
+"HLA-DRB1",0,1.26427359925309,0.663,0.048,0
+"VSIG2",0,1.26152732752903,0.8,0.134,0
+"TFF1",0,1.25705589423506,0.575,0.064,0
+"CXCL17",0,1.22777743186616,0.927,0.356,0
+"ADGRF1",0,1.21853380141488,0.739,0.134,0
+"TMSB4X",0,1.18252612975164,1,0.931,0
+"SLPI",0,1.12226619951529,0.99,0.596,0
+"B2M",0,1.11043930658512,1,0.993,0
+"TSPAN3",0,1.09041027373105,0.83,0.32,0
+"CEACAM6",0,1.08133457981252,0.492,0.052,0
+"AGR3",0,1.07564444223733,0.523,0.041,0
+"SRD5A3",0,1.06939725808826,0.551,0.056,0
+"CP",0,1.03291641211904,0.607,0.035,0
+"TMEM45B",0,1.01147425706208,0.652,0.086,0
+"CEACAM5",0,0.990514785666894,0.43,0.03,0
+"ASS1",0,0.958291000853374,0.77,0.227,0
+"HLA-DRB5",0,0.935648841715902,0.472,0.016,0
+"PDZK1IP1",0,0.915740306023287,0.509,0.058,0
+"SCCPDH",0,0.910971855622186,0.619,0.151,0
+"LINC01207",0,0.847730691406637,0.565,0.104,0
+"LYZ",0,0.795100138097547,0.332,0.003,0
+"MUC1",0,0.782107569971761,0.536,0.088,0
+"C19orf33",0,0.749964315039821,0.606,0.133,0
+"HLA-DMA",0,0.741419230648311,0.48,0.057,0
+"FA2H",0,0.737834637939463,0.541,0.094,0
+"ERBB3",3.36428630563964e-294,0.706092438838021,0.563,0.123,7.82196566061215e-290
+"NEAT1",9.24656669587456e-288,1.32680453019732,1,0.944,2.14982675679083e-283
+"S100A6",4.8283775481163e-287,1.14649315728448,0.996,0.981,1.12259777993704e-282
+"MUC4",1.49283380501009e-285,0.698435574012441,0.534,0.111,3.47083859664845e-281
+"GDF15",1.98910529130254e-283,1.58912550982082,0.785,0.259,4.6246698022784e-279
+"FTH1",4.20209872606161e-283,1.32270957829822,1,1,9.76987953809324e-279
+"ADIRF",1.4402562414185e-272,1.23497051787901,0.852,0.344,3.34859576129802e-268
+"FOXO3",2.27093159003144e-268,0.880541081953685,0.687,0.21,5.27991594682311e-264
+"BIK",1.19377936899398e-267,0.793219621300765,0.585,0.144,2.77553703291101e-263
+"HPGD",7.79197747494012e-264,1.92669451250119,0.611,0.179,1.81163476292358e-259
+"ANKRD36C",1.51011498305301e-262,0.979632706445473,0.667,0.189,3.51101733559826e-258
+"PPDPF",1.56743067470171e-259,0.837017970675501,0.988,0.846,3.64427631868147e-255
+"SERPINB3",3.44219459380704e-257,0.978973837302065,0.334,0.049,8.00310243060136e-253
+"MGST1",4.22886728399971e-252,1.05409862400626,0.836,0.348,9.83211643529933e-248
+"B4GALT4",1.02472300727642e-251,0.73586263550554,0.48,0.104,2.38248099191769e-247
+"RHOV",2.19806777992175e-250,0.96461762628169,0.526,0.126,5.11050758831807e-246
+"RNF39",3.13166984093962e-239,0.794220890570539,0.576,0.15,7.28113238018461e-235
+"DUSP5",7.27073732614613e-225,1.01985456316633,0.884,0.428,1.69044642832898e-220
+"GLUL",2.60082883930321e-224,1.13294109589209,0.941,0.604,6.04692705137996e-220
+"ELF3",1.75962592954452e-213,0.897142217837726,0.966,0.604,4.09113028619101e-209
