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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_VemTra

Dataset summary for GSE164897_VemTra

Datast informationDatasetGSE164897_VemTra
PMID34591417
Raw data ID/linkPRJNA692421
OrganismHomo sapiens
SourceA375 cell line
TissueCell line
Cancer type level1Melanoma
Cancer type level2B+E2:E57RAFV600E-mutant melanoma
Regimenvemurafenib + trametinib
Drug typeTargeted therapy
Sample sizeresistant 1, sensitive 1
Cell number15718
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_VemTra

Drug nameDrugBank IDDrug typeTargets nameTargets uniprot ID
"Vemurafenib"

DB08881

small moleculeBRAFP15056
"Trametinib"

DB08911

small moleculeMAP2K1; MAP2K2Q02750; P36507

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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

MRPL9

ENSG00000143436-0.5002030.00e+000.00e+000.0660.448Malignant cellsNA

ITPA

ENSG00000125877-0.5002260.00e+000.00e+000.0630.439Malignant cellsNA

CSNK2B

ENSG00000230700-0.5003540.00e+000.00e+000.2090.601Malignant cellsNA

LAMTOR1

ENSG00000149357-0.5012330.00e+000.00e+000.260.647Malignant cellsNA

CSTB

ENSG00000160213-0.5020490.00e+000.00e+000.220.599Malignant cellsNA

RAB5C

ENSG00000108774-0.5021230.00e+000.00e+000.1490.538Malignant cellsNA

PYCR1

ENSG00000183010-0.5028850.00e+000.00e+000.0380.399Malignant cellsNA

JAGN1

ENSG00000171135-0.5031760.00e+000.00e+000.070.452Malignant cellsNA

MRPS6

ENSG00000243927-0.5035640.00e+000.00e+000.0640.374Malignant cellsNA

ATP5F1B

ENSG00000110955-0.5058320.00e+000.00e+000.6550.878Malignant cellsNA

PSMD6

ENSG00000163636-0.5060450.00e+000.00e+000.0630.44Malignant cellsNA

RNASEH2C

ENSG00000172922-0.5065860.00e+000.00e+000.0960.477Malignant cellsNA

ERBB3

ENSG00000065361-0.5082770.00e+000.00e+000.0020.346Malignant cellsNA

CKB

ENSG00000166165-0.5084620.00e+000.00e+000.0470.39Malignant cellsNA

AIP

ENSG00000110711-0.5104120.00e+000.00e+000.0310.416Malignant cellsNA

SORBS2

ENSG00000154556-0.5104270.00e+000.00e+000.020.321Malignant cellsNA

NOP58

ENSG00000055044-0.5125070.00e+000.00e+000.050.418Malignant cellsNA

TXN2

ENSG00000100348-0.5125810.00e+000.00e+000.1310.524Malignant cellsNA

EIF3D

ENSG00000100353-0.5128180.00e+000.00e+000.2420.635Malignant cellsNA

SNRPN

ENSG00000128739-0.5134890.00e+000.00e+000.1740.553Malignant cellsNA

AP2M1

ENSG00000161203-0.5138880.00e+000.00e+000.3350.723Malignant cellsNA

SLC25A11

ENSG00000108528-0.514580.00e+000.00e+000.0450.431Malignant cellsNA

EBNA1BP2

ENSG00000117395-0.5146810.00e+000.00e+000.1090.471Malignant cellsNA

CALM1

ENSG00000198668-0.5150990.00e+000.00e+000.1410.513Malignant cellsNA

RNH1

ENSG00000276230-0.5160210.00e+000.00e+000.050.44Malignant cellsNA

ZNF581

ENSG00000171425-0.5160860.00e+000.00e+000.070.458Malignant cellsNA

RABAC1

ENSG00000105404-0.5174870.00e+000.00e+000.0850.454Malignant cellsNA

