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Center for Computational Systems Medicine
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Dataset summary

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Drug summary

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Umap of single cell types and conditions (resistant and sensitive)

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Comparison of cell composition between the resistant and sensitive groups (This dataset does not contain this module)

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Comparison of intra-tumor heterogeneity (ITH) and epithelial-mesenchymal transition (EMT) scores of malignant cells between the resistant and sensitive groups

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Difference of cell-cell interactions between the resistant and sensitive groups (This dataset does not contain this module)

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Differentially expressed genes (DEGs) between the resistant and sensitive groups for each cell type

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Mechanism analysis of drug resistance-related DEGs for each cell type in the pre-treatment samples (This dataset does not contain this module)

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Mechanism analysis of drug resistance-related DEGs for each cell type in the post-treatment samples (This dataset does not contain this module)

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Mechanism analysis of drug resistance-related DEGs for each cell type in one patient or cell lines

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MicroRNAs (miRNAs) regulating drug resistance-related DEGs for Malignant cells

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Motifs and transcription factors (TFs) regulating drug resistance-related DEGs for each cell type

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Differentially expressed genes act as transcription factors

Dataset: GSE164897_VemCob

Dataset summary for GSE164897_VemCob

Datast informationDatasetGSE164897_VemCob
PMID34591417
Raw data ID/linkPRJNA692421
OrganismHomo sapiens
SourceA375 cell line
TissueCell line
Cancer type level1Melanoma
Cancer type level2BRAFV600E-mutant melanoma
Regimenvemurafenib + combimetinib
Drug typeTargeted therapy
Sample sizeresistant 1, sensitive 1
Cell number14851
Extract protocol10x genomics
Data processingCellRanger
Public datePublic on Jan 16, 2021
DescriptionThis dataset has 1 cell line with a sensitive pre-treatment sample and a resistant post-treatment sample.

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Drug summary for GSE164897_VemCob

Drug nameDrugBank IDDrug typeTargets nameTargets uniprot ID
"Vemurafenib"

DB08881

small moleculeBRAFP15056
"combimetinib" is not included in the drug list.

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Umap of single cell types and conditions (resistant and sensitive)

check buttonUmap of cell types and conditions (resistant and sensitive). If this dataset has both pre-treatment and post-treatment samples, the cell types were annotated together. If this dataset is a cell line dataset, the UMAP of cell clusters and the cell ratio of drug-resistant and sensitive groups within each cluster will also be shown. (If the image exists, the user can click on it to enlarge it in a new window.)
Umap of cell typesboxplotUmap of conditionsboxplot
Umap of cell clustersboxplotCell ratio of drug-resistant and sensitive groups within each clusterboxplot

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Comparison of cell composition between the resistant and sensitive groups

check buttonIn the pre-treatment samples, the cell composition of the resistant and sensitive groups were compared.
* represents significant difference.
(If the image exists, the user can click on it to enlarge it in a new window.)

check buttonIn the post-treatment samples, the cell composition of the resistant and sensitive groups were compared.
* represents significant difference.
(If the image exists, the user can click on it to enlarge it in a new window.)

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Comparison of ITH and EMT scores of malignant cells between the resistant and sensitive groups

check buttonComparison of ITH (intra-tumoral heterogeneity) and EMT (epithelial-mesenchymal transition) scores of malignant cells between the resistant and sensitive groups. ITH represents intratumoral heterogeneity, EMT represents epithelial mesenchymal transition, pre represents pre-treatment, post represents post-treatment, post2 represents longer post-treatment. (If the image exists, the user can click on it to enlarge it in a new window.)
Comparison of ITH scoresboxplotComparison of EMT scoresboxplot

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Difference of cell-cell interactions between the resistant and sensitive groups

check buttonIn the pre-treatment samples, the difference in cell-cell interactions between the resistant and sensitive groups was compared. The numbers indicate the count of cell-cell interactions that were either higher or lower in the resistant group compared to the sensitive group. The dot plots of significant ligand-receptor pairs in the resistant group and sensitive group are subsequently displayed. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)

check buttonIn the post-treatment samples, the difference in cell-cell interactions between the resistant and sensitive groups was compared. The numbers indicate the count of cell-cell interactions that were either higher or lower in the resistant group compared to the sensitive group. The dot plots of significant ligand-receptor pairs in the resistant group and sensitive group are subsequently displayed. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)

check buttonThis dataset only has one patient or is a cell line dataset, the resistant sample is the post-treatment sample and the sensitive sample is the pre-treatment sample. The difference in cell-cell interactions between the resistant and sensitive groups was compared. The numbers indicate the count of cell-cell interactions that were either higher or lower in the resistant group compared to the sensitive group. The dot plots of significant ligand-receptor pairs in the resistant group and sensitive group are subsequently displayed. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)