+"MAL2",7.67795385043164e-211,0.803719903901724,0.809,0.339,1.78512427022536e-206
+"TSPAN13",2.83267615774706e-209,0.748908984676635,0.709,0.26,6.58597206676191e-205
+"CST3",1.66872841510166e-207,0.737732997134328,0.979,0.758,3.87979356511137e-203
+"CLDN3",2.22530795173207e-207,0.861051941238368,0.611,0.177,5.17384098777706e-203
+"ZG16B",1.62877171974192e-204,0.989926023598204,0.838,0.415,3.78689424839996e-200
+"REEP3",4.28316982034694e-202,0.851172314657521,0.782,0.35,9.95836983230664e-198
+"SERINC2",5.22036136496032e-201,0.844085212584235,0.776,0.352,1.21373401735327e-196
+"CYP3A5",3.50639725451782e-199,0.781979693754768,0.765,0.319,8.15237361675392e-195
+"WASL",8.11045231650809e-197,0.710935209327625,0.641,0.222,1.88568016358813e-192
+"CDC42EP5",4.55717812568056e-195,0.729587045199203,0.748,0.298,1.05954391422073e-190
+"KIAA1551",1.46012421484612e-193,0.807053070917877,0.578,0.182,3.39478879951723e-189
+"SDCBP2",2.30323431960629e-183,0.768648256221205,0.763,0.314,5.35501979308463e-179
+"CD24",6.19920049206571e-179,1.10035233783084,0.72,0.318,1.44131411440528e-174
+"CRABP2",1.51640879109876e-177,0.754109723096428,0.699,0.259,3.52565043930462e-173
+"TMEM165",3.67155284160173e-170,0.908736990506982,0.858,0.565,8.53636035672403e-166
+"CYP1B1",9.16860974850453e-169,0.941938373141569,0.668,0.261,2.1317017665273e-164
+"GPX2",2.80362533218768e-163,1.08724105170565,0.693,0.313,6.51842889733635e-159
+"SAA1",2.70518670431658e-162,1.02006112943803,0.409,0.105,6.28955908753605e-158
+"CXCL6",1.41173635203807e-160,0.93947299296586,0.532,0.169,3.28228701848851e-156
+"CSTB",4.90184494649728e-159,0.770635548844781,0.951,0.718,1.13967895006062e-154
+"AGPAT2",9.78936840506016e-153,0.775609328264555,0.573,0.217,2.27602815417649e-148
+"MALL",7.59711655507711e-143,0.693567842841213,0.676,0.277,1.76632959905543e-138
+"GPRC5A",2.58434202086223e-139,0.762407980646115,0.851,0.48,6.00859519850468e-135
+"CD55",2.8150334741031e-139,0.715156268979011,0.854,0.494,6.54495282728971e-135
+"PPP1CB",2.21936467175293e-138,0.706162579442297,0.849,0.481,5.16002286182557e-134
+"TSPAN1",2.67059899500518e-135,0.709538522415159,0.753,0.38,6.20914266338705e-131
+"TFF3",4.44321868683593e-123,1.2137409767212,0.274,0.063,1.03304834468935e-118
+"MMP7",9.04524720421491e-117,0.946556374315693,0.624,0.266,2.10301997497997e-112
+"SNCG",1.92405958863697e-61,0.901111659477719,0.323,0.132,4.47343854358095e-57
+"NUPR1",4.63771165624957e-34,0.696176082262582,0.652,0.493,1.07826796007803e-29

genesets/genes.deg.OE2.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"AKR1C2",0,1.77021358964269,0.736,0.067,0
-"AKR1C1",0,1.74341023898399,0.686,0.08,0
-"CSTB",0,1.59147336479735,0.97,0.731,0
-"IGFBP3",0,1.40454651011235,0.87,0.267,0
-"HPGD",0,1.39431922409017,0.629,0.138,0
