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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: GSE131984_JQ1

Dataset summary for GSE131984_JQ1

Datast informationDatasetGSE131984_JQ1
PMID32393766
Raw data ID/linkPRJNA545508
OrganismHomo sapiens
SourceSUM159 cell line
TissueCell line
Cancer type level1Breast cancer
Cancer type level2Triple-negative breast cancer (TNBC)
RegimenJQ1
Drug typeTargeted therapy
Sample sizeresistant 2, sensitive 2
Cell number2626
Extract protocol10x genomics
Data processingCellRanger 2.1.0
Public datePublic on Apr 08, 2021
DescriptionThis dataset has 1 cell line with 2 sensitive pre-treatment samples and 2 resistant post-treatment samples.

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Drug summary for GSE131984_JQ1

Drug nameDrugBank IDDrug typeTargets nameTargets uniprot ID
"JQ1" 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

CCT2

ENSG00000166226-0.5975510.00e+000.00e+000.9230.969Malignant cellsNA

AC003092.1

NA-0.5976420.00e+000.00e+000.1260.404Malignant cellsNA

GALE

ENSG00000117308-0.5984240.00e+000.00e+000.390.67Malignant cellsNA

MRPL23

ENSG00000288141-0.5984860.00e+000.00e+000.9911Malignant cellsNA

METTL5

ENSG00000138382-0.5991650.00e+000.00e+000.8870.977Malignant cellsNA

ACOT9

ENSG00000123130-0.599290.00e+000.00e+000.3920.664Malignant cellsNA

PTX3

ENSG00000163661-0.5993243.05e-424.94e-380.1870.414Malignant cellsNA

TUBB

ENSG00000235067-0.5997270.00e+000.00e+000.9991Malignant cellsNA

REXO2

ENSG00000076043-0.6023740.00e+000.00e+000.8240.95Malignant cellsNA

DNAJB11

ENSG00000090520-0.603330.00e+000.00e+000.4990.747Malignant cellsNA

CNIH4

ENSG00000143771-0.6036630.00e+000.00e+000.8130.935Malignant cellsNA

PCNA

ENSG00000132646-0.6042961.24e-362.01e-320.5160.704Malignant cellsNA

HMGN5

ENSG00000198157-0.6049350.00e+000.00e+000.3820.667Malignant cellsNA

C19orf10

NA-0.6068630.00e+000.00e+000.9670.992Malignant cellsNA

GSTO1

ENSG00000148834-0.6071310.00e+000.00e+000.8930.962Malignant cellsNA

EEF1E1

ENSG00000124802-0.6081160.00e+000.00e+000.7380.893Malignant cellsNA

TIMM17A

ENSG00000134375-0.6086340.00e+000.00e+000.7870.919Malignant cellsNA

TOMM40

ENSG00000130204-0.6086740.00e+000.00e+000.8360.961Malignant cellsNA

PRSS23

ENSG00000150687-0.6097040.00e+000.00e+000.080.352Malignant cellsNA

AHSA1

ENSG00000100591-0.6099050.00e+000.00e+000.4680.734Malignant cellsNA

SSBP1

ENSG00000262771-0.6104010.00e+000.00e+000.9670.992Malignant cellsNA

MRPS7

ENSG00000125445-0.6119940.00e+000.00e+000.7180.888Malignant cellsNA

GRPEL1

ENSG00000109519-0.6131660.00e+000.00e+000.4240.688Malignant cellsNA

PRPS2

ENSG00000101911-0.6134290.00e+000.00e+000.2540.599Malignant cellsNA

AP1S1

ENSG00000106367-0.6134490.00e+000.00e+000.6420.848Malignant cellsNA

SDHB

ENSG00000117118-0.6141510.00e+000.00e+000.8470.937Malignant cellsNA

SH3KBP1

ENSG00000147010-0.6150460.00e+000.00e+000.6780.838Malignant cellsNA

MRPS23

ENSG00000181610-0.616350.00e+000.00e+000.7090.865Malignant cellsNA

