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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_JQ1Pal

Dataset summary for GSE131984_JQ1Pal

Datast informationDatasetGSE131984_JQ1Pal
PMID32393766
Raw data ID/linkPRJNA545508
OrganismHomo sapiens
SourceSUM159 cell line
TissueCell line
Cancer type level1Breast cancer
Cancer type level2Triple-negative breast cancer (TNBC)
RegimenJQ1 + palbociclib
Drug typeTargeted therapy
Sample sizeresistant 1, sensitive 2
Cell number2085
Extract protocol10x genomics
Data processingCellRanger 2.1.0
Public datePublic on Apr 08, 2024
DescriptionThis dataset has 1 cell line with 2 sensitive pre-treatment samples and 1 resistant post-treatment samples.

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Drug summary for GSE131984_JQ1Pal

Drug nameDrugBank IDDrug typeTargets nameTargets uniprot ID
"JQ1" is not included in the drug list.
"Palbociclib"

DB09073

small moleculeCDK4; CDK6P11802; Q00534

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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

SNRNP40

ENSG00000060688-0.6209760.00e+000.00e+000.2910.622Malignant cellsNA

LSM7

ENSG00000130332-0.6217320.00e+000.00e+000.9520.993Malignant cellsNA

SELK

NA-0.6221150.00e+000.00e+000.8670.974Malignant cellsNA

TMEM70

ENSG00000175606-0.6221440.00e+000.00e+000.4330.706Malignant cellsNA

PRMT1

ENSG00000126457-0.6223970.00e+000.00e+000.7520.9Malignant cellsNA

NELFE

ENSG00000206268-0.6230720.00e+000.00e+000.640.874Malignant cellsNA

ARF4

ENSG00000168374-0.6235431.48e-392.34e-350.6770.823Malignant cellsNA

NT5C

ENSG00000125458-0.6245090.00e+000.00e+000.7130.872Malignant cellsNA

FAM96A

NA-0.6245730.00e+000.00e+000.7520.923Malignant cellsNA

TYMS

ENSG00000176890-0.6248940.00e+000.00e+000.6460.854Malignant cellsNA

PLIN3

ENSG00000105355-0.6250460.00e+000.00e+000.6930.868Malignant cellsNA

RPL36AL

ENSG00000165502-0.6265880.00e+000.00e+0011Malignant cellsNA

C5orf38

NA-0.6267820.00e+000.00e+000.9960.997Malignant cellsNA

MRPL4

ENSG00000105364-0.6269180.00e+000.00e+000.8470.968Malignant cellsNA

CASC8

ENSG00000246228-0.6284297.15e-431.13e-380.2840.539Malignant cellsNA

CHPT1

ENSG00000111666-0.6289790.00e+000.00e+000.6950.885Malignant cellsNA

EMC4

ENSG00000128463-0.6295720.00e+000.00e+000.8370.966Malignant cellsNA

FAM136A

ENSG00000035141-0.6298710.00e+000.00e+000.650.851Malignant cellsNA

COPS3

ENSG00000141030-0.6303930.00e+000.00e+000.5410.769Malignant cellsNA

PAFAH1B3

ENSG00000079462-0.6307340.00e+000.00e+000.6570.878Malignant cellsNA

UBE2L3

ENSG00000185651-0.632380.00e+000.00e+000.960.997Malignant cellsNA

SRM

ENSG00000116649-0.6327910.00e+000.00e+000.9760.995Malignant cellsNA

UBE2D3

ENSG00000109332-0.6334060.00e+000.00e+000.9720.998Malignant cellsNA

TMA16

ENSG00000198498-0.6336020.00e+000.00e+000.5690.809Malignant cellsNA

ATP5C1

NA-0.6337590.00e+000.00e+000.940.989Malignant cellsNA

PSMC4

ENSG00000281221-0.6343140.00e+001.40e-450.4930.727Malignant cellsNA

TROAP

ENSG00000135451-0.6345950.00e+000.00e+000.4730.762Malignant cellsNA

BCKDK

ENSG00000103507-0.6348690.00e+000.00e+000.5970.847Malignant cellsNA

MRPL27

ENSG00000108826-0.6351440.00e+000.00e+000.8220.938Malignant cellsNA

TCEB1

NA-0.6364330.00e+000.00e+000.9420.992Malignant cellsNA

DNAJB11