-"DHRS9",0,1.34595323875435,0.481,0.035,0
-"S100P",0,1.33500704453516,0.945,0.355,0
-"GPX2",0,1.23924639631707,0.805,0.225,0
-"KRT6A",0,1.21124166072941,0.378,0.065,0
-"KRT13",0,1.20774512223258,0.803,0.241,0
-"FABP5",0,1.13791786580396,0.467,0.162,0
-"SERPINB1",0,1.03419744035688,0.802,0.292,0
-"SDCBP2",0,0.9986991505831,0.824,0.302,0
-"KIAA1551",0,0.863685082350532,0.657,0.225,0
-"LYPD3",0,0.849548704138783,0.394,0.069,0
-"OAF",0,0.845501101521284,0.566,0.104,0
-"IL1RN",0,0.834584315098161,0.474,0.126,0
-"MGST1",0,0.81382542882265,0.889,0.475,0
-"CXCL17",0,0.783299163606568,0.747,0.345,0
-"HSPA1A",0,0.778639398712721,0.625,0.322,0
-"SDC1",0,0.770947460992279,0.628,0.197,0
-"HSPA1B",0,0.76979481742435,0.655,0.313,0
-"HECTD1",0,0.745517018900919,0.718,0.276,0
-"UBR4",0,0.739739473063204,0.455,0.163,0
-"ADIRF",0,0.702755145259309,0.825,0.419,0
+"KRT13",0,2.01597974586173,0.894,0.219,0
+"S100P",0,1.90822949993826,0.955,0.276,0
+"APOBEC3A",0,1.64479513614821,0.373,0.02,0
+"GDF15",0,1.63652784022573,0.753,0.218,0
+"CSTB",0,1.55719488136333,0.968,0.696,0
+"DUOXA2",0,1.35668543845155,0.476,0.044,0
+"LYPD3",0,1.33911533216507,0.71,0.14,0
+"OLFM4",0,1.32626886913112,0.498,0.09,0
+"GPX2",0,1.322374009836,0.861,0.261,0
+"CXCL17",0,1.26746318407033,0.862,0.316,0
+"AKR1C1",0,1.23618585262563,0.395,0.043,0
+"SERPINB1",0,1.1392745613162,0.786,0.271,0
+"AKR1C2",0,1.1037845543013,0.387,0.029,0
+"IL1RN",0,1.08260189545751,0.642,0.139,0
+"IGFBP3",0,1.07991485363553,0.626,0.21,0
+"MUC4",0,1.02714308408923,0.658,0.061,0
+"SDCBP2",0,1.00728839913211,0.852,0.266,0
+"CLDN4",0,0.991751768397351,0.97,0.813,0
+"HPGD",0,0.971227671436239,0.491,0.157,0
+"ADIRF",0,0.968987738055083,0.733,0.316,0
+"GPRC5A",0,0.945982290379014,0.908,0.442,0
+"TRIM31",0,0.94197001483728,0.427,0.021,0
+"EMP1",0,0.932030682935755,0.852,0.464,0
+"DHRS9",0,0.924902007896113,0.361,0.036,0
+"C15orf48",0,0.894472391879342,0.378,0.107,0
+"PLAUR",0,0.881994715624181,0.841,0.533,0
+"DUSP5",0,0.876866666835571,0.844,0.395,0
+"SNCG",0,0.861773450438171,0.422,0.104,0
+"ADGRF1",0,0.859900050256145,0.609,0.099,0
+"RAB11FIP1",0,0.858445494078961,0.788,0.287,0
+"SDC1",0,0.838644943633723,0.801,0.297,0
+"TMSB4X",0,0.835345625287976,0.999,0.925,0
+"MGST1",0,0.831798136576865,0.782,0.314,0
+"CLDN3",0,0.822274870101125,0.499,0.154,0
+"TMPRSS4",0,0.798897316332515,0.632,0.094,0
+"MAL2",0,0.791449468589868,0.79,0.302,0
+"C9orf16",0,0.778392764226278,0.901,0.565,0
+"ASS1",0,0.773901199975319,0.679,0.193,0
+"PIM1",0,0.765415316262707,0.756,0.307,0
+"PPARG",0,0.762636291288148,0.558,0.131,0
+"DAPP1",0,0.746683058174609,0.551,0.092,0
+"CLDN7",0,0.739260170039693,0.907,0.477,0
+"HEBP2",0,0.723276756724657,0.953,0.64,0
+"AQP3",0,0.716987363265918,0.968,0.684,0