PRDX2

ENSG00000167815-0.5186060.00e+000.00e+000.4230.797Malignant cellsNA

VPS28

ENSG00000285339-0.5188380.00e+000.00e+000.0530.449Malignant cellsNA

PAICS

ENSG00000128050-0.5191890.00e+000.00e+000.1230.514Malignant cellsNA

RSL24D1

ENSG00000137876-0.5198630.00e+000.00e+000.390.774Malignant cellsNA

LGALS3

ENSG00000131981-0.5214540.00e+000.00e+000.0440.422Malignant cellsNA

POLR2E

ENSG00000099817-0.5218510.00e+000.00e+000.0530.443Malignant cellsNA

UBE2D3

ENSG00000109332-0.5227380.00e+000.00e+000.2830.68Malignant cellsNA

STRAP

ENSG00000023734-0.5228480.00e+000.00e+000.2370.631Malignant cellsNA

PPM1G

ENSG00000115241-0.5228860.00e+000.00e+000.1710.562Malignant cellsNA

HSD17B10

ENSG00000072506-0.5230150.00e+000.00e+000.1360.527Malignant cellsNA

PCBP4

ENSG00000090097-0.5241450.00e+000.00e+000.0690.462Malignant cellsNA

TMEM179B

ENSG00000185475-0.5250260.00e+000.00e+000.1740.561Malignant cellsNA

ABHD14B

ENSG00000114779-0.5252890.00e+000.00e+000.1350.526Malignant cellsNA

DHPS

ENSG00000095059-0.5272940.00e+000.00e+000.1060.502Malignant cellsNA

RNPS1

ENSG00000205937-0.5284080.00e+000.00e+000.2730.652Malignant cellsNA

NDUFV1

ENSG00000167792-0.5300030.00e+000.00e+000.0310.429Malignant cellsNA

SSNA1

ENSG00000176101-0.5306030.00e+000.00e+000.0680.471Malignant cellsNA

DTYMK

ENSG00000168393-0.5313450.00e+000.00e+000.0250.387Malignant cellsNA

CTHRC1

ENSG00000164932-0.5315750.00e+000.00e+000.0640.404Malignant cellsNA

KRT10

ENSG00000186395-0.5320060.00e+000.00e+000.290.69Malignant cellsNA

REXO4

ENSG00000280706-0.5323090.00e+000.00e+000.0240.414Malignant cellsNA

GARS1

ENSG00000106105-0.5332410.00e+000.00e+000.1420.525Malignant cellsNA

CIB1

ENSG00000185043-0.5352860.00e+000.00e+000.040.437Malignant 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 Pathway3.90e-062.00e-0514807818223467Malignant cellsBAX,CDK4,CTNNB1,DNMT1,DUSP6,GSTP1,HMGA1,HMGA2,HMGB1,PKM,MAP1LC3B,NFKB1,PARP1,RHOA,S100A4,SHC1,ST3GAL4,SOX4,STMN1,SLC25A5,AKAP12,ALDH1A3,ATG3,BAD,BID,BRD4,CCND1,CD44,HSPD1,CLTC,CAPNS1,DDIT3,EIF3A,HSP90B1,ERCC1,FTL,FUS,GAPDH,NR3C1,HSPA8,HSPB1,EIF4A1,IL24,KDM5B,LDHA,MTDH,MAGEA3,NQO1,PGK1,AGPAT2,POMP,PRKDC,PSMB5,PSMG2,RAC1,RAP1B,ERBB3,RRM2,HNRNPA1,SDHB,SMC4,SRI,SOX10,SRSF2,STAT3,TGFA,TGFB2,TMED3,TMEM54,TOP1,UBE2C,YBX1,ENO1,MAGEA4,GNAS,CALR,NPM1,EIF4EBP1,PPP3CA,PMVK,TRIB3,BIRC2
Drug Inactivation by Structure Modification2.40e-016.00e-01148027323467Malignant cellsGSTP1,GSS,NME1
Irregularity in Drug Uptake and Drug Efflux6.90e-011.00e+00148037223467Malignant cellsSLC3A2,SLC7A5
Aberration of the Drug's Therapeutic Target8.30e-011.00e+00148090423467Malignant cellsCDK4,NPM1,COMT,TOP2A
Epigenetic Alteration of DNA, RNA or Protein1.00e+001.00e+0014804551323467Malignant cellsDNMT1,EIF4G2,LMNA,TRIP6,PMAIP1,GAPDH,SMC4,TIMP1,MALAT1,GDI2,PPP1R15A,MT-CO2,NORAD


