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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

AMZ2

ENSG00000196704-0.2894762.94e-204.76e-160.7190.811Malignant cellsNA

UBA2

ENSG00000126261-0.2897221.84e-202.98e-160.6160.746Malignant cellsNA

NSA2

ENSG00000164346-0.2901761.56e-272.53e-230.9670.977Malignant cellsNA

PSME1

ENSG00000284916-0.2901916.03e-189.76e-140.8450.919Malignant cellsNA

BRMS1

ENSG00000174744-0.2902335.21e-228.44e-180.5710.732Malignant cellsNA

ACTR10

ENSG00000131966-0.2902414.27e-176.91e-130.3430.484Malignant cellsNA

EFHD2

ENSG00000142634-0.2903141.51e-222.44e-180.7640.858Malignant cellsNA

SLC27A5

ENSG00000083807-0.2904691.79e-192.90e-150.3860.542Malignant cellsNA

TCERG1

ENSG00000113649-0.2904933.01e-214.87e-170.4040.573Malignant cellsNA

SELT

NA-0.2905777.69e-211.25e-160.8060.895Malignant cellsNA

MRPS36

ENSG00000278461-0.2908071.54e-232.49e-190.8980.942Malignant cellsNA

DUSP12

ENSG00000081721-0.2910811.97e-193.19e-150.3820.537Malignant cellsNA

MRPS9

ENSG00000135972-0.2912931.72e-172.79e-130.4130.549Malignant cellsNA

ARMCX6

ENSG00000198960-0.2913523.11e-195.03e-150.3320.487Malignant cellsNA

NCOR1

ENSG00000141027-0.2913666.07e-199.83e-150.7030.814Malignant cellsNA

CNN3

ENSG00000117519-0.2916161.12e-131.81e-090.4560.58Malignant cellsNA

ATP6AP2

ENSG00000182220-0.2917521.07e-161.74e-120.4620.603Malignant cellsNA

RELB

ENSG00000104856-0.2920853.57e-315.78e-270.1330.317Malignant cellsNA

C14orf80

NA-0.2923921.94e-223.14e-180.250.42Malignant cellsNA

SFXN1

ENSG00000164466-0.2924553.76e-196.09e-150.5580.697Malignant cellsNA

STX10

ENSG00000104915-0.2925341.65e-192.67e-150.740.817Malignant cellsNA

UGT2B7

ENSG00000171234-0.292653.84e-426.21e-380.0820.281Malignant cellsNA

CCDC53

NA-0.2927471.28e-192.07e-150.560.699Malignant cellsNA

EIF3M

ENSG00000149100-0.2927674.06e-256.58e-210.9490.983Malignant cellsNA

TRABD

ENSG00000170638-0.2934146.97e-191.13e-140.4570.599Malignant cellsNA

GNA15

ENSG00000060558-0.2934332.54e-204.11e-160.3920.566Malignant cellsNA

ATP5G3

NA-0.2934761.29e-402.09e-360.9981Malignant cellsNA

CPNE7

ENSG00000178773-0.2939263.67e-295.94e-250.1120.278Malignant cellsNA

TYMS

ENSG00000176890-0.294334.23e-206.85e-160.7070.848Malignant cellsNA

SPR

ENSG00000116096-0.294359.46e-271.53e-220.2260.414Malignant cellsNA

PEX2

ENSG00000164751-0.2945273.38e-225.47e-180.4310.61Malignant cellsNA

MSRA

ENSG00000175806-0.2945594.99e-288.07e-240.1970.385Malignant cellsNA

CUL4A

ENSG00000139842-0.2946357.56e-191.22e-140.5920.735Malignant cellsNA

STARD3NL

ENSG00000010270-0.2947344.51e-227.31e-180.5020.676Malignant cellsNA

CSTF2

ENSG00000101811-0.2948644.94e-388.00e-340.0980.29Malignant cellsNA

PNP

ENSG00000198805-0.2950285.19e-228.40e-180.2450.408Malignant cellsNA

TROAP

ENSG00000135451-0.2950991.87e-233.03e-190.5760.759Malignant cellsNA

DDX24

ENSG00000273761-0.2951952.50e-184.04e-140.6580.777Malignant cellsNA

PITX1

ENSG00000069011-0.2952433.79e-176.13e-130.570.692Malignant cellsNA

MAPK3

ENSG00000102882-0.2952543.51e-305.68e-260.1780.372Malignant cellsNA

C2orf47

NA-0.2953441.28e-272.08e-230.2090.399Malignant cellsNA

KRT10

ENSG00000186395-0.2953663.14e-305.08e-260.9971Malignant cellsNA

FIP1L1

ENSG00000145216-0.2954133.33e-245.39e-200.2930.474Malignant cellsNA

NSDHL

ENSG00000147383-0.2955626.57e-281.06e-230.1740.356Malignant cellsNA

CLMP

ENSG00000166250-0.2955966.83e-251.11e-200.2560.44Malignant cellsNA

REXO4

ENSG00000280706-0.2958921.26e-212.04e-170.3910.557Malignant cellsNA

GCSH

ENSG00000140905-0.2962944.38e-277.09e-230.9540.969Malignant cellsNA

DERL2

ENSG00000072849-0.296452.54e-184.12e-140.4340.578Malignant cellsNA

CD99

ENSG00000002586-0.2964754.25e-236.88e-190.9640.978Malignant cellsNA

ARV1

ENSG00000173409-0.2966066.77e-211.10e-160.2790.441Malignant 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."