+"OAS1",0,0.714196432000364,0.377,0.043,0
+"CLCA4",0,0.707315046155253,0.435,0.063,0
+"ELF3",0,0.706139364505989,0.918,0.58,0
+"OAF",0,0.699851508133468,0.503,0.091,0
+"S100A9",1.15985558458396e-247,1.04617618672697,0.352,0.114,2.6966642341577e-243
+"DDIT4",3.24254500877931e-193,0.717825181616735,0.443,0.192,7.5389171454119e-189
+"CCL20",3.07768429677462e-176,0.949878582556194,0.387,0.162,7.15561599000099e-172
+"AREG",1.7114723937272e-139,0.772695140628557,0.669,0.416,3.97917331541575e-135

genesets/genes.deg.SM.csv

 "","p_val","avg_logFC","pct.1","pct.2","p_val_adj"
-"TAGLN",0,2.92788803039441,0.822,0.132,0
-"RGS5",0,2.79295938610392,0.628,0.066,0
-"MYL9",0,2.55711287545246,0.795,0.136,0
-"GJA4",0,2.54618480316918,0.777,0.055,0
-"ID4",0,2.33472157989783,0.685,0.177,0
-"TPM2",0,2.06840219636117,0.777,0.331,0
-"PDK4",0,1.91317561312904,0.745,0.317,0
-"ACTA2",0,1.90882198839953,0.397,0.044,0
-"CALD1",0,1.85672655878433,0.956,0.431,0
-"MT1A",0,1.66853494080269,0.72,0.251,0
-"MYH11",0,1.56203284917832,0.399,0.02,0
-"NDUFA4L2",0,1.54007460493032,0.346,0.018,0
-"ADIRF",0,1.42705032089141,0.851,0.443,0
-"ADAMTS4",0,1.40541107805232,0.856,0.464,0
-"EPAS1",0,1.33873735391222,0.742,0.289,0
-"KCNE4",0,1.33610026268483,0.464,0.081,0
-"ADRA2A",0,1.32327390531846,0.334,0.016,0
-"TIMP3",0,1.26960275589884,0.789,0.411,0
-"ADAMTS1",0,1.26332670690039,0.61,0.227,0
-"CRISPLD2",0,1.26156290752882,0.735,0.271,0
-"STEAP4",0,1.19449968426688,0.311,0.017,0
-"C11orf96",0,1.15613566237411,0.963,0.691,0
-"HES4",0,1.0921012334339,0.787,0.396,0
-"PDGFRB",0,1.08859735984492,0.408,0.074,0
-"CPE",0,1.04518802798259,0.688,0.319,0
-"NGF",0,1.03928553301636,0.305,0.018,0
-"TPPP3",0,0.970597659965587,0.288,0.027,0
-"FOXC2",0,0.961413587657741,0.264,0.018,0
-"SYNPO2",0,0.904239948031193,0.301,0.033,0
-"PPP1R14A",1.09288994435842e-303,0.912115414371238,0.258,0.021,2.48840111430968e-299
-"PI15",6.49698092640199e-279,1.2680887567681,0.272,0.032,1.47929758713247e-274
-"TPM1",4.03165005684602e-277,1.67611092331738,0.502,0.179,9.1796640144327e-273
-"IFITM2",2.87472214751462e-274,0.881908106935914,0.796,0.569,6.54545485767604e-270
-"IFITM3",7.72733075991524e-266,0.708667759677225,0.934,0.838,1.7594359407251e-261
-"MFGE8",4.04082688792605e-253,0.954727440250867,0.62,0.298,9.20055874111883e-249
-"MT1M",1.01997007737016e-247,1.18362982522827,0.299,0.052,2.32236986916413e-243
-"C2orf40",1.26284270212655e-244,0.966594486405252,0.343,0.076,2.87536654847195e-240
-"SLC25A4",2.34790192931048e-243,1.05701724840127,0.292,0.052,5.34593790284703e-239
-"PROCR",6.7899693632338e-232,0.933958174123508,0.348,0.087,1.5460081243147e-227
-"MTHFD2",8.28866209838519e-216,0.870456438747858,0.591,0.306,1.88724547318132e-211
