diff --git a/genesets/DEG_BE.csv b/genesets/DEG_BE.csv
index 958ce598afbfc854b6e5bdd6cfa9cc7316f428e0..8ed265e1a03d3b750d0cedf6b8ee31aedb940ed4 100644
--- a/genesets/DEG_BE.csv
+++ b/genesets/DEG_BE.csv
@@ -14,23 +14,27 @@
 "13","CAV2"
 "14","PDCD5"
 "15","MYC"
-"16","PTRF"
+"16","KRT7"
 "17","NCL"
-"18","KRT7"
-"19","NPM1"
-"20","TUBB4B"
+"18","NPM1"
+"19","PTRF"
+"20","S100A2"
 "21","ATP1B3"
-"22","DST"
-"23","RAN"
+"22","RAN"
+"23","TUBB4B"
 "24","EEF1B2"
-"25","S100A2"
-"26","PRMT1"
-"27","SRSF3"
-"28","PA2G4"
-"29","AXL"
+"25","PRMT1"
+"26","PA2G4"
+"27","DST"
+"28","SRSF3"
+"29","TUBA1B"
 "30","TUBA1C"
-"31","TUBA1B"
+"31","AXL"
 "32","RANBP1"
 "33","SRM"
-"34","SSB"
-"35","DEFB1"
+"34","SNRPD1"
+"35","SSB"
+"36","ANXA3"
+"37","EBNA1BP2"
+"38","YBX3"
+"39","DEFB1"
diff --git a/genesets/DEG_Endo.csv b/genesets/DEG_Endo.csv
index 0d59e2a3ccdda349e27b14d24c2561c471ab245d..385ac9642e9cc2a53cbbc763282fc99c0e99a6ad 100644
--- a/genesets/DEG_Endo.csv
+++ b/genesets/DEG_Endo.csv
@@ -1,78 +1,73 @@
 "","x"
 "1","MMP1"
 "2","IFI27"
-"3","HMOX1"
-"4","SELE"
+"3","SELE"
+"4","HMOX1"
 "5","ACKR1"
-"6","CLDN5"
-"7","CD200"
+"6","CD200"
+"7","CLDN5"
 "8","CD93"
 "9","SH3BGRL3"
-"10","PCAT19"
-"11","RAI14"
-"12","SPRY1"
-"13","LCN6"
-"14","TMSB10"
-"15","WWTR1"
-"16","CALCRL"
-"17","CFLAR"
+"10","SPRY1"
+"11","PCAT19"
+"12","RAI14"
+"13","TMSB10"
+"14","WWTR1"
+"15","LCN6"
+"16","S100A10"
+"17","CALCRL"
 "18","ZNF385D"
-"19","ASPH"
-"20","VWF"
-"21","TPM3"
-"22","ECSCR.1"
+"19","TCF4"
+"20","CFLAR"
+"21","VWF"
+"22","TPM3"
 "23","PLVAP"
-"24","ADGRL4"
-"25","S100A10"
-"26","NQO1"
-"27","SLC7A11"
+"24","ECSCR.1"
+"25","ASPH"
+"26","ADGRL4"
+"27","SOX17"
 "28","MSN"
-"29","RHOC"
-"30","NOP10"
-"31","BACE2"
-"32","TM4SF18"
-"33","RDX"
-"34","CLIC1"
-"35","SWAP70"
-"36","DUSP6"
-"37","MRPL33"
-"38","PNP"
-"39","MED24"
-"40","CNKSR3"
-"41","LMO2"
-"42","MGST2"
-"43","PPFIBP1"
-"44","COL15A1"
-"45","NEURL1B"
-"46","CDC37"
-"47","RNASE1"
-"48","ZEB1"
-"49","ST3GAL6"
-"50","RAPGEF5"
-"51","GCLM"
-"52","SOX17"
-"53","RPS18"
+"29","SWAP70"
+"30","RHOC"
+"31","SLC7A11"
+"32","DUSP6"
+"33","BACE2"
+"34","CNKSR3"
+"35","NOP10"
+"36","FXYD5"
+"37","PPFIBP1"
+"38","LMO2"
+"39","TM4SF18"
+"40","CLIC1"
+"41","RNASE1"
+"42","EMCN"
+"43","FLT1"
+"44","RAPGEF5"
+"45","RPS18"
+"46","ST3GAL6"
+"47","RHOJ"
+"48","IL3RA"
+"49","CD59"
+"50","MGST2"
+"51","MED24"
+"52","PNP"
+"53","NEURL1B"
 "54","CDC42EP3"
-"55","EMCN"
-"56","IL3RA"
-"57","RHOJ"
-"58","FLT1"
-"59","CD59"
-"60","HSPA8"
-"61","AFAP1L1"
-"62","HLA-B"
-"63","TRIB3"
-"64","PGF"
-"65","CARHSP1"
-"66","ITM2A"
-"67","ITGA2"
-"68","RAB13"
-"69","ARPC5L"
-"70","TNPO1"
-"71","SH3BP5"
-"72","KLF2"
-"73","JAG1"
-"74","INSR"
-"75","MMP10"
-"76","CXCL2"
-"77","ANGPT2"
+"55","MRPL33"
+"56","CDC37"
+"57","COL15A1"
+"58","ZEB1"
+"59","CARHSP1"
+"60","KLF2"
+"61","ITM2A"
+"62","ITGA2"
+"63","PGF"
+"64","LUZP1"
+"65","ARPC5L"
+"66","RAB13"
+"67","ARHGAP29"
+"68","PDLIM1"
+"69","CXCL2"
+"70","INSR"
+"71","ANGPT2"
+"72","SOCS3"
diff --git a/genesets/DEG_Epi.csv b/genesets/DEG_Epi.csv
