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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

IGF2BP3

ENSG000001362310.2546511.15e-121.82e-080.2770.158Malignant cellsNA

ACP1

ENSG000001437270.2544643.82e-166.03e-120.9910.985Malignant cellsNA

SPATS2

ENSG000001233520.2543013.79e-155.98e-110.5860.428Malignant cellsNA

RNPEPL1

ENSG000001423270.2540264.38e-176.92e-130.4160.247Malignant cellsNA

ADAMTS12

ENSG000002816900.2539036.48e-121.02e-070.4650.335Malignant cellsNA

DZIP1

ENSG000001348740.2534725.32e-228.41e-180.2850.119Malignant cellsNA

SPRY2

ENSG000001361580.2532581.78e-152.81e-110.4680.305Malignant cellsNA

MAN1B1

ENSG000001772390.252933.16e-144.99e-100.4450.303Malignant cellsNA

C9orf69

NA0.2527989.93e-171.57e-120.4250.262Malignant cellsNA

SH3BP4

ENSG000001301470.2526491.22e-141.93e-100.5230.367Malignant cellsNA

MAP3K2

ENSG000001699670.2526445.98e-139.45e-090.5140.373Malignant cellsNA

S1PR3

ENSG000002136940.2522111.05e-141.65e-100.3270.187Malignant cellsNA

SNTB2

ENSG000002608730.2519919.72e-151.54e-100.4920.335Malignant cellsNA

CLASP1

ENSG000000740540.2519069.24e-191.46e-140.3440.18Malignant cellsNA

ENC1

ENSG000001716170.2517511.74e-212.75e-170.2810.118Malignant cellsNA

GNAQ

ENSG000001560520.2514099.81e-151.55e-100.3850.239Malignant cellsNA

TEX2

ENSG000001364780.2512289.53e-181.51e-130.3140.162Malignant cellsNA

HEXIM1

ENSG000001868340.2508683.04e-154.81e-110.4550.297Malignant cellsNA

RNF216

ENSG000000112750.2501068.18e-151.29e-100.4620.309Malignant cellsNA

GRB2

ENSG00000177885-0.2500192.87e-114.53e-070.4850.602Malignant cellsNA

RILPL2

ENSG00000150977-0.2503694.52e-127.15e-080.4740.599Malignant cellsNA

SAP30BP

ENSG00000161526-0.2503791.45e-102.29e-060.4140.529Malignant cellsNA

CBR3

ENSG00000159231-0.2505471.90e-123.01e-080.2540.389Malignant cellsNA

ADPRHL2

NA-0.2511472.77e-154.38e-110.2450.398Malignant cellsNA

PPA2

ENSG00000138777-0.2513941.45e-102.29e-060.5490.644Malignant cellsNA

RPL41

ENSG00000229117-0.2515320.00e+000.00e+0011Malignant cellsNA

LAP3

ENSG00000002549-0.2517046.34e-131.00e-080.380.517Malignant cellsNA

MGLL

ENSG00000074416-0.2517359.66e-091.53e-040.2290.333Malignant cellsNA

PDCD2L

ENSG00000126249-0.251994.07e-156.43e-110.2250.372Malignant cellsNA

PSMF1

ENSG00000125818-0.2519998.96e-141.42e-090.6840.781Malignant cellsNA

AKAP17A

ENSG00000197976-0.2520931.99e-153.14e-110.2730.434Malignant cellsNA

ABL2

ENSG00000143322-0.2521172.32e-083.67e-040.5190.601Malignant cellsNA

NUDT11

ENSG00000196368-0.2521831.36e-142.14e-100.2440.392Malignant cellsNA

CD63

ENSG00000135404-0.2525521.04e-261.65e-220.9991Malignant cellsNA

TMEM219

ENSG00000149932-0.2528072.48e-133.92e-090.8530.897Malignant cellsNA

KRR1

ENSG00000111615-0.2528189.59e-111.52e-060.3060.423Malignant cellsNA

PGM1

ENSG00000079739-0.2529796.45e-121.02e-070.4760.609Malignant cellsNA

RAP1A

ENSG00000116473-0.2530532.86e-144.51e-100.640.745Malignant cellsNA

SAE1

ENSG00000142230-0.2530621.24e-121.96e-080.6250.738Malignant cellsNA

CDC42EP4

ENSG00000179604-0.2532577.53e-151.19e-100.3120.468Malignant cellsNA

RP9

ENSG00000164610-0.2533452.39e-153.77e-110.2750.431Malignant cellsNA

CHAMP1

ENSG00000198824-0.2535745.46e-128.62e-080.5530.663Malignant cellsNA

TSR3

ENSG00000007520-0.2536853.42e-175.40e-130.8790.925Malignant cellsNA

NUP88

ENSG00000108559-0.2537565.60e-188.85e-140.1920.354Malignant cellsNA

MRPL46

ENSG00000259494-0.2538535.87e-179.28e-130.240.409Malignant cellsNA

SEC61B

ENSG00000106803-0.2540062.82e-244.46e-200.9991Malignant cellsNA

USB1

ENSG00000103005-0.2542166.11e-139.66e-090.3850.52Malignant cellsNA

KIF5B

ENSG00000170759-0.25436.41e-171.01e-120.9110.953Malignant cellsNA

ARPC5L

ENSG00000136950-0.2543451.83e-142.89e-100.8540.931Malignant cellsNA

FLYWCH2

ENSG00000162076-0.2543647.34e-131.16e-080.460.592Malignant 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 Pathway3.30e-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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