TUBA4A

ENSG00000127824-0.6167010.00e+000.00e+000.6260.831Malignant cellsNA

ICT1

NA-0.6175440.00e+000.00e+000.5960.839Malignant cellsNA

CYC1

ENSG00000179091-0.6202020.00e+000.00e+000.9741Malignant cellsNA

PSMD6

ENSG00000163636-0.6205293.08e-444.91e-400.5830.75Malignant cellsNA

EIF6

ENSG00000242372-0.6212250.00e+000.00e+000.8510.942Malignant cellsNA

SNRPB2

ENSG00000125870-0.6212620.00e+000.00e+000.7750.892Malignant cellsNA

SNRPE

ENSG00000182004-0.6217770.00e+000.00e+000.9941Malignant cellsNA

PSMD11

ENSG00000108671-0.6229610.00e+000.00e+000.6570.838Malignant cellsNA

HNRNPD

ENSG00000138668-0.6233190.00e+000.00e+000.9010.97Malignant cellsNA

DNAJC15

ENSG00000120675-0.6235740.00e+000.00e+000.960.994Malignant cellsNA

HNRNPDL

ENSG00000152795-0.6238150.00e+000.00e+000.9740.996Malignant cellsNA

MAD2L1

ENSG00000164109-0.6263720.00e+001.40e-440.4150.664Malignant cellsNA

MAGEA3

ENSG00000221867-0.6276370.00e+000.00e+000.4620.7Malignant cellsNA

UBE2E1

ENSG00000170142-0.6307610.00e+000.00e+000.5110.751Malignant cellsNA

UFC1

ENSG00000143222-0.6316880.00e+000.00e+000.6560.87Malignant cellsNA

GNG11

ENSG00000127920-0.6336750.00e+000.00e+000.9560.982Malignant cellsNA

CCT4

ENSG00000115484-0.633970.00e+000.00e+000.8920.969Malignant cellsNA

NUDT4

ENSG00000173598-0.6339980.00e+000.00e+000.70.859Malignant cellsNA

SLC3A2

ENSG00000168003-0.6343372.04e-373.31e-330.4250.634Malignant cellsNA

GLRX3

ENSG00000108010-0.6344250.00e+000.00e+000.870.957Malignant cellsNA

PAFAH1B3

ENSG00000079462-0.6356030.00e+000.00e+000.6610.878Malignant cellsNA

MRPL47

ENSG00000136522-0.6371010.00e+000.00e+000.630.848Malignant 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 Pathway3.50e-131.70e-12186878112223467Malignant cellsATG5,AURKA,BAX,BCAT1,BIRC5,CTSL,CDCP1,CDK4,CDKN1A,CFLAR,CIAPIN1,DCTD,DUSP6,FADD,HMGA1,HMGB1,ID1,IFI27,IL6,ISG15,JUN,MAGEA6,MAGEA12,MYC,NFKB1,PARP1,PPARG,SHC1,SOX9,SPRY2,STMN1,TGFB1,PBK,TYMS,SLC25A5,AIFM1,AKAP12,AR,ANXA1,ATG3,BAG1,BID,HSPA5,CASP1,CAV2,CCNA2,CCNB1,CDK1,CCND1,HSPD1,COL1A1,CUL4A,DDIT3,DKK1,EGR1,HSP90B1,EPHA2,FN1,FTL,GAPDH,G6PD,GCLM,HAX1,HMGB2,HMGN5,HSPA8,EIF4A1,EIF4A3,EIF4E,NFKBIA,ITGA5,LASP1,LDHA,LRRFIP1,MTDH,MXD4,MAGEA3,MAPK3,MAP2K2,MYBL2,NQO1,PIK3R1,PDCD10,PGK1,AGPAT2,PLK1,POMP,PSMB5,PSMG2,RAP1B,RAB27A,RRM1,S100A11,SDC2,SDHB,SMC4,SOCS3,SOD2,SRSF2,TPT1,TFAM,TMED3,TNFAIP3,UBE2C,AXL,WLS,XRCC4,ENO1,GNAS,CD33,NPM1,IL7R,EIF4EBP1,RCN1,RELB,BRD2,PMVK,EBP,NUPR1,TRIB3,WTAP,ACAT2
Drug Inactivation by Structure Modification1.60e-014.10e-01186827423467Malignant cellsCES1,SOD2,CDA,NME1
Aberration of the Drug's Therapeutic Target7.30e-011.00e+00186890623467Malignant cellsCDK4,AR,MAP2K2,NPM1,COMT,AKR1B1
Irregularity in Drug Uptake and Drug Efflux8.10e-011.00e+00186837223467Malignant cellsSLC3A2,ABCE1
Epigenetic Alteration of DNA, RNA or Protein1.00e+001.00e+0018684551523467Malignant cellsATG5,H2AFY,IL6,PPARG,SPRY2,TRIP6,TYMS,PMAIP1,GAPDH,MAPK3,SMC4,MALAT1,GDI2,PPP1R15A,MT-CO2


