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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

DTD1

ENSG00000125821-0.443690.00e+005.18e-440.8390.926Malignant cellsNA

GSPT1

ENSG00000103342-0.4441175.04e-448.11e-400.780.894Malignant cellsNA

TXNRD2

ENSG00000184470-0.4444854.78e-397.73e-350.2410.463Malignant cellsNA

MYBL2

ENSG00000101057-0.444922.21e-343.57e-300.4560.664Malignant cellsNA

MAGEA6

ENSG00000197172-0.4449391.58e-412.55e-370.330.564Malignant cellsNA

NOL7

ENSG00000225921-0.4450556.79e-421.10e-370.8980.958Malignant cellsNA

GLO1

ENSG00000124767-0.4454667.16e-411.16e-360.790.893Malignant cellsNA

MAGEC2

ENSG00000046774-0.4457661.49e-202.42e-160.5510.663Malignant cellsNA

LAS1L

ENSG00000001497-0.4458515.61e-458.39e-410.2420.486Malignant cellsNA

SSR3

ENSG00000114850-0.4460531.42e-432.30e-390.9110.949Malignant cellsNA

HNRNPA2B1

ENSG00000122566-0.4461920.00e+000.00e+0010.999Malignant cellsNA

EVA1A

ENSG00000115363-0.4469030.00e+005.61e-450.2610.534Malignant cellsNA

COX17

ENSG00000138495-0.4470810.00e+000.00e+000.9140.973Malignant cellsNA

SQRDL

NA-0.4477127.78e-361.26e-310.4290.633Malignant cellsNA

COMTD1

ENSG00000165644-0.4485051.82e-442.87e-400.3280.58Malignant cellsNA

GTF2F2

ENSG00000188342-0.4488455.16e-388.35e-340.6740.815Malignant cellsNA

MGST1

ENSG00000008394-0.4488830.00e+000.00e+000.9981Malignant cellsNA

MRPS31

ENSG00000102738-0.4492425.61e-458.09e-410.2740.523Malignant cellsNA

CCT3

ENSG00000163468-0.449461.28e-372.08e-330.9490.968Malignant cellsNA

SCML1

ENSG00000047634-0.4499840.00e+002.66e-430.2540.517Malignant cellsNA

ATF4

ENSG00000128272-0.4511788.25e-391.34e-340.9250.971Malignant cellsNA

JTB

ENSG00000143543-0.4512270.00e+000.00e+000.9870.997Malignant cellsNA

UXT

ENSG00000126756-0.4513880.00e+000.00e+000.9640.977Malignant cellsNA

TSR2

ENSG00000158526-0.4513952.84e-434.62e-390.3870.629Malignant cellsNA

NRG1

ENSG00000157168-0.4517720.00e+000.00e+000.1250.373Malignant cellsNA

GHITM

ENSG00000165678-0.4519070.00e+000.00e+000.930.977Malignant cellsNA

LSM1

ENSG00000175324-0.4520510.00e+000.00e+000.810.917Malignant cellsNA

MRPL37

ENSG00000116221-0.4520610.00e+006.87e-440.8160.925Malignant cellsNA

UBE2N

ENSG00000177889-0.45320.00e+002.76e-430.8040.91Malignant cellsNA

MANF

ENSG00000145050-0.4537315.46e-338.85e-290.8490.932Malignant cellsNA

AURKA

ENSG00000087586-0.4540271.73e-242.80e-200.3320.519Malignant cellsNA

GMPS

ENSG00000163655-0.4540435.30e-408.58e-360.4260.646Malignant cellsNA

DCAF13

ENSG00000164934-0.4542225.27e-358.54e-310.4040.61Malignant cellsNA

RBMX2

ENSG00000134597-0.454711.01e-391.63e-350.4580.672Malignant cellsNA

GNG5

ENSG00000174021-0.4552550.00e+000.00e+000.9820.995Malignant cellsNA

EIF2S1

ENSG00000134001-0.455442.42e-323.92e-280.6490.785Malignant cellsNA

BTF3L4

ENSG00000134717-0.4558711.08e-431.74e-390.6490.811Malignant cellsNA

NREP

ENSG00000134986-0.4559452.69e-344.35e-300.5150.711Malignant cellsNA

SERP1

ENSG00000120742-0.4562560.00e+000.00e+000.9750.992Malignant cellsNA

YIF1A

ENSG00000174851-0.456660.00e+000.00e+000.8450.932Malignant cellsNA

EIF4EBP1

ENSG00000187840-0.4577120.00e+000.00e+000.9690.998Malignant cellsNA

IL7R

ENSG00000168685-0.4578760.00e+000.00e+000.0310.289Malignant cellsNA

LDOC1

ENSG00000182195-0.4582470.00e+002.10e-440.2790.542Malignant cellsNA

EMC8

ENSG00000131148-0.4589883.22e-435.21e-390.650.822Malignant cellsNA

NDUFA5

ENSG00000128609-0.4589915.89e-439.53e-390.6360.804Malignant cellsNA

TUFM

ENSG00000178952-0.4591090.00e+000.00e+000.9510.987Malignant cellsNA

IQSEC2

ENSG00000124313-0.4592522.31e-353.74e-310.3580.563Malignant cellsNA

CBR1

ENSG00000159228-0.4603710.00e+000.00e+000.8890.96Malignant cellsNA

PSMC6

ENSG00000100519-0.4604673.09e-355.00e-310.5510.718Malignant cellsNA

TRAPPC3

ENSG00000054116-0.4611570.00e+000.00e+000.810.919Malignant 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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