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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

MDH1

ENSG00000014641-0.4320055.16e-218.35e-170.6420.752Malignant cellsNA

SLBP

ENSG00000163950-0.4320423.19e-305.17e-260.5920.753Malignant cellsNA

ARF1

ENSG00000143761-0.4321220.00e+000.00e+000.9550.987Malignant cellsNA

PRDX2

ENSG00000167815-0.4323321.65e-422.67e-380.9140.971Malignant cellsNA

NDUFS6

ENSG00000145494-0.4327260.00e+000.00e+0010.999Malignant cellsNA

PIN4

ENSG00000102309-0.4330573.50e-365.66e-320.5250.708Malignant cellsNA

CDCA4

ENSG00000170779-0.4332382.34e-293.79e-250.4860.663Malignant cellsNA

PEF1

ENSG00000162517-0.4335371.40e-442.24e-400.2960.537Malignant cellsNA

AIMP1

ENSG00000164022-0.4337139.73e-341.58e-290.6520.781Malignant cellsNA

NDUFS3

ENSG00000285387-0.4340414.54e-407.35e-360.7280.846Malignant cellsNA

LINC00152

NA-0.4341991.88e-403.05e-360.8470.915Malignant cellsNA

CAPN2

ENSG00000162909-0.4349132.80e-444.50e-400.8650.948Malignant cellsNA

BAZ1A

ENSG00000198604-0.4351111.33e-382.15e-340.4610.681Malignant cellsNA

MKI67

ENSG00000148773-0.4351491.60e-292.59e-250.5780.786Malignant cellsNA

C4orf27

NA-0.4351544.38e-367.10e-320.3990.615Malignant cellsNA

IFI27

ENSG00000275214-0.4352383.33e-415.39e-370.6380.834Malignant cellsNA

PDCD5

ENSG00000105185-0.4353210.00e+000.00e+000.9971Malignant cellsNA

PUF60

ENSG00000274081-0.4363564.81e-387.79e-340.5230.727Malignant cellsNA

WTAP

ENSG00000146457-0.4364827.56e-391.22e-340.7090.847Malignant cellsNA

MVB12A

ENSG00000141971-0.4365198.97e-441.45e-390.5410.749Malignant cellsNA

TMEM167A

ENSG00000174695-0.4365280.00e+000.00e+000.9310.985Malignant cellsNA

GTF3A

ENSG00000122034-0.4368570.00e+000.00e+000.9930.996Malignant cellsNA

ARPC5

ENSG00000162704-0.4371080.00e+000.00e+000.9120.969Malignant cellsNA

SRPX

ENSG00000101955-0.4375231.18e-371.91e-330.2810.502Malignant cellsNA

GNL2

ENSG00000134697-0.4377331.93e-393.13e-350.3690.602Malignant cellsNA

SPG20

NA-0.4380028.43e-411.37e-360.3890.618Malignant cellsNA

PHF5A

ENSG00000100410-0.4380712.10e-423.40e-380.4650.691Malignant cellsNA

TACO1

ENSG00000136463-0.4381811.40e-453.04e-410.3350.587Malignant cellsNA

TXNDC9

ENSG00000115514-0.4382541.33e-332.16e-290.4220.622Malignant cellsNA

ARL6IP5

ENSG00000144746-0.4383342.60e-344.21e-300.7690.87Malignant cellsNA

PDCD2

ENSG00000071994-0.4390822.80e-454.06e-410.8290.927Malignant cellsNA

NME4

ENSG00000103202-0.4390928.38e-261.36e-210.3910.558Malignant cellsNA

MRPL14

ENSG00000180992-0.4392830.00e+000.00e+000.9870.995Malignant cellsNA

PPIH

ENSG00000171960-0.439931.90e-373.08e-330.4580.666Malignant cellsNA

DNAJC7

ENSG00000168259-0.4401334.49e-387.27e-340.6480.809Malignant cellsNA

CAV1

ENSG00000105974-0.44030.00e+007.15e-440.9870.995Malignant cellsNA

C21orf59

NA-0.4406251.96e-373.17e-330.3820.601Malignant cellsNA

CCDC34

ENSG00000109881-0.4407023.11e-425.04e-380.680.843Malignant cellsNA

RAB2A

ENSG00000104388-0.440713.99e-426.46e-380.7750.892Malignant cellsNA

GPX8

ENSG00000164294-0.4407481.18e-311.91e-270.560.714Malignant cellsNA

CLTB

ENSG00000175416-0.440760.00e+002.10e-440.9090.968Malignant cellsNA

CDKN3

ENSG00000100526-0.4410123.07e-414.97e-370.8020.943Malignant cellsNA

SUB1

ENSG00000113387-0.4415230.00e+000.00e+0011Malignant cellsNA

PRRC2C

ENSG00000117523-0.4416540.00e+001.16e-420.7880.907Malignant cellsNA

NASP

ENSG00000132780-0.4419876.52e-341.06e-290.6020.769Malignant cellsNA

PYURF

ENSG00000145337-0.4420880.00e+000.00e+000.9560.992Malignant cellsNA

CHCHD1

ENSG00000172586-0.4424580.00e+005.61e-450.7760.902Malignant cellsNA

NUP37

ENSG00000075188-0.443063.23e-365.24e-320.2630.479Malignant cellsNA

MRPL9

ENSG00000143436-0.4432722.46e-423.99e-380.5550.744Malignant cellsNA

ACTR3

ENSG00000115091-0.4434781.33e-432.14e-390.7440.882Malignant 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
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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."
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."