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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: GSE163836

Dataset summary for GSE163836

Datast informationDatasetGSE163836
PMID36409824
Raw data ID/linkPRJNA685991
OrganismHomo sapiens
SourceFCIBC02 cell line
TissueCell line
Cancer type level1Breast cancer
Cancer type level2Inflammatory breast cancer
Regimenpaclitaxel
Drug typeChemotherapy
Sample sizeresistant 1, sensitive 1
Cell number7358
Extract protocol10x genomics
Data processingCellRanger
Public datePublic on Nov 02, 2022
DescriptionThis dataset has 1 cell line with a sensitive pre-treatment sample and a resistant post-treatment sample.

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Drug summary for GSE163836

Drug nameDrugBank IDDrug typeTargets nameTargets uniprot ID
"Paclitaxel"

DB01229

small moleculeTUBB1; BCL2; MAP4; MAP2; MAPT; NR1I2Q9H4B7; P10415; P27816; P11137; P10636; O75469

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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

ZCCHC17

ENSG00000121766-0.2983910.00e+000.00e+000.3450.574Malignant cellsNA

TCEB3

NA-0.2984130.00e+000.00e+000.230.459Malignant cellsNA

TEX261

ENSG00000144043-0.2984560.00e+000.00e+000.140.362Malignant cellsNA

MRPL4

ENSG00000105364-0.2985020.00e+000.00e+000.6470.814Malignant cellsNA

SSR2

ENSG00000163479-0.2985170.00e+000.00e+000.9570.978Malignant cellsNA

MRPL49

ENSG00000149792-0.2987870.00e+000.00e+000.1130.327Malignant cellsNA

ANXA7

ENSG00000138279-0.2994220.00e+000.00e+000.3990.606Malignant cellsNA

RPL6

ENSG00000089009-0.2994310.00e+000.00e+0010.999Malignant cellsNA

HIBADH

ENSG00000106049-0.2994660.00e+000.00e+000.1360.358Malignant cellsNA

HADH

ENSG00000138796-0.2998630.00e+000.00e+000.310.523Malignant cellsNA

RCN2

ENSG00000117906-0.2998630.00e+000.00e+000.5880.777Malignant cellsNA

CCNG1

ENSG00000113328-0.3001310.00e+000.00e+000.0940.309Malignant cellsNA

JUN

ENSG00000177606-0.3002053.67e-346.28e-300.9550.962Malignant cellsNA

CDC73

ENSG00000134371-0.3003250.00e+000.00e+000.3220.539Malignant cellsNA

RNF114

ENSG00000124226-0.3003310.00e+000.00e+000.3360.549Malignant cellsNA

LAS1L

ENSG00000001497-0.3004570.00e+000.00e+000.1660.374Malignant cellsNA

LRRCC1

ENSG00000133739-0.3005490.00e+000.00e+000.2880.499Malignant cellsNA

RPUSD1

ENSG00000007376-0.3006140.00e+000.00e+000.3220.536Malignant cellsNA

CCT2

ENSG00000166226-0.300635.67e-319.70e-270.770.863Malignant cellsNA

PSAT1

ENSG00000135069-0.3006410.00e+000.00e+000.3730.574Malignant cellsNA

NDUFS8

ENSG00000110717-0.3007660.00e+000.00e+000.9510.985Malignant cellsNA

UBE2E1

ENSG00000170142-0.3008580.00e+000.00e+000.3890.606Malignant cellsNA

GTF2A2

ENSG00000140307-0.3008630.00e+000.00e+000.7720.902Malignant cellsNA

UBE2Q1

ENSG00000160714-0.3009140.00e+000.00e+000.4890.688Malignant cellsNA

SGOL1

NA-0.3010530.00e+000.00e+000.2250.39Malignant cellsNA

TMX1

ENSG00000139921-0.3010530.00e+000.00e+000.190.412Malignant cellsNA

UBE2D4

ENSG00000078967-0.3010870.00e+000.00e+000.1960.421Malignant cellsNA

OSER1

ENSG00000132823-0.3011870.00e+000.00e+000.3560.569Malignant cellsNA

BCL7C

ENSG00000099385-0.3013020.00e+004.26e-420.6650.815Malignant cellsNA

IER3IP1.1

NA-0.3015160.00e+000.00e+000.410.617Malignant cellsNA

PIR

ENSG00000087842-0.3016410.00e+000.00e+000.2050.413Malignant cellsNA

SPNS1

ENSG00000169682-0.3017260.00e+000.00e+000.1910.414Malignant cellsNA

AURKA

ENSG00000087586-0.3020522.78e-154.75e-110.2310.314Malignant cellsNA

SH3KBP1

ENSG00000147010-0.302410.00e+000.00e+000.3160.528Malignant cellsNA

CHTOP

ENSG00000160679-0.3024230.00e+000.00e+000.510.72Malignant cellsNA

MTHFD2

ENSG00000065911-0.3031950.00e+000.00e+000.6380.804Malignant cellsNA

TMED1

ENSG00000099203-0.3036070.00e+000.00e+000.2520.474Malignant cellsNA

FADS2