index e924e5e577b396a282857a85ee317abaf8fcc7b4..c0a882188319e45e0b5693e31c3cd0e7981d1a83 100644
--- a/genesets/DEG_Epi.csv
+++ b/genesets/DEG_Epi.csv
@@ -3,69 +3,73 @@
 "2","KRT19"
 "3","AQP3"
 "4","SFN"
-"5","S100P"
-"6","AZGP1"
+"5","AZGP1"
+"6","S100P"
 "7","KRT8"
-"8","CD24"
-"9","SPINT2"
-"10","KRT18"
-"11","KLF5"
-"12","AGR2"
+"8","SPINT2"
+"9","CD24"
+"10","AGR2"
+"11","KRT18"
+"12","KLF5"
 "13","S100A14"
 "14","S100A16"
 "15","ACTG1"
-"16","CLDN7"
-"17","ACTB"
-"18","GSTP1"
-"19","ANXA2"
-"20","HMGA1"
-"21","PERP"
-"22","LAMB3"
-"23","ANXA11"
-"24","PLAU"
-"25","S100A10"
-"26","C15orf48"
+"16","HMGA1"
+"17","CLDN7"
+"18","ACTB"
+"19","GSTP1"
+"20","ANXA2"
+"21","S100A10"
+"22","PLAU"
+"23","ANXA1"
+"24","PERP"
+"25","LAMB3"
+"26","ANXA11"
 "27","S100A11"
-"28","PHLDA2"
-"29","SLC14A1"
-"30","TSPO"
+"28","TSPO"
+"29","LAMC2"
+"30","SLC14A1"
 "31","CXCL16"
-"32","MRPS6"
-"33","MAL2"
-"34","LAMC2"
-"35","ANXA3"
+"32","MAL2"
+"33","MRPS6"
+"34","CD9"
+"35","VAMP8"
 "36","EPCAM"
-"37","VAMP8"
-"38","CD9"
-"39","CD47"
-"40","TXNIP"
-"41","IFNGR2"
-"42","ARHGAP29"
-"43","SERINC2"
-"44","MYL12B"
-"45","TALDO1"
-"46","EZR"
-"47","PPDPF"
+"37","SH3BGRL3"
+"38","CEACAM1"
+"39","TXNIP"
+"40","IFNGR2"
+"41","ARHGAP29"
+"42","CD47"
+"43","MALL"
+"44","TALDO1"
+"45","SERINC2"
+"46","MYL12B"
+"47","HEBP2"
 "48","MPZL2"
-"49","GALNT3"
-"50","JUP"
-"51","LIMA1"
-"52","SH3BGRL3"
-"53","PHLDA3"
-"54","NDUFV2"
-"55","MYO6"
-"56","ACTN4"
-"57","TNFRSF21"
-"58","HEBP2"
-"59","TPM4"
-"60","DSP"
-"61","HINT1"
+"49","PPDPF"
+"50","EZR"
+"51","TPM4"
+"52","GALNT3"
+"53","MYO6"
+"54","HINT1"
+"55","JUP"
+"56","NDUFV2"
+"57","ACTN4"
+"58","PHLDA3"
+"59","DSP"
+"60","LIMA1"
+"61","TNFRSF21"
 "62","MAST4"
-"63","EHF"
+"63","GCLM"
 "64","MAP3K13"
-"65","DRAP1"
-"66","MET"
-"67","SDC4"
-"68","KLK11"
-"69","SH3YL1"
-"70","F3"
+"65","KLK11"
+"66","EHF"
+"67","MET"
+"68","DRAP1"
+"69","ITGA2"
+"70","HMGN1"
+"71","CDH1"
+"72","MYL12A"
+"73","COX4I1"
+"74","F3"
diff --git a/genesets/DEG_Fib.csv b/genesets/DEG_Fib.csv
index 5329bb663bed2de74dbce55622468291d3f23ecc..46b537d4e74ed7147b33c5511445e841bfab730c 100644
--- a/genesets/DEG_Fib.csv
+++ b/genesets/DEG_Fib.csv
@@ -13,65 +13,58 @@
 "12","CFD"
 "13","PDPN"
 "14","FGF2"
-"15","MEG3"
+"15","MFAP4"
 "16","ANXA5"
-"17","MFAP4"
-"18","G0S2"
-"19","RHOBTB3"
-"20","LTBP4"
-"21","HMGA1"
-"22","TNFAIP6"
-"23","SFRP2"
-"24","PLAUR"
+"17","G0S2"
+"18","RHOBTB3"
+"19","LTBP4"
+"20","HMGA1"
+"21","TNFAIP6"
+"22","SFRP2"
+"23","PLAUR"
+"24","FGF7"
 "25","S100A11"
-"26","FGF7"
-"27","SNCA"
-"28","PLAT"
-"29","KCNK1"
+"26","PLAT"
+"27","KCNK1"
+"28","DNAJB9"
+"29","MPZL1"
 "30","TNFRSF12A"
-"31","DNAJB9"
-"32","MPZL1"
+"31","ATP2B1"
+"32","SEC62"
 "33","FBLN2"
-"34","SEC62"
+"34","GSTM3"
 "35","LPAR1"
-"36","GSTM3"
-"37","GYPC"
+"36","GYPC"
+"37","PDGFRA"
 "38","BDKRB2"
-"39","PDGFRA"
-"40","REEP5"
-"41","CLU"
-"42","ARSG"
-"43","RND3"
-"44","SCARB2"
-"45","SPOCK3"
-"46","CTSK"
-"47","GJA1"
-"48","VCAN"
-"49","SLC25A37"
-"50","DPT"
-"51","MYDGF"