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Differentially expressed genes (DEGs) between the resistant and sensitive groups for each cell type

check buttonIn the pre-treatment samples, the differentially expressed genes (|avg_log2FC|>0.25 & p_val_adj<0.05) between the resistant and sensitive groups for each cell type.

check buttonIn the post-treatment samples, the differentially expressed genes (|avg_log2FC|>0.25 & p_val_adj<0.05) between the resistant and sensitive groups for each cell type.

check buttonThis dataset only has one patient or is a cell line dataset, the resistant sample is the post-treatment sample and the sensitive sample is the pre-treatment sample. The following are differentially expressed genes (|avg_log2FC|>0.25 & p_val_adj<0.05) between the resistant and sensitive groups for each cell type.
Gene symbolGene idavg_log2FCp_valp_val_adjpct.1pct.2Cell typeTimepoint

NOC2L

ENSG00000188976-0.6042820.00e+000.00e+000.0880.524Malignant cellsNA

PPP1R15A

ENSG00000087074-0.6043150.00e+000.00e+000.0410.413Malignant cellsNA

NPM1

ENSG00000181163-0.6052660.00e+000.00e+000.9971Malignant cellsNA

TIMM17B

ENSG00000126768-0.6064420.00e+000.00e+000.1440.58Malignant cellsNA

CDK4

ENSG00000135446-0.6065760.00e+000.00e+000.490.838Malignant cellsNA

SSNA1

ENSG00000176101-0.6081590.00e+000.00e+000.1230.566Malignant cellsNA

JOSD2

ENSG00000161677-0.6089680.00e+000.00e+000.0480.488Malignant cellsNA

HNRNPDL

ENSG00000152795-0.6091850.00e+000.00e+000.5680.847Malignant cellsNA

KCNG1

ENSG00000026559-0.6098170.00e+000.00e+000.0060.415Malignant cellsNA

TMEM160

ENSG00000130748-0.6098670.00e+000.00e+000.0410.47Malignant cellsNA

EIF3D

ENSG00000100353-0.6107360.00e+000.00e+000.3020.741Malignant cellsNA

RNH1

ENSG00000276230-0.6108750.00e+000.00e+000.0880.529Malignant cellsNA

UBL7

ENSG00000288408-0.6112390.00e+000.00e+000.0470.484Malignant cellsNA

PCBP4

ENSG00000090097-0.6115820.00e+000.00e+000.1190.564Malignant cellsNA

VKORC1

ENSG00000167397-0.6122180.00e+000.00e+000.3020.736Malignant cellsNA

ERBB3

ENSG00000065361-0.6123880.00e+000.00e+000.0010.385Malignant cellsNA

AUP1

ENSG00000115307-0.6143790.00e+000.00e+000.1930.631Malignant cellsNA

LYPLA2

ENSG00000011009-0.6167110.00e+000.00e+000.0780.525Malignant cellsNA

SIGIRR

ENSG00000185187-0.6188240.00e+000.00e+000.0180.447Malignant cellsNA

TCEA1

ENSG00000187735-0.6200080.00e+000.00e+000.160.577Malignant cellsNA

MRPS16

ENSG00000182180-0.620560.00e+000.00e+000.2670.719Malignant cellsNA

CCNI

ENSG00000118816-0.6215360.00e+000.00e+000.4570.841Malignant cellsNA

PYCR1

ENSG00000183010-0.6216940.00e+000.00e+000.0540.477Malignant cellsNA

SHMT2

ENSG00000182199-0.6231330.00e+000.00e+000.2420.662Malignant cellsNA

MLST8

ENSG00000167965-0.6233340.00e+000.00e+000.0220.464Malignant cellsNA

MRPS6

ENSG00000243927-0.6249750.00e+000.00e+000.0750.44Malignant cellsNA

TXNL1

ENSG00000091164-0.6254150.00e+000.00e+000.1090.56Malignant cellsNA

SMAGP

ENSG00000170545-0.6254330.00e+000.00e+000.0690.499Malignant cellsNA

HNRNPM

ENSG00000099783-0.6265770.00e+000.00e+000.2210.67Malignant cellsNA

GARS1

ENSG00000106105-0.6266550.00e+000.00e+000.2030.625Malignant cellsNA

DCPS

ENSG00000110063-0.6279270.00e+000.00e+000.0510.482Malignant cellsNA

ARPC5L

ENSG00000136950-0.6286350.00e+000.00e+000.1420.591Malignant cellsNA

TGFA

ENSG00000163235-0.6286410.00e+000.00e+000.0240.421Malignant cellsNA

TIMM50

ENSG00000105197-0.6291340.00e+000.00e+000.0790.522Malignant cellsNA