ENSG00000134824-0.3036660.00e+000.00e+000.2950.505Malignant cellsNA

ZCRB1

ENSG00000139168-0.3037580.00e+000.00e+000.4490.673Malignant cellsNA

ITSN2

ENSG00000198399-0.3039040.00e+000.00e+000.1040.326Malignant cellsNA

REEP6

ENSG00000115255-0.3040840.00e+000.00e+000.1030.324Malignant cellsNA

NOL12

ENSG00000273899-0.3044160.00e+000.00e+000.2680.495Malignant cellsNA

VSNL1

ENSG00000163032-0.3046810.00e+000.00e+000.2430.457Malignant cellsNA

HPRT1

ENSG00000165704-0.3047380.00e+000.00e+000.3330.549Malignant cellsNA

MTIF2

ENSG00000085760-0.304910.00e+000.00e+000.2070.437Malignant cellsNA

POLR2J

ENSG00000005075-0.3049220.00e+000.00e+000.8130.908Malignant cellsNA

RABIF

ENSG00000183155-0.3049430.00e+000.00e+000.3240.547Malignant cellsNA

TMEM237

ENSG00000155755-0.3050610.00e+000.00e+000.1950.404Malignant cellsNA

TCEA2

ENSG00000171703-0.305140.00e+000.00e+000.2670.485Malignant cellsNA

BOLA1

ENSG00000178096-0.3052410.00e+000.00e+000.2450.472Malignant 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 Pathway9.20e-124.60e-11176178111323467Malignant cellsANXA2,AURKA,BAX,CDK4,CDK6,CERS2,CRYAB,DCTD,DNMT1,EGFR,FADD,GSTP1,HMGA1,HSPA1A,ID1,IDH2,IFI27,JUN,PKM,MTA1,NFE2L2,PARP1,PEA15,RPS6,S100A4,ST3GAL4,SOX4,SOX9,STMN1,TPD52,YWHAZ,SLC25A5,ALDH1A3,ANXA1,ATG3,BAD,BID,BRD4,BTG1,CCND1,CCNE1,CCNG1,CD44,CDKN2A,CLTC,CAPNS1,DUSP1,DUSP2,DHFR,E2F1,EHF,EIF3A,HSP90B1,EZH2,GAPDH,G6PD,HAX1,HDAC3,HMGB2,HSPB1,EIF4A1,EIF4A3,ITGB1,JAG1,KEAP1,LDHA,MGMT,MOB1A,MAP2K1,MSH6,MYBL2,NOTCH2,NOTCH3,NTRK2,NUCKS1,OAZ2,PABPC1,PGK1,AGPAT2,POMP,PRKDC,PSMB5,RAC1,RAF1,RAB22A,RRM2,RND3,HNRNPA1,RSU1,SDC2,SDHB,SFPQ,SIAH2,SMC4,SMUG1,TPT1,UCP2,YBX1,YEATS4,ZNF217,ENO1,FASN,GNAS,CALR,GNAQ,CEBPD,EIF4EBP1,TM7SF2,PMVK,EBP,NUPR1,SIRT6,ACAT2
Aberration of the Drug's Therapeutic Target1.70e-024.20e-021761901323467Malignant cellsCDK4,CDK6,EGFR,IDH2,CDKN2A,DHFR,EZH2,MAP2K1,MSH6,SF3B1,COMT,AKR1B1,TOP2A
Drug Inactivation by Structure Modification1.40e-012.30e-01176127423467Malignant cellsGSTP1,CYP1B1,NME1,CMPK1
Irregularity in Drug Uptake and Drug Efflux7.80e-019.70e-01176137223467Malignant cellsABCB1,SLC34A2
Epigenetic Alteration of DNA, RNA or Protein1.00e+001.00e+0017614551323467Malignant cellsDNMT1,EGFR,H2AFY,IDH2,MTA1,CDKN2A,EZH2,GAPDH,SMC4,TIMP1,MALAT1,SMYD2,MT-CO2


check buttonHallmark, KEGG and GOBP enrichment results for up-regulated genes in resistant group. Only show the top 50 pathways with fdr<0.05. If certain cell types are not displayed, it means that there are no significant pathways based on DEGs in those cell types. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)
Up-regulated HallmarkUp-regulated KEGGUp-regulated GO BP

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check buttonHallmark, KEGG and GOBP enrichment results for down-regulated genes in resistant group. Only show the top 50 pathways with fdr<0.05. If certain cell types are not displayed, it means that there are no significant pathways based on DEGs in those cell types. (If the image exists, the user can click on it to enlarge it in a new window. Complete files can be downloaded from the download section.)
Down-regulated HallmarkDown-regulated KEGGDown-regulated GO BP

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MicroRNAs (miRNAs) regulating drug resistance-related DEGs for malignant cells

check buttonIn the pre-treatment samples, the miRNAs with a score greater than 80 that regulate the top10 abs(avg_log2FC) drug resistance-related DEGs for malignant cells are shown here. If the gene does not have any miRNAs with a score greater than 80, it will not be shown. Here only the names of miRNAs with a score greater than 90 are shown, but some names will not be shown because of too many overlaps. (Complete files containing all datasets and cell types can be downloaded from the download section.)