-"52","CXCL8"
-"53","UAP1"
-"54","PDIA6"
-"55","HSP90B1"
-"56","HSPA5"
-"57","SPON2"
-"58","MATN2"
-"59","GPM6B"
-"60","CREB5"
-"61","EFEMP1"
-"62","MANF"
-"63","FST"
-"64","CXCL1"
-"65","IL33"
-"66","MGP"
-"67","CD55"
-"68","SDF2L1"
-"69","GSN"
-"70","SFRP1"
-"71","THBS2"
-"72","C7"
-"73","IL6"
-"74","THAP2"
-"75","HERPUD1"
-"76","A2M"
+"39","REEP5"
+"40","RND3"
+"41","SPOCK3"
+"42","CTSK"
+"43","ARSG"
+"44","GJA1"
+"45","SLC25A37"
+"46","VCAN"
+"47","DPT"
+"48","UAP1"
+"49","CXCL8"
+"50","PDIA6"
+"51","HSP90B1"
+"52","SPON2"
+"53","MATN2"
+"54","HSPA5"
+"55","CREB5"
+"56","EFEMP1"
+"57","MANF"
+"58","FST"
+"59","MGP"
+"60","IL33"
+"61","SFRP1"
+"62","CD55"
+"63","SDF2L1"
+"64","THBS2"
+"65","C7"
+"66","IL6"
+"67","THAP2"
+"68","HERPUD1"
+"69","A2M"
diff --git a/genesets/DEG_LE.csv b/genesets/DEG_LE.csv
index 6866c8bf4c3cb6739dddca611129e1454d39d032..1cae18bdfbdad48384736dc95db52d470fd27075 100644
--- a/genesets/DEG_LE.csv
+++ b/genesets/DEG_LE.csv
@@ -3,82 +3,81 @@
 "2","KLK3"
 "3","ACPP"
 "4","PLA2G2A"
-"5","MT1X"
-"6","KLK2"
+"5","KLK2"
+"6","MT1X"
 "7","MT1G"
 "8","MT2A"
-"9","CLDN3"
-"10","NEAT1"
-"11","TSPAN8"
+"9","TSPAN8"
+"10","CLDN3"
+"11","RDH11"
 "12","SEC11C"
-"13","NAMPT"
-"14","RDH11"
-"15","TMC5"
-"16","GLRX"
-"17","DHRS7"
-"18","IL6ST"
-"19","VMP1"
+"13","NEAT1"
+"14","NAMPT"
+"15","DHRS7"
+"16","TMC5"
+"17","VMP1"
+"18","GLRX"
+"19","IL6ST"
 "20","SMIM14"
-"21","H2AFJ"
-"22","CLDN4"
-"23","HMGCS1"
-"24","TMPRSS2"
-"25","CIB1"
-"26","EMP1"
-"27","DBI"
-"28","LINC00844"
+"21","TMPRSS2"
+"22","GP2"
+"23","H2AFJ"
+"24","LINC00844"
+"25","CLDN4"
+"26","ERRFI1"
+"27","HMGCS1"
+"28","ID1"
 "29","TPD52"
-"30","RNF144B"
-"31","DSC2"
-"32","GP2"
-"33","ELL2"
-"34","ALDH1A3"
-"35","IDH2"
-"36","PPP3CA"
-"37","PMEPA1"
-"38","ERRFI1"
-"39","RAB27B"
-"40","UQCRQ"
-"41","FXYD3"
-"42","CRYAB"
-"43","RPS27L"
-"44","MT1F"
-"45","LMO7"
-"46","SOCS2"
-"47","RNF213"
-"48","SARAF"
-"49","ELOVL5"
-"50","RASEF"
-"51","SLC44A4"
-"52","SLC39A6"
-"53","KLK4"
-"54","SH3BP4"
-"55","GDE1"
-"56","LBH"
-"57","FLJ20021"
+"30","PPP3CA"
+"31","PMEPA1"
+"32","RNF144B"
+"33","DSC2"
+"34","CIB1"
+"35","UQCRQ"
+"36","ZFP36"
+"37","ELL2"
+"38","FXYD3"
+"39","KLK4"
+"40","ELOVL5"
+"41","RAB27B"
+"42","SOCS2"
+"43","IDH2"
+"44","SLC39A6"
+"45","ALDH1A3"
+"46","SLC44A4"
+"47","RASEF"
+"48","SH3BP4"
+"49","NGFRAP1"
+"50","MPC2"
+"51","RNF213"
+"52","SLC12A2"
+"53","FLJ20021"
+"54","PLPP1"
+"55","LBH"
+"56","MEAF6"
+"57","TSTD1"
 "58","SERF2"
-"59","RDH10"
-"60","MALAT1"
-"61","ST6GAL1"
-"62","ABHD2"
-"63","NGFRAP1"
-"64","TSTD1"
-"65","PART1"
+"59","PART1"
+"60","SNRPN"
+"61","GDE1"
+"62","STEAP2"
+"63","PDE4B"
+"64","MALAT1"
+"65","ABHD2"
 "66","LCP1"
-"67","MEAF6"
-"68","SLC12A2"
+"67","RDH10"
+"68","ST6GAL1"
 "69","IL1R1"
-"70","MPC2"
-"71","SNRPN"
+"70","NDUFA4"
+"71","BRI3"
 "72","FRMD4B"
-"73","F11R"
-"74","ATP1A1"
-"75","SEMA4B"
-"76","AIM1"
-"77","MACF1"
-"78","ZFP36"
-"79","TGIF1"
-"80","ID1"
-"81","MALL"
-"82","CEACAM1"
-"83","BIRC3"
+"73","STAT3"
+"74","TMEM59"
+"75","SORD"
+"76","LMO7"