BAX

ENSG00000087088-0.629940.00e+000.00e+000.1320.542Malignant cellsNA

WDR45

ENSG00000196998-0.6301650.00e+000.00e+000.1140.573Malignant cellsNA

RAB5C

ENSG00000108774-0.6315010.00e+000.00e+000.1910.651Malignant cellsNA

DDA1

ENSG00000130311-0.6324820.00e+000.00e+000.1010.56Malignant cellsNA

RAD23A

ENSG00000179262-0.6341820.00e+000.00e+000.3760.799Malignant cellsNA

ARPC2

ENSG00000163466-0.6347040.00e+000.00e+000.6240.897Malignant cellsNA

TECR

ENSG00000099797-0.6370270.00e+000.00e+000.2440.691Malignant cellsNA

ALKBH7

ENSG00000125652-0.6387530.00e+000.00e+000.0240.471Malignant cellsNA

NDUFV1

ENSG00000167792-0.6390570.00e+000.00e+000.0540.507Malignant cellsNA

HBE1

ENSG00000213931-0.6390810.00e+000.00e+000.030.372Malignant cellsNA

PHLDA1

ENSG00000139289-0.6401110.00e+000.00e+000.5160.824Malignant cellsNA

LGALS3

ENSG00000131981-0.6401450.00e+000.00e+000.0710.508Malignant cellsNA

ACTG1

ENSG00000184009-0.6413020.00e+000.00e+000.9910.999Malignant cellsNA

SMDT1

ENSG00000274112-0.6421320.00e+000.00e+000.0630.534Malignant cellsNA

JAGN1

ENSG00000171135-0.6426580.00e+000.00e+000.0840.554Malignant cellsNA

ZNF706

ENSG00000120963-0.6427260.00e+000.00e+000.3120.758Malignant cellsNA
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Mechanism analysis of drug resistance-related DEGs for each cell type in the pre-treatment samples

check buttonEnrichment results for 5 known drug-resistant mechanisms in malignant cells and 1 known mechanism in TME cells.The "Signature" column represents the differentially expressed genes (DEGs) used for enrichment. The "Geneset" column represents the genes included in this mechanism. The "Overlap" column represents the number of genes in the "Geneset" that are enriched in the "Signature". The "Enriched Genes" column represents the genes in the "Geneset" that are enriched in the "Signature". (If the image exists, the user can click on it to enlarge it in a new window.)

check buttonHallmark, KEGG and GOBP enrichment results for up-regulated genes in resistant group of pre-treatment samples. Only show the top 50 pathways with fdr<0.05. If certain cell types are not displayed, it means that there are no significant pathways based on DEGs in those cell types. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)

check buttonHallmark, KEGG and GOBP enrichment results for down-regulated genes in resistant group of pre-treatment samples. Only show the top 50 pathways with fdr<0.05. If certain cell types are not displayed, it means that there are no significant pathways based on DEGs in those cell types. (If the image exists, the user can click on it to enlarge it in a new window.Complete files can be downloaded from the download section.)

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Mechanism analysis of drug resistance-related DEGs for each cell type in the post-treatment samples

check buttonEnrichment results for 5 known drug resistance mechanisms in malignant cells and 1 known mechanism in TME cells.The "Signature" column represents the differentially expressed genes (DEGs) used for enrichment. The "Geneset" column represents the genes included in this mechanism. The "Overlap" column represents the number of genes in the "Geneset" that are enriched in the "Signature". The "Enriched Genes" column represents the genes in the "Geneset" that are enriched in the "Signature". (If the image exists, the user can click on it to enlarge it in a new window.)