ENSG00000090520-0.6367680.00e+000.00e+000.4710.749Malignant cellsNA

EXOSC9

ENSG00000123737-0.6371720.00e+000.00e+000.2660.588Malignant cellsNA

HLA-B

ENSG00000206450-0.6387090.00e+000.00e+000.6070.827Malignant cellsNA

PMAIP1

ENSG00000141682-0.6390320.00e+001.23e-430.0570.297Malignant cellsNA

GRPEL1

ENSG00000109519-0.6397770.00e+000.00e+000.4220.688Malignant cellsNA

SMARCB1

ENSG00000275837-0.6398520.00e+000.00e+000.5530.822Malignant cellsNA

MRPS35

ENSG00000061794-0.6400740.00e+000.00e+000.4170.708Malignant cellsNA

AHSA1

ENSG00000100591-0.6401340.00e+000.00e+000.4740.733Malignant cellsNA

DDX39A

ENSG00000123136-0.6402770.00e+000.00e+000.5190.759Malignant cellsNA

SLC39A1

ENSG00000143570-0.6403460.00e+000.00e+000.5360.807Malignant cellsNA

UQCR10

ENSG00000184076-0.6405420.00e+000.00e+000.9820.997Malignant cellsNA

MTX1

ENSG00000173171-0.6411670.00e+000.00e+000.3630.692Malignant cellsNA

C12orf75

ENSG00000235162-0.6414350.00e+000.00e+000.9250.978Malignant cellsNA

TIMM8A

ENSG00000126953-0.6414670.00e+000.00e+000.4920.749Malignant cellsNA

CUEDC2

ENSG00000107874-0.6427730.00e+000.00e+000.5080.81Malignant cellsNA

TRIB3

ENSG00000101255-0.6439360.00e+008.41e-450.2350.533Malignant cellsNA

PSMB7

ENSG00000136930-0.6440360.00e+000.00e+000.9610.995Malignant cellsNA

WBSCR22

NA-0.6444230.00e+000.00e+000.6260.841Malignant cellsNA

SLC25A6

ENSG00000169100-0.6449640.00e+000.00e+0011Malignant cellsNA

CKS1B

ENSG00000173207-0.6454610.00e+000.00e+000.8140.945Malignant 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
boxplot
MechnismPvalFDRSignatureGenesetOverlapBackgroundCell typeEnriched Genes
Unusual Activation of Pro-survival Pathway3.30e-231.70e-22242778117423467Malignant cellsADAM10,ATG5,AURKA,BAX,BBC3,BCAT1,BIRC5,CTSL,CDCP1,CDK4,CFLAR,CIAPIN1,DCTD,DUSP6,EGFR,EPAS1,FADD,FBXW7,FUBP1,GLS,HMGA1,HMGB1,HMOX1,IFI27,ISG15,JUN,MAGEA6,MAGEA12,MCL1,MET,MYC,PARP1,PPARG,RHOA,S100A4,SHC1,SOX4,SOX9,SPRY2,STMN1,TGFB1,TGFBR2,PBK,TYMS,AAMDC,SLC25A5,AIFM1,AR,ANXA1,TFAP2A,ATG3,ATM,BID,HSPA5,BRD7,CASP1,CAV2,CCNA2,CCNB1,CDK1,CCND1,CD44,HSPD1,COL1A1,CRIM1,CUL4A,DDIT3,HSP90B1,EPHA2,EREG,EZH2,EZR,FAT1,FN1,FIS1,FOXO3,FTL,FUS,FYN,G6PD,GAS6,GRB2,HAX1,HDAC3,HIPK2,HMGB2,HMGN5,HNRNPU,HSPA8,HSPB1,EIF4A1,EIF4A3,EIF4E,NFKBIA,ITGB1,LASP1,LDHA,LRRFIP1,MTDH,MXD4,MAGEA3,MAPK3,MYBL2,NCOA3,NQO1,NUCKS1,PIK3R1,PDCD10,PDCD4,PGK1,AGPAT2,PLK1,POMP,PSMB5,PSMG2,PTPN1,PTPN12,RAP1A,RAP1B,RAB27A,RRM2,HNRNPA1,ROCK2,S100A11,SDC2,SDHB,SFPQ,SMAD7,SMC4,SMUG1,SOCS3,SOD2,SPIN1,SRSF2,STK4,TFAM,TNFAIP3,TUSC3,UBE2C,USP22,AXL,ULK1,WEE1,WLS,XRCC4,YBX1,ZKSCAN1,ZNF217,ENO1,FASN,PFKL,GNAS,CD33,GNA11,GNAQ,ARAF,NPM1,IL7R,CEBPD,EIF4EBP1,EPHB4,IDI1,INSIG1,PRKCA,RCN1,PMVK,EBP,ACAP2,NUPR1,TRIB3,CERS6,APP,WTAP,ACAT2
Drug Inactivation by Structure Modification1.40e-013.50e-01242727523467Malignant cellsCES1,SOD2,CDA,NME1,CMPK1
Irregularity in Drug Uptake and Drug Efflux5.40e-017.40e-01242737423467Malignant cellsSLC3A2,ABCA1,ABCE1,TAP1
Aberration of the Drug's Therapeutic Target5.90e-017.40e-01242790923467Malignant cellsCDK4,EGFR,MET,AR,EZH2,GNA11,NPM1,COMT,AKR1B1
Epigenetic Alteration of DNA, RNA or Protein1.00e+001.00e+0024274552123467Malignant cellsATG5,EGFR,FBXW7,H2AFY,LMNA,MET,PPARG,SPRY2,TRIP6,TYMS,PMAIP1,EZH2,FOXO3,MAPK3,PDCD4,SMC4,MALAT1,GDI2,PPP1R15A,MT-CO2,NABP1