-"FRZB",4.4745515151963e-204,0.705613806251582,0.251,0.043,1.01881063449505e-199
-"CTSC",5.19751540072405e-202,1.4179307811992,0.465,0.194,1.18342228159086e-197
-"GADD45B",1.59227200127282e-200,1.19034032682988,0.611,0.338,3.62544411969807e-196
-"COL4A1",1.34396271898582e-199,0.789024608556917,0.68,0.443,3.06006871485882e-195
-"IGFBP4",1.00089443843539e-196,0.750293079467064,0.745,0.501,2.27893654687355e-192
-"BGN",3.06358707847872e-195,0.889634615851215,0.524,0.239,6.97548141898819e-191
-"NDUFS2",1.18045636257318e-194,0.857661754742993,0.424,0.16,2.68778109194287e-190
-"ZFHX3",2.55641036166255e-181,0.886543960538899,0.421,0.161,5.82069075246946e-177
-"RGS16",3.05186187324599e-177,1.24290875661878,0.294,0.075,6.94878429919379e-173
-"HES1",4.09267385275545e-175,0.968766270024248,0.483,0.22,9.31860909533888e-171
-"TINAGL1",1.60095007076339e-174,0.771092362793523,0.341,0.109,3.64520321612117e-170
-"PMEPA1",2.8105726377232e-173,0.74149407090073,0.359,0.121,6.39939283883196e-169
-"PHLDA1",2.5761630857008e-167,0.797956025576944,0.697,0.433,5.86566572983215e-163
-"LPP",9.04092364760996e-162,0.878656915605701,0.518,0.284,2.05852790532431e-157
-"ID3",1.79563377436903e-154,0.942865891555894,0.439,0.191,4.08847854086085e-150
-"MT1E",9.23458678357209e-154,0.910059346463109,0.314,0.102,2.10262306475153e-149
-"GPX3",1.72422158433305e-152,0.792104119242284,0.584,0.339,3.92588012536792e-148
-"NR2F2",6.24897156803867e-149,0.812598251557149,0.377,0.15,1.42282833632672e-144
-"KLF9",7.5159632724155e-145,0.735943841480656,0.504,0.277,1.71130967749628e-140
-"EPS8",5.13900757958955e-142,0.733836045046168,0.398,0.172,1.17010063579675e-137
-"SYNM",1.39440141294888e-138,0.700294951091776,0.256,0.071,3.17491257714332e-134
-"NR4A1",4.54727079903469e-138,0.759826371800793,0.479,0.242,1.03536808823221e-133
-"H2AFJ",2.07224524668311e-137,0.693346825740057,0.542,0.309,4.71829520217278e-133
-"SNAI2",2.15764311034912e-135,0.844512961403702,0.287,0.093,4.91273759795391e-131
-"ZBTB38",1.81930071861271e-132,0.706995750210005,0.375,0.161,4.14236580620929e-128
-"C8orf4",3.34010277653077e-131,1.14529646691631,0.424,0.205,7.60508001188292e-127
-"ATF3",8.79121432402701e-130,0.882156454664201,0.465,0.245,2.00167158943771e-125
-"CDKN1A",2.3836182873975e-129,0.735142905348581,0.726,0.581,5.42726047857537e-125
-"EDNRB",9.63224432166591e-127,0.852078079506585,0.518,0.3,2.19316570960011e-122
-"MT1X",1.14886346136093e-125,1.00037943925758,0.569,0.345,2.6158472151727e-121
-"JUNB",2.24073992707674e-122,0.7845322025134,0.756,0.638,5.10194073996103e-118
-"CREM",4.42153989270458e-122,0.780853679731263,0.753,0.594,1.00674041816991e-117
-"S100A4",1.68731195989613e-108,0.781933248929912,0.54,0.331,3.8418406014875e-104