check buttonHallmark, KEGG and GOBP enrichment results for up-regulated genes in resistant group of post-treatment samples. Only show the top 50 pathways with fdr<0.05. If certain cell types are not displayed, it means that there are no significant pathways based on DEGs in those cell types. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)

check buttonHallmark, KEGG and GOBP enrichment results for down-regulated genes in resistant group of post-treatment samples. Only show the top 50 pathways with fdr<0.05. If certain cell types are not displayed, it means that there are no significant pathways based on DEGs in those cell types. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)

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Mechanism analysis of drug resistance-related DEGs for each cell type in one patient or cell lines

check buttonThis dataset only has one patient or is a cell line dataset, the resistant sample is the post-treatment sample and the sensitive sample is the pre-treatment sample. Enrichment results for 5 known drug resistance mechanisms in malignant cells and 1 known mechanism in TME cells are shown here.The "Signature" column represents the differentially expressed genes (DEGs) used for enrichment. The "Geneset" column represents the genes included in this mechanism. The "Overlap" column represents the number of genes in the "Geneset" that are enriched in the "Signature". The "Enriched Genes" column represents the genes in the "Geneset" that are enriched in the "Signature". (If the image exists, the user can click on it to enlarge it in a new window.)
Enrichment results for 5 known drug resistance mechanisms in malignant cells
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MechnismPvalFDRSignatureGenesetOverlapBackgroundCell typeEnriched Genes
Unusual Activation of Pro-survival Pathway2.90e-071.50e-0617337819723467Malignant cellsAURKA,BAX,BRCA1,CDCP1,CDK4,COL3A1,CTNNB1,DCTD,DNMT1,GSTP1,HMGA1,HMGB1,ID1,IRS1,PKM,MCL1,MAP1LC3B,NFE2L2,NFKB1,PARP1,RPS6,S100A4,SHC1,ST3GAL4,SOX4,PBK,YWHAZ,AAMDC,SLC25A5,ATG3,BAD,BAG1,BID,HSPA5,BRD4,BTG1,CCNB1,CDK1,CCND1,CD44,DDIT3,DKK1,EGR1,ERCC1,ERRFI1,FIS1,FOXM1,FTL,FUS,GAPDH,HDAC3,HMGB2,HSPA8,HSPB1,IL24,CXCL8,NKIRAS2,LDHA,MTDH,MGMT,SPP1,PABPC1,PGK1,AGPAT2,POMP,PRKDC,PSMB5,PSMG2,PTPN12,RAC1,RAP1B,ERBB3,HNRNPA1,RSF1,S100A11,SDHB,SMC4,SMUG1,SOX10,TPT1,TFAM,TGFA,TMED3,TMEM54,TOP1,WNT5A,YEATS4,MAGEA4,CALR,NPM1,EIF4EBP1,MDK,RCN1,PMVK,EBP,TRIB3,BIRC2
Drug Inactivation by Structure Modification3.20e-018.00e-01173327323467Malignant cellsGSTP1,GSS,NME1
Aberration of the Drug's Therapeutic Target6.60e-019.60e-01173390623467Malignant cellsBRCA1,CDK4,NPM1,COMT,AKR1B1,TOP2A
Irregularity in Drug Uptake and Drug Efflux7.70e-019.60e-01173337223467Malignant cellsSLC3A2,SLC7A5
Epigenetic Alteration of DNA, RNA or Protein1.00e+001.00e+0017334551423467Malignant cellsDNMT1,IRS1,LMNA,TRIP6,PMAIP1,GAPDH,CXCL8,SMC4,TIMP1,CYTOR,MALAT1,GIHCG,GDI2,PPP1R15A


check buttonHallmark, KEGG and GOBP enrichment results for up-regulated genes in resistant group. Only show the top 50 pathways with fdr<0.05. If certain cell types are not displayed, it means that there are no significant pathways based on DEGs in those cell types. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)
Up-regulated HallmarkUp-regulated KEGGUp-regulated GO BP

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check buttonHallmark, KEGG and GOBP enrichment results for down-regulated genes in resistant group. Only show the top 50 pathways with fdr<0.05. If certain cell types are not displayed, it means that there are no significant pathways based on DEGs in those cell types. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)
Down-regulated HallmarkDown-regulated KEGGDown-regulated GO BP

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MicroRNAs (miRNAs) regulating drug resistance-related DEGs for malignant cells

check buttonIn the pre-treatment samples, the miRNAs with a score greater than 80 that regulate the top10 abs(avg_log2FC) drug resistance-related DEGs for malignant cells are shown here. If the gene does not have any miRNAs with a score greater than 80, it will not be shown. Here only the names of miRNAs with a score greater than 90 are shown, but some names will not be shown because of too many overlaps. (Complete files containing all datasets and cell types can be downloaded from the download section.)