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
motifjaspar__MA0079.53.430.0646SP1 (directAnnotation). Malignant cells
motifkznf__KLF1_Barrera2016.2_PBM3.40.0644KLF1 (directAnnotation). Malignant cells
motiftaipale_cyt_meth__ZNF460_NAACGCCCCCCGN_eDBD_repr3.350.064ZNF460 (directAnnotation). Malignant cells
motiftransfac_pro__M057913.340.0639ZNF517 (directAnnotation). Malignant cells
motiftransfac_pro__M012533.320.0638CNOT3 (directAnnotation). Malignant cells
motifhdpi__NFIX3.30.0636NFIX (directAnnotation). Malignant cells
motifmetacluster_134.73.270.0634FOXD2; FOXG1; FOXI1; FOXJ2; FOXJ2; FOXJ3; FOXJ3; FOXK1; FOXK1; FOXK2; FOXO4; FOXO6; FOXP2 (directAnnotation). FOXC1; FOXO1; FOXO6 (inferredBy_Orthology). Malignant cells
motifmetacluster_153.43.120.0622SOX12; SOX14; SRY (directAnnotation). SOX5 (inferredBy_Orthology). Malignant cells
motiftransfac_pro__M048173.110.0621ZBTB33 (directAnnotation). Malignant cells
motiftransfac_pro__M028963.070.0618SPI1 (inferredBy_Orthology). Malignant cells
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Motifs and TFs regulating down-regulated DEGs in resistant group
motifmotifNESAUCTF_highConfCell_type
motiftaipale_tf_pairs__ETS2_RCCGGAAGTG_HT6.630.0607ETS2 (directAnnotation). Malignant cells
motifmetacluster_191.36.450.0596EHF; 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_166.46.150.0579BCLAF1; 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
motiftransfac_pro__M048265.710.0554EP300 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__ETV5_HOXA2_RSCGGWAATKR_CAP5.560.0545ETV5; HOXA2 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__FOXO1_ELK3_RCCGGAWGTKKW_CAP5.450.0539ELK3; FOXO1 (directAnnotation). Malignant cells
motifmetacluster_191.25.450.0539ELK4; NR2C2; NR2C2; NR2C2; NR2C2 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motifjaspar__MA1483.25.320.0531ELF2 (directAnnotation). Malignant cells
motifmetacluster_166.25.320.0531ELK4; ETS1; ETS1; ETV1; ETV3; ETV4; ETV5; ETV7 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motiftaipale_tf_pairs__MEIS1_ELF1_NTGCCGGAAGTN_CAP_repr5.120.052ELF1; MEIS1 (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

ETV1

metacluster_191.3upMalignant cellsNA

ETV1

metacluster_166.4upMalignant cellsNA

ETV1

metacluster_166.2upMalignant cellsNA

ETV1

metacluster_138.2upMalignant cellsNA

ETV1

taipale_tf_pairs__TEAD4_ETV1_RSCGGAAATRCM_CAPupMalignant cellsNA

STAT1

transfac_pro__M00492upMalignant cellsNA

NFIX

hdpi__NFIXupMalignant cellsNA

ETS2

taipale_tf_pairs__ETS2_RCCGGAAGTG_HTdownMalignant cellsNA

ETS2

metacluster_191.3downMalignant cellsNA

ETV4

metacluster_191.3downMalignant 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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