-"ZNF503",2.78775085459567e-108,0.768483139990324,0.259,0.093,6.34742992082888e-104
-"MYC",1.96881329656544e-105,0.931048894020084,0.476,0.28,4.48279099494985e-101
-"ISG15",1.62538671883794e-100,0.982439884356587,0.418,0.232,3.70084302012211e-96
-"LMCD1",8.48843081081923e-100,0.908172434630341,0.372,0.182,1.93273081131543e-95
-"MYLK",4.83153448269447e-91,0.8732310165908,0.324,0.151,1.1000920863647e-86
-"SRGN",9.57854529364245e-54,0.702898311824079,0.492,0.368,2.18093897790945e-49
-"HSPB1",7.9677177208904e-51,0.744829139403294,0.613,0.524,1.81416964786953e-46
-"RHOB",1.76129412525162e-32,0.901071151520946,0.336,0.247,4.01029059378542e-28
+"TAGLN",0,3.23162659529245,0.903,0.176,0
+"MYL9",0,3.14917398934124,0.936,0.2,0
+"TPM2",0,2.86267975440181,0.904,0.288,0
+"ACTA2",0,2.79872216700026,0.698,0.058,0
+"RGS5",0,2.74246435802674,0.679,0.058,0
+"MT1A",0,2.5636863665765,0.77,0.164,0
+"MYH11",0,2.27935388569363,0.687,0.03,0
+"GJA4",0,2.24331181583654,0.734,0.062,0
+"CALD1",0,2.02926234443244,0.984,0.435,0
+"PPP1R14A",0,1.58203983694587,0.541,0.036,0
+"CRISPLD2",9.13760239715087e-283,1.44322268412386,0.813,0.236,2.12449255733758e-278
+"TPM1",3.57635145220287e-275,2.2045849944489,0.785,0.28,8.31501712637167e-271
+"ADIRF",5.04545717345906e-253,1.66198529810244,0.886,0.46,1.17306879282923e-248
+"PLN",1.26798284368553e-251,1.09367736634381,0.339,0.002,2.94806011156886e-247
+"NDUFA4L2",1.41412565053412e-251,1.5862940809531,0.431,0.028,3.28784213749184e-247
+"MT1M",5.99110332970436e-248,1.74010251197962,0.53,0.072,1.39293152415626e-243
+"SYNPO2",1.79077545803578e-236,1.1451382997755,0.445,0.04,4.16355293993319e-232
+"TPPP3",3.71023311590308e-232,1.2729118150871,0.413,0.031,8.62629199447466e-228
+"C2orf40",5.72563582266887e-217,1.30915858753621,0.487,0.069,1.33121032877051e-212
+"C11orf96",1.80234567764592e-207,1.29459395934105,0.922,0.55,4.19045370052676e-203
+"ID4",2.42447953271131e-203,1.85111983748126,0.589,0.138,5.63691491355379e-199
+"NOTCH3",1.4709959680553e-202,0.812556614374117,0.338,0.018,3.42006562572857e-198
+"MYLK",4.73957125422714e-201,1.61034855077336,0.612,0.169,1.10195031660781e-196
+"PDK4",6.31036683661521e-199,1.99047743654307,0.741,0.297,1.46716028951304e-194
+"FRZB",1.71253813697912e-197,1.2015741908751,0.385,0.038,3.98165116847646e-193
+"HES4",4.52821161698409e-197,1.24316863801889,0.815,0.387,1.0528092009488e-192
+"FOXC2",1.76631799248805e-194,0.93282004437645,0.339,0.021,4.10668933253471e-190
+"CRYAB",1.79840576175965e-194,0.884093040964493,0.856,0.341,4.18129339609118e-190
+"MFGE8",4.30022361755706e-193,1.22208245262742,0.715,0.262,9.99801991082016e-189
+"EFHD1",5.58692744127748e-182,0.830138200556515,0.349,0.031,1.29896063009701e-177
+"LPP",6.00192804036308e-178,1.27347763952987,0.693,0.302,1.39544826938442e-173