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
motifmetacluster_22.124.410.0782NFE2; NFE2L1 (directAnnotation). Malignant cells
motifmetacluster_22.254.070.0747NFE2L2 (directAnnotation). Malignant cells
motifmetacluster_187.74.060.0746FEZF1; FEZF1; ZNF384; ZNF384; ZNF384 (directAnnotation). OVOL2; OVOL3; PEG3; PLAG1; PLAGL1; PLAGL2; REST; SCAND1; ZKSCAN2; ZNF131; ZNF174; ZNF18; ZNF202; ZNF274; ZNF444; ZNF446; ZNF496; ZNF518A; ZNF518B; ZNF576; ZNF641; ZNF770; ZSCAN1; ZSCAN18; ZSCAN29; ZSCAN32; ZSCAN5A; ZSCAN5B; ZSCAN5C (inferredBy_Orthology). Malignant cells
motifmetacluster_30.43.940.0733BACH1; BACH1; MAFG; MAFG; NFE2; NFE2; NFE2L1; NFE2L1; NFE2L2 (directAnnotation). Malignant cells
motifmetacluster_130.33.860.0725ZNF492; ZNF492 (directAnnotation). OVOL2; OVOL3; PEG3; PLAG1; PLAGL1; PLAGL2; REST; SCAND1; ZKSCAN2; ZNF131; ZNF174; ZNF18; ZNF202; ZNF274; ZNF444; ZNF446; ZNF496; ZNF518A; ZNF518B; ZNF576; ZNF641; ZNF770; ZSCAN1; ZSCAN18; ZSCAN29; ZSCAN32; ZSCAN5A; ZSCAN5B; ZSCAN5C (inferredBy_Orthology). Malignant cells
motiftfdimers__MD003393.730.0711HMGA1; HMGA2; TFAP2C (directAnnotation). Malignant cells
motifmetacluster_22.293.730.0711NFE2 (directAnnotation). Malignant cells
motifswissregulon__mm__Atf23.710.0709ATF2 (inferredBy_Orthology). Malignant cells
motifmetacluster_22.323.650.0703NFE2L2 (directAnnotation). Malignant cells
motifmetacluster_22.173.550.0692NFE2 (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_HT6.80.0628ETS2 (directAnnotation). Malignant cells
motifmetacluster_191.36.270.0597EHF; 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_166.46.080.0586BCLAF1; 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
motifmetacluster_191.25.90.0575ELK4; NR2C2; NR2C2; NR2C2; NR2C2 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motifmetacluster_166.25.60.0557ELK4; ETS1; ETS1; ETV1; ETV3; ETV4; ETV5; ETV7 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motiftaipale_tf_pairs__ETV5_HOXA2_RSCGGWAATKR_CAP5.60.0557ETV5; HOXA2 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__FOXO1_ELK3_RCCGGAWGTKKW_CAP5.520.0552ELK3; FOXO1 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__MEIS1_ELF1_NTGCCGGAAGTN_CAP_repr5.270.0538ELF1; MEIS1 (directAnnotation). Malignant cells
motifjaspar__MA1483.25.170.0532ELF2 (directAnnotation). Malignant cells
motiftransfac_pro__M048265.10.0527EP300 (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

EGR1

metacluster_34.3upMalignant cellsNA

SREBF1

metacluster_57.3upMalignant cellsNA

HES6

metacluster_57.3upMalignant cellsNA

ETV4

metacluster_191.3downMalignant cellsNA

ETV4

metacluster_166.4downMalignant cellsNA

ETV4

metacluster_166.2downMalignant cellsNA

ETV4

metacluster_138.2downMalignant cellsNA

ETV4

hdpi__ETV4downMalignant cellsNA

ETV4

taipale_tf_pairs__FOXO1_ETV4_RCCGGAWGTKKN_CAPdownMalignant cellsNA

ETV4

taipale_tf_pairs__HOXB2_ETV4_ACCGGAAATGAN_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."
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