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
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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
motifhdpi__TP735.090.0783TP73 (directAnnotation). Malignant cells
motifmetacluster_141.44.770.0751GLIS2 (directAnnotation). Malignant cells
motifswissregulon__hs__ETV64.220.0695ETV6 (directAnnotation). Malignant cells
motifhocomoco__TYY2_HUMAN.H11MO.0.D4.110.0683YY2 (directAnnotation). Malignant cells
motiftransfac_pro__M061354.070.068ZNF28 (directAnnotation). Malignant cells
motifmetacluster_141.64.010.0673MZF1; TAF1; YY1; YY1; YY1; YY1; YY1; YY1; YY1; YY1; YY1; YY1; YY1; YY1; YY2; YY2; ZFP42; ZFP42; ZFP42; ZFP42; ZFP42; ZFP42; ZNF597 (directAnnotation). TAF1; TAF1L (inferredBy_Orthology). Malignant cells
motifflyfactorsurvey__pho_SOLEXA_F1-33.810.0653YY1 (inferredBy_Orthology). Malignant cells
motiftaipale_tf_pairs__ETV5_HOXA2_RSCGGWAATKR_CAP3.540.0626ETV5; HOXA2 (directAnnotation). Malignant cells
motifmetacluster_155.33.470.0619PLAG1 (directAnnotation). PLAG1 (inferredBy_Orthology). Malignant cells
motiftaipale_tf_pairs__ELK1_TEF_NSCGGAWNTTACGTAAN_CAP3.270.0598ELK1; TEF (directAnnotation). Malignant cells
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Motifs and TFs regulating down-regulated DEGs in resistant group
motifmotifNESAUCTF_highConfCell_type
motiftaipale_tf_pairs__ETS2_RCCGGAAGTG_HT8.660.0737ETS2 (directAnnotation). Malignant cells
motiftransfac_pro__M048267.510.0667EP300 (directAnnotation). Malignant cells
motifjaspar__MA1483.26.570.061ELF2 (directAnnotation). Malignant cells
motifhdpi__FLI16.320.0595FLI1 (directAnnotation). Malignant cells
motifmetacluster_191.36.250.0591EHF; 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
motifmetacluster_191.26.150.0584ELK4; NR2C2; NR2C2; NR2C2; NR2C2 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motifmetacluster_166.25.860.0567ELK4; ETS1; ETS1; ETV1; ETV3; ETV4; ETV5; ETV7 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motiftaipale_tf_pairs__ELF2_NATGCGGAAGTR_HT5.760.0561ELF2 (directAnnotation). Malignant cells
motifmetacluster_166.45.730.0559BCLAF1; 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
motifjaspar__MA1933.15.610.0551SREBF2 (directAnnotation). 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

ETV4

metacluster_191.3downMalignant cellsNA

ETV4

metacluster_166.2downMalignant cellsNA

ETV4

metacluster_166.4downMalignant cellsNA

ETV4

taipale_tf_pairs__HOXB2_ETV4_ACCGGAAATGAN_CAPdownMalignant cellsNA

ETV4

hdpi__ETV4downMalignant cellsNA

ETV4

taipale_tf_pairs__FOXO1_ETV4_RCCGGAWGTKKN_CAPdownMalignant cellsNA

ETV4

metacluster_138.2downMalignant cellsNA

ETV4

taipale_tf_pairs__HOXB2_ETV4_ACCGGAAATGAN_CAPdownMalignant cellsNA

ETV4

taipale_tf_pairs__GCM1_ETV4_RTGCGGGCGGAAGTR_CAPdownMalignant 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."