+"77","PNRC1"
+"78","EFNA1"
+"79","ARID5B"
+"80","TGIF1"
+"81","EMP1"
+"82","PHLDA2"
diff --git a/genesets/DEG_Leu.csv b/genesets/DEG_Leu.csv
index 7c708b6b817a9f7d21dd46e9cbff8f352036716f..cf7f4acee37be5785caf042c24ccd72ea6875dd4 100644
--- a/genesets/DEG_Leu.csv
+++ b/genesets/DEG_Leu.csv
@@ -1,134 +1,87 @@
 "","x"
-"1","C1QA"
-"2","TYROBP"
-"3","C1QB"
-"4","RGS1"
-"5","FCER1G"
-"6","LAPTM5"
-"7","CCL3"
-"8","EREG"
-"9","GPR183"
-"10","C1QC"
-"11","CST7"
-"12","RNASE6"
-"13","CXCR4"
-"14","SPI1"
-"15","CYTIP"
-"16","CCR7"
-"17","OLR1"
-"18","AIF1"
-"19","PTPRC"
-"20","IGSF6"
-"21","LST1"
-"22","MS4A6A"
-"23","MS4A7"
-"24","ALOX5AP"
-"25","EVI2B"
-"26","SAMSN1"
-"27","CD48"
-"28","LILRB4"
-"29","ITGAX"
-"30","C5AR1"
-"31","VSIG4"
-"32","CD37"
-"33","FCGR2A"
-"34","ST8SIA4"
-"35","ITGB2"
-"36","CD53"
-"37","CSF2RA"
-"38","MS4A4A"
-"39","PLA2G7"
-"40","FGL2"
-"41","CD14"
-"42","FAM26F"
-"43","LY96"
-"44","SERPINB9"
-"45","KYNU"
-"46","FAM49A"
-"47","LYZ"
-"48","ABCA1"
-"49","IFI30"
-"50","SLC16A10"
-"51","GPSM3"
-"52","APOC1"
-"53","SLC11A1"
-"54","TGFBI"
-"55","HLA-DMB"
-"56","CD83"
-"57","DOCK4"
-"58","PDE4DIP"
-"59","ARRB2"
-"60","RNF130"
-"61","PFKFB3"
-"62","NINJ1"
-"63","C1orf54"
-"64","ACP5"
-"65","VIM"
-"66","CARD16"
-"67","OGFRL1"
-"68","WIPF1"
-"69","MAFB"
-"70","NBN"
-"71","JARID2"
-"72","APOE"
-"73","TPP1"
-"74","SMAP2"
-"75","RGS2"
-"76","LGALS1"
-"77","UPP1"
-"78","STX11"
-"79","CD68"
-"80","PTPRE"
-"81","CTSD"
-"82","ARHGDIB"
-"83","RALA"
-"84","ZEB2"
-"85","ATP6V1F"
-"86","BTG1"
-"87","CTSL"
-"88","SLC2A3"
-"89","RHOG"
-"90","ASAH1"
-"91","THBS1"
-"92","GNA13"
-"93","RNASET2"
-"94","GPX1"
-"95","SLC16A3"
-"96","PSAP"
-"97","DDIT4"
-"98","SEC11A"
-"99","REL"
-"100","HLA-DMA"
-"101","ARL4C"
-"102","C6orf48"
-"103","GPR137B"
-"104","CREG1"
-"105","SDC2"
-"106","CYBA"
-"107","CTSS"
-"108","HIST3H2A"
-"109","FCGRT"
-"110","IL1R2"
-"111","CLEC2B"
-"112","HIF1A"
-"113","CTSB"
-"114","SLC44A1"
-"115","PID1"
-"116","SLC6A6"
-"117","CXCL3"
-"118","ID2"
-"119","GPX4"
-"120","CST3"
-"121","SGK1"
-"122","ARL6IP5"
-"123","SDCBP"
-"124","ATP13A3"
-"125","FAM49B"
-"126","CMTM6"
-"127","RGS10"
-"128","CARD19"
-"129","RIPK2"
-"130","RILPL2"
-"131","GRB2"
-"132","GSTO1"
-"133","AREG"
+"1","PLP1"
+"2","S100B"
+"3","C1QA"
+"4","TYROBP"
+"5","C1QB"
+"6","RGS1"
+"7","FGL2"
+"8","NRXN1"
+"9","SCN7A"
+"10","LAPTM5"
+"11","CDH19"
+"12","CADM2"
+"13","GPR183"
+"14","CHL1"
+"15","SPP1"
+"16","FCER1G"
+"17","ARHGAP24"
+"18","IL34"
+"19","FXYD1"
+"20","VIM"
+"21","VWA1"
+"22","LGI4"
+"23","PMP22"
+"24","SPARC"
+"25","LGALS1"
+"26","TMEM176A"
+"27","PRKCDBP"
+"28","GPM6B"
+"29","CAB39L"
+"30","ALDH1A1"
+"31","SEMA3B"
+"32","ZEB2"
+"33","RNF130"
+"34","CST3"
+"35","LAMA4"
+"36","NINJ1"
+"37","ANKRD28"
+"38","MTURN"
+"39","PSAP"
+"40","STMN1"
+"41","BPGM"
+"42","CTSD"
+"43","ATP6V1F"
+"44","ABL2"
+"45","NDRG2"
+"46","CTSL"
+"47","GPR137B"
+"48","HMGB2"
+"49","ITGB1BP1"
+"50","S100A4"
+"51","TSC22D3"
+"52","DKK3"
+"53","HTATIP2"
+"54","ARL6IP5"
+"55","ADD3"
+"56","EID1"
+"57","BTG1"
+"58","VAPA"