check buttonIn the post-treatment samples, the miRNAs with a score greater than 80 that regulate the top10 abs(avg_log2FC) drug resistance-related DEGs for Malignant cells are shown here. If the gene does not have any miRNAs with a score greater than 80, it will not be shown. Here only the names of miRNAs with a score greater than 90 are shown, but some names will not be shown because of too many overlaps. (Complete files containing all datasets and cell types can be downloaded from the download section.)

check buttonThis dataset only has one patient or is a cell line dataset, the resistant sample is the post-treatment sample and the sensitive sample is the pre-treatment sample. The miRNAs with a score greater than 80 that regulate the top10 abs(avg_log2FC) drug resistance-related DEGs for Malignant cells are shown here. Here only the names of miRNAs with a score greater than 80 are shown, but some names will not be shown because of too many overlaps. If the gene does not have any miRNAs with a score greater than 90, it will not be shown. (Complete files containing all datasets and cell types can be downloaded from the download section.)
Regulating up-regulated DEGs in resistant groupRegulating down-regulated DEGs in resistant group
boxplotboxplot

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Motifs and transcription factors (TFs) regulating drug resistance-related DEGs for each cell type

check buttonIn the pre-treatment samples, the motifs and TFs that regulate drug resistance-related DEGs for each cell type are shown here. (Complete files can be downloaded from the download section.)

check buttonIn the post-treatment samples, the motifs and TFs that regulate drug resistance-related DEGs for each cell type are shown here. (Complete files can be downloaded from the download section.)

check buttonThis dataset only has one patient or is a cell line dataset, the resistant sample is the post-treatment sample and the sensitive sample is the pre-treatment sample. Motifs and TFs that regulate drug resistance-related DEGs for each cell type are shown here. (Complete files can be downloaded from the download section.)
Motifs and TFs regulating up-regulated DEGs in resistant group
motifmotifNESAUCTF_highConfCell_type
motiftaipale_tf_pairs__ETV5_HOXA2_RSCGGWAATKR_CAP6.810.0742ETV5; HOXA2 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__ETS2_RCCGGAAGTG_HT6.770.0739ETS2 (directAnnotation). Malignant cells
motifswissregulon__hs__ETV66.690.0732ETV6 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__ELK1_HOXA1_RCCGGAAGTAATTA_HT6.60.0725ELK1; HOXA1 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__MEIS1_ELF1_NTGCCGGAAGTN_CAP_repr6.030.0681ELF1; MEIS1 (directAnnotation). Malignant cells
motifjaspar__MA1483.25.980.0677ELF2 (directAnnotation). Malignant cells
motifhdpi__TP735.980.0677TP73 (directAnnotation). Malignant cells
motifmetacluster_191.25.710.0656ELK4; NR2C2; NR2C2; NR2C2; NR2C2 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motifswissregulon__hs__ELF25.570.0645ELF2 (directAnnotation). Malignant cells
motifmetacluster_191.35.520.0641EHF; ELF1; ELF1; ELF1; ELF4; ELK1; ELK3; ELK3; ELK4; ELK4; ERF; ETS1; ETS2; ETV3; ETV4; ETV5; FEV; FEV; FLI1; FLI1; GABPA; GABPA; GABPA; GABPA; GABPA; GABPA; SPDEF; ZNF200 (directAnnotation). ELK1; ELK1; ELK3; ELK3; ELK4; ELK4; ETV1; ETV1; ETV4; ETV4; ETV4; ETV5; GABPA; GABPA (inferredBy_Orthology). Malignant cells
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Motifs and TFs regulating down-regulated DEGs in resistant group
motifmotifNESAUCTF_highConfCell_type
motiftaipale_tf_pairs__ETS2_RCCGGAAGTG_HT8.960.0694ETS2 (directAnnotation). Malignant cells
motiftransfac_pro__M048267.720.0628EP300 (directAnnotation). Malignant cells
motifmetacluster_166.26.630.057ELK4; ETS1; ETS1; ETV1; ETV3; ETV4; ETV5; ETV7 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motiftaipale_tf_pairs__ETV5_FOXI1_RSCGGATGTTGN_CAP6.550.0566ETV5; FOXI1 (directAnnotation). Malignant cells
motifmetacluster_191.36.50.0563EHF; ELF1; ELF1; ELF1; ELF4; ELK1; ELK3; ELK3; ELK4; ELK4; ERF; ETS1; ETS2; ETV3; ETV4; ETV5; FEV; FEV; FLI1; FLI1; GABPA; GABPA; GABPA; GABPA; GABPA; GABPA; SPDEF; ZNF200 (directAnnotation). ELK1; ELK1; ELK3; ELK3; ELK4; ELK4; ETV1; ETV1; ETV4; ETV4; ETV4; ETV5; GABPA; GABPA (inferredBy_Orthology). Malignant cells
motifjaspar__MA1483.26.360.0556ELF2 (directAnnotation). Malignant cells
motifmetacluster_191.26.340.0555ELK4; NR2C2; NR2C2; NR2C2; NR2C2 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motifmetacluster_34.46.20.0547ETS1; ETS1; ETS1; HCFC1; SIX5; SIX5; SIX5; SIX5; SMARCC2; SMARCC2; THAP11; THAP11; ZNF143; ZNF143; ZNF143; ZNF143 (directAnnotation). TBX2; THAP11; THAP11; ZNF143 (inferredBy_Orthology). Malignant cells
motifhdpi__FLI16.150.0545FLI1 (directAnnotation). Malignant cells
motifmetacluster_166.46.110.0543BCLAF1; EHF; ELF1; ELF1; ELF1; ELF1; ELF1; ELF1; ELF2; ELF2; ELF4; ELK1; ELK1; ELK1; ELK1; ELK1; ELK1; ELK1; ELK1; ELK1; ELK3; ELK3; ELK3; ELK3; ELK4; ERG; ERG; ERG; ERG; ETS1; ETS1; ETS1; ETS1; ETS1; ETV1; ETV1; ETV1; ETV1; ETV2; ETV3; ETV4; ETV4; ETV4; ETV4; ETV4; ETV5; ETV7; FEV; FEV; FLI1; FLI1; FLI1; FLI1; GABPA; GABPA; GABPA; GABPA; GABPA; GABPA; GABPB1; GATAD1; PHF20; ZBTB25; ZBTB40 (directAnnotation). EHF; ELF1; ELF1; ELF3; ELF5; ELK3; ELK4; ERG; ETS1; ETV1; ETV2; ETV4; FLI1; GABPA; GABPA (inferredBy_Orthology). Malignant cells
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Differentially expressed genes act as transcription factors