+"CNN1",7.58730017435718e-178,1.29018195334872,0.369,0.04,1.76404729053804e-173
+"LMOD1",1.57415909452931e-175,0.840612414097653,0.323,0.024,3.65991989478066e-171
+"SORBS2",1.64018930349222e-175,1.1139371707756,0.352,0.035,3.81344013061941e-171
+"SLC25A4",2.7071122698233e-175,1.07445696513192,0.448,0.079,6.29403602733916e-171
+"LGI4",5.32961403889136e-175,0.715540293495988,0.264,0.007,1.23913526404224e-170
+"ACTG2",9.33961302057064e-175,2.37962412319495,0.316,0.023,2.17146002728267e-170
+"MT2A",5.28028469447201e-174,1.12889094879442,0.946,0.725,1.22766619146474e-169
+"ADRA2A",1.54268733827484e-170,1.12391394565257,0.282,0.013,3.58674806148901e-166
+"MT1E",1.37256572960962e-168,1.48843279492805,0.541,0.142,3.19121532134236e-164
+"STEAP4",4.33335906019079e-165,1.1271360767616,0.315,0.026,1.00750598149436e-160
+"PCP4",5.73095110689999e-165,1.62198017308803,0.258,0.009,1.33244613235425e-160
+"TIMP3",2.03746231188997e-162,1.13720702362447,0.844,0.452,4.73709987514417e-158
+"ADAMTS4",3.10564996220108e-158,1.22042367537163,0.779,0.422,7.22063616211751e-154
+"MAP1B",6.40940515223791e-158,1.05100990822326,0.709,0.308,1.49018669789531e-153
+"CPE",4.29329431162491e-156,0.977083137313199,0.652,0.236,9.9819092745279e-152
+"RCAN2",1.33285836583023e-152,0.736266150311161,0.313,0.031,3.09889570055528e-148
+"FLNA",1.75860749171609e-152,1.18521772314073,0.55,0.175,4.08876241823992e-148
+"PDGFRB",1.30227622885894e-149,0.868822262992116,0.4,0.069,3.02779223209704e-145
+"DSTN",3.14053998088411e-147,1.35145150419227,0.87,0.709,7.30175545555556e-143
+"DES",3.17241296566882e-141,2.31328152452293,0.272,0.023,7.37586014518e-137
+"PTP4A3",2.28701531696158e-139,1.06032868920855,0.328,0.045,5.31731061193568e-135
+"KCNE4",4.59511979182763e-138,1.03347746843555,0.369,0.061,1.06836535159992e-133
+"MT1X",5.71213704326927e-137,1.75942730080586,0.678,0.322,1.32807186256011e-132
+"SYNM",5.73109597739225e-134,0.922929291559696,0.355,0.06,1.3324798147437e-129
+"MYL6",1.40144565209518e-128,0.887265474022161,0.975,0.923,3.25836114112129e-124
+"IGFBP6",1.82472208534996e-126,0.99140021627782,0.778,0.37,4.24247884843867e-122
+"CKB",1.26237536492461e-122,1.0919786304694,0.538,0.19,2.93502272344973e-118
+"GADD45B",6.24444189345627e-122,0.989050838054128,0.797,0.476,1.45183274022858e-117
+"PALLD",1.53190096465099e-121,0.93802022393102,0.507,0.165,3.56166974281354e-117
+"FHL1",3.5569704373658e-121,1.03555882655759,0.393,0.092,8.26995626687548e-117
+"BGN",2.7286080155089e-120,0.90761918712575,0.558,0.197,6.34401363605818e-116
+"TINAGL1",1.07703931781369e-113,0.866935558195234,0.545,0.209,2.50411641391683e-109
+"FXYD1",1.38059720148615e-113,0.712909418987534,0.441,0.119,3.2098884934553e-109