+"59","HLA-DMA"
+"60","FAM134B"
+"61","TBCB"
+"62","RARRES2"
+"63","GPX4"
+"64","IGFBP7"
+"65","SDC2"
+"66","SNX3"
+"67","VAMP2"
+"68","CLIC4"
+"69","ITGB8"
+"70","ARL2"
+"71","WSB1"
+"72","EMP2"
+"73","MARCKS"
+"74","PLA2G16"
+"75","COMT"
+"76","BNIP3L"
+"77","ID2"
+"78","FLOT1"
+"79","SERPING1"
+"80","SEC11A"
+"81","LMO4"
+"82","THBS1"
+"83","CD44"
+"84","VAMP5"
+"85","VGLL4"
+"86","LAMP2"
diff --git a/genesets/DEG_NE.csv b/genesets/DEG_NE.csv
index 0c7b4312ec9b6b460a8eb0aa1ac5fc7a34ee7c04..cde85c1be32dcaba03380c6557b96dd06a2d12b9 100644
--- a/genesets/DEG_NE.csv
+++ b/genesets/DEG_NE.csv
@@ -8,103 +8,105 @@
 "7","TPH1"
 "8","CALCA"
 "9","PHGR1"
-"10","KLK12"
-"11","RGS4"
-"12","SCG3"
-"13","JAKMIP2"
-"14","HEPACAM2"
+"10","RGS4"
+"11","SCG3"
+"12","JAKMIP2"
+"13","HEPACAM2"
+"14","MAOB"
 "15","ERICH3"
-"16","MAOB"
-"17","SLC18A1"
-"18","NELL2"
-"19","RIMBP2"
+"16","SLC18A1"
+"17","NELL2"
+"18","RIMBP2"
+"19","KLK12"
 "20","NKAIN2"
 "21","NELL1"
 "22","FIBCD1"
-"23","AC013463.2"
+"23","LECT1"
 "24","TAGLN3"
-"25","SCGN"
+"25","AC013463.2"
 "26","SYP"
-"27","SLC38A11"
-"28","TMEM176B"
-"29","CACNA1A"
+"27","CACNA1A"
+"28","SLC38A11"
+"29","SCGN"
 "30","OVOS2"
 "31","ESPN"
 "32","CHGB"
-"33","PRUNE2"
-"34","UCHL1"
+"33","UCHL1"
+"34","BEX1"
 "35","AC034243.1"
-"36","BEX1"
+"36","PCSK1N"
 "37","PLEKHB1"
-"38","TMEM178A"
-"39","C1QTNF4"
-"40","SYT1"
-"41","PCSK1N"
-"42","RAB17"
-"43","VIPR1"
-"44","TUBB2B"
-"45","THSD7A"
-"46","DNAJC12"
-"47","NME7"
-"48","DNER"
-"49","MYEF2"
-"50","SPATA6"
-"51","LINC01089"
-"52","C3orf14"
-"53","ATP6V0E2"
-"54","C4orf48"
-"55","KANSL1L"
-"56","RP11-489E7.4"
-"57","IGFBP5"
-"58","TET2"
-"59","SMOC2"
-"60","MAP9"
-"61","TFF3"
-"62","IZUMO4"
-"63","C11orf49"
-"64","PKIB"
-"65","DMAP1"
-"66","SPG11"
-"67","TTC32"
-"68","RP11-423H2.3"
-"69","ITPR2"
-"70","QPCT"
-"71","CEP164"
-"72","N4BP2"
-"73","NUDT16L1"
-"74","RNF167"
-"75","TP53BP1"
-"76","U2AF1L4"
-"77","NAAA"
-"78","EZH1"
-"79","CCDC53"
-"80","RP5-1042K10.10"
-"81","QDPR"
-"82","ABHD14A"
-"83","COG3"
-"84","PLS1"
-"85","GUF1"
-"86","PTPN4"
-"87","ARRDC4"
-"88","DAPL1"
-"89","C22orf39"
-"90","ATPIF1"
-"91","SEC22C"
-"92","MAGED1"
-"93","FLCN"
-"94","TMEM199"
-"95","MAP1B"
-"96","ZSWIM7"
-"97","ABL2"
-"98","C1orf132"
-"99","RHBDD2"
-"100","TMED4"
-"101","IL20RA"
-"102","CYB5B"
-"103","GADD45G"
-"104","ECD"
-"105","ZNF428"
-"106","RASD1"
-"107","PNKD"
-"108","DCTN3"
-"109","ZBTB20"
+"38","C1QTNF4"
+"39","HOXA11"
+"40","PRUNE2"
+"41","TMEM178A"
+"42","DNAJC12"
+"43","TUBB2B"
+"44","RAB17"
+"45","KRT80"
+"46","THSD7A"
+"47","SYT1"
+"48","VIPR1"
+"49","RP11-481J2.4"
+"50","NME7"
+"51","PEG10"
+"52","DNER"
+"53","SPATA6"
+"54","MYEF2"
+"55","CHIC1"
+"56","LINC01089"
+"57","C3orf14"
+"58","KANSL1L"
+"59","RP11-489E7.4"
+"60","C4orf48"
+"61","IFT88"
+"62","PRKCE"
+"63","IGFBP5"
+"64","TET2"
+"65","ATP6V0E2"
+"66","FRMD4A"
+"67","SMOC2"
+"68","MAP9"
+"69","IZUMO4"
+"70","TFF3"
+"71","C11orf49"
+"72","PGPEP1"
+"73","DMAP1"
+"74","ZNF428"
+"75","PKIB"
+"76","ZBTB20"
+"77","TTC32"
+"78","SPG11"