check buttonThis table shows the differentially expressed genes that act as transcription factors. (Complete files can be downloaded from the download section.)
TFmotifExpressionCell typeTimepoint

EGR1

metacluster_34.3upMalignant cellsNA

ETV4

metacluster_166.2downMalignant cellsNA

ETV4

metacluster_191.3downMalignant cellsNA

ETV4

metacluster_166.4downMalignant cellsNA

GABPB1

metacluster_166.4downMalignant cellsNA

ETV4

taipale_tf_pairs__HOXB2_ETV4_ACCGGAAATGAN_CAPdownMalignant cellsNA

ETV4

taipale_tf_pairs__FOXO1_ETV4_RCCGGAWGTKKN_CAPdownMalignant cellsNA

ETV4

hdpi__ETV4downMalignant cellsNA

ETV4

taipale_tf_pairs__GCM1_ETV4_RTGCGGGCGGAAGTR_CAPdownMalignant cellsNA

ETV4

metacluster_138.2downMalignant cellsNA
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1"Sun X, Zhang Y, Li H, Zhou Y, Shi S, Chen Z, He X, Zhang H, Li F, Yin J, Mou M, Wang Y, Qiu Y, Zhu F. DRESIS: the first comprehensive landscape of drug resistance information. Nucleic Acids Res. 2023 Jan 6;51(D1):D1263-D1275. doi: 10.1093/nar/gkac812. PMID: 36243960; PMCID: PMC9825618."
2"Wishart DS, Feunang YD, Guo AC, Lo EJ, Marcu A, Grant JR, Sajed T, Johnson D, Li C, Sayeeda Z, Assempour N, Iynkkaran I, Liu Y, Maciejewski A, Gale N, Wilson A, Chin L, Cummings R, Le D, Pon A, Knox C, Wilson M. DrugBank 5.0: a major update to the DrugBank database for 2018. Nucleic Acids Res. 2018 Jan 4;46(D1):D1074-D1082. doi: 10.1093/nar/gkx1037. PMID: 29126136; PMCID: PMC5753335."