check buttonIn the post-treatment samples, the miRNAs with a score greater than 80 that regulate the top10 abs(avg_log2FC) drug resistance-related DEGs for Malignant cells are shown here. If the gene does not have any miRNAs with a score greater than 80, it will not be shown. Here only the names of miRNAs with a score greater than 90 are shown, but some names will not be shown because of too many overlaps. (Complete files containing all datasets and cell types can be downloaded from the download section.)

check buttonThis dataset only has one patient or is a cell line dataset, the resistant sample is the post-treatment sample and the sensitive sample is the pre-treatment sample. The miRNAs with a score greater than 80 that regulate the top10 abs(avg_log2FC) drug resistance-related DEGs for Malignant cells are shown here. Here only the names of miRNAs with a score greater than 80 are shown, but some names will not be shown because of too many overlaps. If the gene does not have any miRNAs with a score greater than 90, it will not be shown. (Complete files containing all datasets and cell types can be downloaded from the download section.)
Regulating up-regulated DEGs in resistant groupRegulating down-regulated DEGs in resistant group
boxplotboxplot

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Motifs and transcription factors (TFs) regulating drug resistance-related DEGs for each cell type

check buttonIn the pre-treatment samples, the motifs and TFs that regulate drug resistance-related DEGs for each cell type are shown here. (Complete files can be downloaded from the download section.)

check buttonIn the post-treatment samples, the motifs and TFs that regulate drug resistance-related DEGs for each cell type are shown here. (Complete files can be downloaded from the download section.)

check buttonThis dataset only has one patient or is a cell line dataset, the resistant sample is the post-treatment sample and the sensitive sample is the pre-treatment sample. Motifs and TFs that regulate drug resistance-related DEGs for each cell type are shown here. (Complete files can be downloaded from the download section.)
Motifs and TFs regulating up-regulated DEGs in resistant group
motifmotifNESAUCTF_highConfCell_type
motiftransfac_pro__M074363.70.0656WT1 (directAnnotation). Malignant cells
motiftransfac_pro__M074613.690.0655KLF1; KLF10; KLF11; KLF12; KLF13; KLF15; KLF16; KLF17; KLF2; KLF3; KLF4; KLF5; KLF6; KLF7; KLF8; KLF9 (directAnnotation). Malignant cells
motiftransfac_pro__M049163.660.0652TAF1 (directAnnotation). Malignant cells
motifmetacluster_3.143.620.0648WT1; WT1 (directAnnotation). Malignant cells
motiftransfac_pro__M012193.60.0647SP1 (directAnnotation). SP3 (inferredBy_Orthology). Malignant cells
motifhdpi__TFAM3.560.0643TFAM (directAnnotation). Malignant cells
motiftransfac_pro__M020893.530.064E2F3 (directAnnotation). Malignant cells
motiftransfac_pro__M073293.530.064SP7 (directAnnotation). Malignant cells
motiftransfac_pro__M011223.50.0638ZNF219 (directAnnotation). Malignant cells
motifkznf__ZNF311_Imbeault2017_RP_ChIP-seq3.490.0636ZNF311 (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_HT8.130.0658ETS2 (directAnnotation). Malignant cells
motifmetacluster_34.47.460.0621ETS1; ETS1; ETS1; HCFC1; SIX5; SIX5; SIX5; SIX5; SMARCC2; SMARCC2; THAP11; THAP11; ZNF143; ZNF143; ZNF143; ZNF143 (directAnnotation). TBX2; THAP11; THAP11; ZNF143 (inferredBy_Orthology). Malignant cells
motifmetacluster_191.36.80.0584EHF; 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
motifjaspar__MA1483.26.710.0579ELF2 (directAnnotation). Malignant cells
motifmetacluster_191.26.660.0577ELK4; NR2C2; NR2C2; NR2C2; NR2C2 (directAnnotation). GABPA (inferredBy_Orthology). Malignant cells
motifmetacluster_166.46.490.0567BCLAF1; 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
motiftaipale_tf_pairs__MEIS1_ELF1_NTGCCGGAAGTN_CAP_repr6.150.0549ELF1; MEIS1 (directAnnotation). Malignant cells
motiftransfac_pro__M048266.130.0547EP300 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__ETV5_HOXA2_RSCGGWAATKR_CAP6.110.0546ETV5; HOXA2 (directAnnotation). Malignant cells
motifhdpi__FLI15.850.0532FLI1 (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

ELF3

metacluster_166.4upMalignant cellsNA

ELF5

metacluster_166.4upMalignant cellsNA

FOS

metacluster_174.2upMalignant cellsNA

PBX1

metacluster_174.2upMalignant cellsNA

ZNF580

metacluster_138.2upMalignant cellsNA

KLF2

transfac_pro__M07461upMalignant cellsNA

MAZ

homer__GGGGGGGG_MazupMalignant cellsNA

KLF2

transfac_pro__M08819upMalignant cellsNA

MAZ

metacluster_133.2upMalignant cellsNA

EHF

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."
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."