+"79","QPCT"
+"80","ITPR2"
+"81","CEP164"
+"82","RHBDD2"
+"83","RP11-423H2.3"
+"84","ATPIF1"
+"85","TFIP11"
+"86","N4BP2"
+"87","RNF167"
+"88","TP53BP1"
+"89","U2AF1L4"
+"90","AP1S1"
+"91","MOSPD1"
+"92","EZH1"
+"93","NUDT16L1"
+"94","RP5-1042K10.10"
+"95","CCDC53"
+"96","SNAP29"
+"97","FAM174A"
+"98","FRG1"
+"99","ZNF451"
+"100","PLS1"
+"101","NAAA"
+"102","GUF1"
+"103","COG3"
+"104","PTPN4"
+"105","ABHD14A"
+"106","DAPL1"
+"107","ARRDC4"
+"108","QDPR"
+"109","GATA2"
+"110","C22orf39"
+"111","APOA1BP"
diff --git a/genesets/DEG_OE1.csv b/genesets/DEG_OE1.csv
index bbf40453189d14091d4cc41611349fe49e0bc20e..0be9f109cabaa453233ed921115e01be2a320868 100644
--- a/genesets/DEG_OE1.csv
+++ b/genesets/DEG_OE1.csv
@@ -3,51 +3,51 @@
 "2","LCN2"
 "3","PIGR"
 "4","OLFM4"
-"5","FCGBP"
-"6","LTF"
-"7","GDF15"
-"8","WFDC2"
-"9","FAM3D"
-"10","SLPI"
+"5","SLPI"
+"6","FCGBP"
+"7","WFDC2"
+"8","LTF"
+"9","GDF15"
+"10","FAM3D"
 "11","PI3"
 "12","DUOXA2"
-"13","MMP7"
-"14","CXCL17"
-"15","SERPINB3"
-"16","CXCL6"
-"17","ZG16B"
-"18","ANKRD36C"
-"19","GLUL"
-"20","RHOV"
+"13","C15orf48"
+"14","MMP7"
+"15","CXCL17"
+"16","SERPINB3"
+"17","CXCL6"
+"18","GLUL"
+"19","ANKRD36C"
+"20","ZG16B"
 "21","DUSP5"
-"22","CRABP2"
-"23","ADGRF1"
-"24","CEACAM6"
+"22","RHOV"
+"23","CRABP2"
+"24","ADGRF1"
 "25","ATP1B1"
-"26","ASS1"
-"27","TMEM45B"
-"28","S100A6"
-"29","TSPAN1"
+"26","CEACAM6"
+"27","S100A6"
+"28","ASS1"
+"29","TMEM45B"
 "30","CP"
-"31","ELF3"
-"32","BIK"
-"33","PDZK1IP1"
+"31","PDZK1IP1"
+"32","TSPAN1"
+"33","BIK"
 "34","RARRES3"
-"35","VSIG2"
+"35","ELF3"
 "36","AGR3"
-"37","FOXO3"
+"37","VSIG2"
 "38","SRD5A3"
 "39","CEACAM5"
-"40","LINC01207"
-"41","RNF39"
-"42","HIGD1A"
-"43","CYP3A5"
-"44","TSPAN13"
-"45","HIST1H2BC"
-"46","CCL28"
-"47","HIST1H2AC"
-"48","RAB11FIP1"
-"49","TMEM165"
-"50","ANXA1"
-"51","HIST1H1C"
-"52","ZFP36L1"
+"40","RNF39"
+"41","FOXO3"
+"42","CCL28"
+"43","HIST1H2AC"
+"44","HIGD1A"
+"45","RAB11FIP1"
+"46","CYP3A5"
+"47","TSPAN13"
+"48","LINC01207"
+"49","HIST1H2BC"
+"50","TMEM165"
+"51","ZFP36L1"
+"52","HIST1H1C"
diff --git a/genesets/DEG_OE2.csv b/genesets/DEG_OE2.csv
index 200739e61e70a963048d47edc52fa41adb91009c..d459780e5deb421ff62eea8a870a0180a0b4542b 100644
--- a/genesets/DEG_OE2.csv
+++ b/genesets/DEG_OE2.csv
@@ -7,12 +7,12 @@
 "6","FABP5"
 "7","KRT13"
 "8","SDCBP2"
-"9","KIAA1551"
-"10","UBR4"
-"11","HSPA1B"
-"12","SDC1"
+"9","UBR4"
+"10","KIAA1551"
+"11","SDC1"
+"12","HECTD1"
 "13","IL1RN"
-"14","HECTD1"
+"14","AKR1C3"
 "15","LYPD3"
-"16","AKR1C3"
+"16","HSPA1B"
 "17","HSPA1A"
diff --git a/genesets/DEG_SM.csv b/genesets/DEG_SM.csv
index 495d45ad6f651a6f97c8753210f1d2ce4fbbdd4d..4801f6b9d5ec0dbdec93ff3875d8c5ede4ac8e58 100644
--- a/genesets/DEG_SM.csv
+++ b/genesets/DEG_SM.csv
@@ -7,46 +7,44 @@
 "6","EPAS1"
 "7","ADAMTS4"
 "8","IFITM3"
-"9","TINAGL1"
-"10","ADRA2A"
-"11","STEAP4"
-"12","IFITM2"
-"13","MT1A"
-"14","NGF"
-"15","ACTA2"
-"16","MCAM"
-"17","PDK4"
-"18","KCNE4"
+"9","GAPDH"
+"10","TINAGL1"
+"11","ADRA2A"
+"12","STEAP4"
+"13","IFITM2"
+"14","MT1A"
+"15","NGF"