+"SOD3",5.68385209415903e-112,0.742429267724223,0.699,0.298,1.32149561189197e-107
+"ADAMTS1",1.004275087016e-111,1.0790358328361,0.621,0.273,2.33493957731219e-107
+"CPM",6.17158486290124e-110,0.794815563476882,0.313,0.057,1.43489348062454e-105
+"RRAD",4.98397440641248e-109,1.25488871263734,0.255,0.031,1.1587740494909e-104
+"RHOB",3.14630991529318e-99,1.38452611675965,0.589,0.288,7.31517055305664e-95
+"KLF9",1.55539980361494e-93,0.757665889323785,0.627,0.313,3.61630454340474e-89
+"MTHFD2",8.53547390469729e-92,0.829958289753971,0.574,0.285,1.98449768284212e-87
+"ZFHX3",7.45526353144525e-90,0.881522978742155,0.453,0.17,1.73334877106102e-85
+"CSRP1",1.27013353526532e-87,0.97303499835133,0.438,0.161,2.95306046949186e-83
+"NR4A1",1.80885659100896e-87,0.719236422079069,0.614,0.301,4.20559157409583e-83
+"ZNF331",1.50548741791019e-86,0.872310895733524,0.421,0.14,3.50025824664119e-82
+"PRKCDBP",1.80407336804372e-86,0.834277729187232,0.39,0.125,4.19447058070164e-82
+"EPS8",2.55289374162895e-86,0.725944673005113,0.471,0.182,5.93547794928731e-82
+"GPX3",3.05929916855011e-86,0.719698608930577,0.669,0.372,7.11287056687901e-82
+"SH3BGRL",4.4790652942007e-86,0.750428187824234,0.616,0.334,1.04138268090166e-81
+"CCDC107",1.68879211326829e-81,0.793379548378362,0.458,0.189,3.92644166334876e-77
+"LBH",1.01679516257253e-80,0.992490725169577,0.372,0.121,2.36404875298114e-76
+"NDUFS2",1.95279795376018e-80,0.800049892866238,0.448,0.182,4.54025524249241e-76
+"PDLIM3",8.3378356799748e-80,0.778672718433813,0.442,0.174,1.93854679559414e-75
+"HSPB1",5.53316026893211e-69,0.871999824624171,0.889,0.757,1.28645976252672e-64
+"EPAS1",3.15840091418153e-65,0.719466081245715,0.606,0.35,7.34328212547207e-61
+"KIAA0040",4.44948921190248e-63,0.694856114969486,0.334,0.119,1.03450624176733e-58
+"JUNB",2.21543940935701e-61,0.731912984375533,0.836,0.712,5.15089662675506e-57
+"NDUFA4",7.09316222575543e-60,0.734847408988811,0.741,0.641,1.64916021748814e-55
+"ATF3",1.91207076300283e-58,0.801249226945017,0.57,0.329,4.44556452398158e-54
+"BCAM",3.69071490363722e-56,0.826827321116633,0.364,0.156,8.58091215095653e-52
+"S100A4",2.01095454339548e-51,0.791688765131403,0.547,0.319,4.6754693133945e-47
+"TCEAL4",1.53457606053386e-49,0.745537263140422,0.571,0.386,3.56788934074122e-45
+"SMTN",1.18974194109368e-47,0.757156057105426,0.318,0.132,2.76615001304281e-43
+"RGS16",1.98685799637613e-45,0.835026734875246,0.289,0.11,4.61944484157451e-41
+"APOLD1",7.27515960805776e-41,0.74457851512597,0.357,0.17,1.69147460887343e-36
+"CREM",4.7647413774077e-40,0.709168914960972,0.707,0.545,1.10780237024729e-35
+"MAT2A",7.8754108891864e-40,0.720063927901717,0.478,0.289,1.83103303173584e-35
+"MYC",1.20348876285353e-39,0.75775141294433,0.543,0.354,2.79811137363445e-35