+"16","ACTA2"
+"17","MCAM"
+"18","PDK4"
 "19","MTHFD2"
-"20","CRISPLD2"
-"21","FOXC2"
-"22","ADAMTS1"
-"23","PROCR"
-"24","HES4"
-"25","SYNPO2"
+"20","KCNE4"
+"21","PROCR"
+"22","FOXC2"
+"23","CRISPLD2"
+"24","ADAMTS1"
+"25","PPP1R14A"
 "26","PDGFRB"
-"27","TIMP3"
-"28","PPP1R14A"
-"29","TPM1"
-"30","COL4A1"
-"31","RGS16"
-"32","PI15"
-"33","MYLK"
-"34","LPP"
-"35","CDKN1A"
+"27","HES4"
+"28","TIMP3"
+"29","SYNPO2"
+"30","TPM1"
+"31","COL4A1"
+"32","LPP"
+"33","PI15"
+"34","RGS16"
+"35","MYLK"
 "36","ZBTB38"
-"37","SLC25A4"
+"37","CDKN1A"
 "38","CTSC"
-"39","ISG15"
-"40","HIPK2"
-"41","NDUFS2"
+"39","SLC25A4"
+"40","ISG15"
+"41","HIPK2"
 "42","C2orf40"
-"43","HES1"
-"44","HSPB1"
-"45","NR2F2"
-"46","ZFHX3"
-"47","ZNF503"
-"48","C8orf4"
-"49","KLF6"
-"50","SNAI2"
-"51","RHOB"
+"43","NDUFS2"
+"44","HES1"
+"45","HSPB1"
+"46","NR2F2"
+"47","ACTB"
+"48","ZNF503"
+"49","RHOB"
diff --git a/genesets/DEG_St.csv b/genesets/DEG_St.csv
index 2796b28a09d741b0c53c0f5a185d1236f29ae2c0..59bdf2b2f3ef80b1e9e6903cd83deceaa9ffd8ac 100644
--- a/genesets/DEG_St.csv
+++ b/genesets/DEG_St.csv
@@ -4,109 +4,119 @@
 "3","SPARCL1"
 "4","VIM"
 "5","IGFBP5"
-"6","CSF3"
-"7","TIMP1"
-"8","LGALS1"
-"9","STC1"
-"10","GEM"
-"11","CRYAB"
-"12","PLPP3"
+"6","TIMP1"
+"7","GEM"
+"8","CSF3"
+"9","LGALS1"
+"10","IGFBP6"
+"11","PLPP3"
+"12","CRYAB"
 "13","SERPINE1"
-"14","IGFBP6"
+"14","C1S"
 "15","TFPI"
-"16","C1S"
-"17","CREM"
-"18","C1R"
-"19","APOE"
+"16","CREM"
+"17","C1R"
+"18","APOE"
+"19","IER3"
 "20","AKAP12"
-"21","IER3"
-"22","PMP22"
-"23","SRGN"
-"24","COL6A2"
-"25","SERPING1"
-"26","CTSL"
-"27","SPARC"
+"21","COL6A2"
+"22","MEG3"
+"23","SERPING1"
+"24","PMP22"
+"25","CTSL"
+"26","GSN"
+"27","PHLDA1"
 "28","BNIP3L"
-"29","MT2A"
-"30","PHLDA1"
-"31","S100A4"
-"32","EDNRB"
+"29","SRGN"
+"30","SPARC"
+"31","MT2A"
+"32","S100A4"
 "33","IGFBP4"
-"34","ADAMTS9"
-"35","ICAM1"
-"36","GNG11"
-"37","MAP1B"
-"38","PRRX1"
-"39","LIF"
-"40","SELM"
+"34","EDNRB"
+"35","PRRX1"
+"36","ICAM1"
+"37","LIF"
+"38","AKR1C1"
+"39","SOD3"
+"40","GNG11"
 "41","ID2"
-"42","TCF4"
-"43","AKR1C1"
+"42","MAP1B"
+"43","TPM2"
 "44","MFGE8"
-"45","SOD3"
-"46","BGN"
-"47","HLA-DRB1"
-"48","TPM2"
-"49","PKIG"
-"50","GSTO1"
-"51","COL6A1"
-"52","UBB"
-"53","CEBPB"
-"54","VASN"
-"55","SDC2"
-"56","SLC2A3"
-"57","PTPN1"
-"58","LAPTM4A"
-"59","NFKBIA"
-"60","FTL"
-"61","NR4A1"
-"62","PLIN2"
-"63","NR4A2"
-"64","GPX3"
-"65","LIMS1"
-"66","DDIT4"
-"67","BTG1"
-"68","CSRP2"
-"69","FGFR1"
+"45","SELM"
+"46","ADAMTS9"
+"47","BGN"
+"48","SERPINF1"
+"49","CEBPB"
+"50","COL6A1"
+"51","LMCD1"
+"52","GSTO1"
+"53","NFKBIA"
+"54","SDC2"
+"55","VASN"
+"56","PTPN1"
+"57","SLC2A3"
+"58","DDIT4"
+"59","LAPTM4A"
+"60","C8orf4"
+"61","NR4A2"
+"62","PKIG"
+"63","UBB"
+"64","NR4A1"
+"65","PLIN2"
+"66","BTG1"
+"67","GPX3"
+"68","FGFR1"
+"69","LIMS1"
 "70","PCOLCE"
 "71","AEBP1"
-"72","RHOQ"
-"73","GLA"
-"74","CST3"
-"75","EIF1B"
+"72","CSRP2"
+"73","RHOQ"
+"74","EIF1B"
+"75","CST3"
 "76","FXYD6"
-"77","PNPLA8"
-"78","PRKAR1A"
-"79","WBP5"
-"80","ARID5B"
-"81","SLC39A14"
-"82","NDRG1"
-"83","NRP2"
-"84","LMO4"
-"85","KLF9"
-"86","MAFG"
-"87","AHCYL1"
-"88","RARRES2"
-"89","THBS1"
-"90","OAT"
-"91","ANKRD28"
-"92","GLIS3"
-"93","IL32"
-"94","NINJ1"
-"95","ARID5A"
-"96","CFH"
-"97","TBX3"
+"77","GLA"
+"78","ARID5B"
+"79","PNPLA8"
+"80","LMO4"
+"81","RARRES2"
+"82","SLC39A14"
+"83","PRKAR1A"
+"84","AHCYL1"
+"85","THBS1"
+"86","WBP5"
+"87","OAT"
+"88","IL32"
+"89","KLF9"
+"90","TBX3"
+"91","CFH"
+"92","ZEB2"
+"93","NINJ1"
+"94","GLIS3"
+"95","GABARAPL1"
+"96","TIMP2"
+"97","GPM6B"
 "98","BST2"
-"99","GABARAPL1"
-"100","SERPINH1"
-"101","INSIG1"
-"102","PTP4A1"
-"103","ID3"
-"104","SERPINF1"
-"105","GADD45B"
-"106","ZFP36"
-"107","CXCL3"
-"108","TFPI2"
-"109","TM4SF1"
-"110","HSPA1A"
-"111","DUSP1"
+"99","FTL"
+"100","PRNP"
+"101","ARID5A"
+"102","MAFG"
+"103","PNRC1"
+"104","ANKRD28"
+"105","ERN1"
+"106","COL4A2"
+"107","MGLL"
+"108","CALU"
+"109","LDHA"
+"110","INSIG1"
+"111","PTP4A1"
+"112","ID3"
+"113","GADD45B"
+"114","JUNB"
+"115","CALD1"
+"116","TFPI2"
+"117","ZFP36"
+"118","DUSP1"
+"119","HSPA1A"
+"120","TM4SF1"
+"121","MYL9"
diff --git a/genesets/DWS.scNE.txt b/genesets/DWS.scNE.txt
index 78f2c8272428a40f5bdc4bacc7cb7c85ffb53b63..90acb353ca7075bd558db5401211aa0ef81d0e77 100644
--- a/genesets/DWS.scNE.txt
+++ b/genesets/DWS.scNE.txt
@@ -7,106 +7,110 @@ LY6H
 TPH1
 CALCA
 PHGR1
-KLK12
 RGS4
 SCG3
 JAKMIP2
 HEPACAM2
-ERICH3
 MAOB
+ERICH3
 SLC18A1
 NELL2
 RIMBP2
+KLK12
 NKAIN2
 NELL1
 FIBCD1
-AC013463.2
+LECT1
 TAGLN3
-SCGN
+AC013463.2
 SYP
+CACNA1A
 SLC38A11
+SCGN
 TMEM176B
-CACNA1A
 OVOS2
 ESPN
 TPPP3
 CHGB
-PRUNE2
 UCHL1
-AC034243.1
 BEX1
+AC034243.1
+PCSK1N
 PLEKHB1
-TMEM178A
 C1QTNF4
-SYT1
-PCSK1N
-RAB17
-VIPR1
+HOXA11
+PRUNE2
+TMEM178A
+DNAJC12
 TUBB2B
+RAB17
+KRT80
 THSD7A
-DNAJC12
+SYT1
+VIPR1
+RP11-481J2.4
 NME7
+PEG10
 DNER
-MYEF2
 SPATA6
+MYEF2
+CHIC1
 LINC01089
 C3orf14
-ATP6V0E2
-C4orf48
 KANSL1L
 RP11-489E7.4
+C4orf48
+IFT88
+PRKCE
 IGFBP5
 TET2
+ATP6V0E2
+FRMD4A
 SMOC2
 MAP9
-TFF3
 IZUMO4
+TFF3
 C11orf49
-PKIB
+PGPEP1
 DMAP1
-SPG11
+ZNF428
+PKIB
+ZBTB20
 TTC32
-RP11-423H2.3
-ITPR2
+SPG11
 QPCT
+ITPR2
 CEP164
+RHBDD2
+RP11-423H2.3
+ATPIF1
+TFIP11
 N4BP2
-NUDT16L1
 RNF167
-SPOCK1
 TP53BP1
 U2AF1L4
-NAAA
+AP1S1
+MOSPD1
 EZH1
-CCDC53
+NUDT16L1
 RP5-1042K10.10
-QDPR
-ABHD14A
-COG3
+CCDC53
+SNAP29
+FAM174A
+SPOCK1
+FRG1
+ZNF451
 PLS1
+MT1F
+NAAA
 GUF1
+COG3
 PTPN4
-ARRDC4
+ABHD14A
 DAPL1
-C22orf39
-ATPIF1
-SEC22C
-MAGED1
-FLCN
-TMEM199
+ARRDC4
+QDPR
 MAP1B
-ZSWIM7
-ABL2
-C1orf132
-RHBDD2
-TCF4
-TMED4
-IL20RA
-CYB5B
-GADD45G
-ECD
-ZNF428
-RASD1
-PNKD
-DCTN3
-ZBTB20
+GATA2
+C22orf39
+APOA1BP
diff --git a/genesets/DWS.scStress.txt b/genesets/DWS.scStress.txt
index f1602d7f88da2db1bbf5c9af5fe1eb264fb90547..782a5f8126b901440360f5a722d2697717237ebe 100644
--- a/genesets/DWS.scStress.txt
+++ b/genesets/DWS.scStress.txt
@@ -1,27 +1,12 @@
 JUN
-GADD45B
 EGR1
 FOS
+GADD45B
 ATF3
 HES1
-JUNB
 IER2
+JUNB
 ZFP36
 NR4A1
 DDIT3
-ID1
 NFKBIA
-FOSB
-PPP1R15A
-KLF10
-KLF6
-NCOA7
-RHOB
-DUSP1
-ID3
-DNAJB1
-BTG2
-IER3
-HSPA1A
-IRF1
-GADD45G