DRMref Logo

Home

Download

Statistics

Landscape

Help

Contact

Center for Computational Systems Medicine
leaf

Dataset summary

leaf

Drug summary

leaf

Umap of single cell types and conditions (resistant and sensitive)

leaf

Comparison of cell composition between the resistant and sensitive groups (This dataset does not contain this module)

leaf

Comparison of intra-tumor heterogeneity (ITH) and epithelial-mesenchymal transition (EMT) scores of malignant cells between the resistant and sensitive groups

leaf

Difference of cell-cell interactions between the resistant and sensitive groups (This dataset does not contain this module)

Soverview

Differentially expressed genes (DEGs) between the resistant and sensitive groups for each cell type

Soverview

Mechanism analysis of drug resistance-related DEGs for each cell type in the pre-treatment samples (This dataset does not contain this module)

Soverview

Mechanism analysis of drug resistance-related DEGs for each cell type in the post-treatment samples (This dataset does not contain this module)

Soverview

Mechanism analysis of drug resistance-related DEGs for each cell type in one patient or cell lines

Soverview

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

Soverview

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

     •

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.

Top

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

Top

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

Top

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.)

Top

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

Top

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.)

Top

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

MORN2

ENSG00000188010-0.287620.00e+000.00e+000.2140.437Malignant cellsNA

FSD1

ENSG00000105255-0.287880.00e+000.00e+000.1250.333Malignant cellsNA

CDCA5

ENSG00000146670-0.2878840.00e+000.00e+000.1520.332Malignant cellsNA

ASPH

ENSG00000198363-0.2879550.00e+000.00e+000.3780.61Malignant cellsNA

MRPL34

ENSG00000130312-0.2881620.00e+000.00e+000.520.731Malignant cellsNA

HCCS

ENSG00000004961-0.2884840.00e+000.00e+000.190.416Malignant cellsNA

DRG2

ENSG00000108591-0.2890850.00e+000.00e+000.2140.433Malignant cellsNA

SCNM1

ENSG00000163156-0.2891770.00e+000.00e+000.4760.678Malignant cellsNA

EIF6

ENSG00000242372-0.2893175.26e-379.01e-330.7880.886Malignant cellsNA

STRBP

ENSG00000165209-0.2893280.00e+000.00e+000.3060.539Malignant cellsNA

CD2BP2

ENSG00000169217-0.2905760.00e+000.00e+000.2230.431Malignant cellsNA

ZDHHC6

ENSG00000023041-0.2908690.00e+000.00e+000.2070.423Malignant cellsNA

HSPB11

ENSG00000081870-0.2912560.00e+001.40e-450.5060.696Malignant cellsNA

MRI1

ENSG00000037757-0.2914110.00e+000.00e+000.1640.377Malignant cellsNA

TRMT6

ENSG00000089195-0.2914390.00e+000.00e+000.1840.407Malignant cellsNA

PES1

ENSG00000100029-0.2916610.00e+000.00e+000.1650.37Malignant cellsNA

PSMC1

ENSG00000100764-0.2917123.34e-395.71e-350.6150.766Malignant cellsNA

HINT1

ENSG00000169567-0.2919710.00e+000.00e+0011Malignant cellsNA

ARL2

ENSG00000213465-0.2920130.00e+000.00e+000.710.868Malignant cellsNA

CISD1

ENSG00000122873-0.2921730.00e+000.00e+000.5390.731Malignant cellsNA

PDHA1

ENSG00000131828-0.292360.00e+000.00e+000.4430.642Malignant cellsNA

MAD2L2

ENSG00000116670-0.2926030.00e+000.00e+000.4530.648Malignant cellsNA

YIPF4

ENSG00000119820-0.2926240.00e+000.00e+000.380.6Malignant cellsNA

EMC7

ENSG00000134153-0.2927140.00e+000.00e+000.2830.506Malignant cellsNA

PDHB

ENSG00000168291-0.2932720.00e+000.00e+000.2530.459Malignant cellsNA

ERLEC1

ENSG00000068912-0.2933860.00e+000.00e+000.2470.472Malignant cellsNA

FAM213A

NA-0.2936530.00e+000.00e+000.4860.693Malignant cellsNA

NSMCE1

ENSG00000169189-0.2937740.00e+000.00e+000.2950.505Malignant cellsNA

C4orf3

ENSG00000164096-0.2938020.00e+000.00e+000.6740.835Malignant cellsNA

NANS

ENSG00000095380-0.2939470.00e+000.00e+000.6050.786Malignant cellsNA

GOLGA7

ENSG00000147533-0.2941980.00e+000.00e+000.1760.408Malignant cellsNA

TRUB2

ENSG00000167112-0.2946520.00e+000.00e+000.330.543Malignant cellsNA

ARMC10

ENSG00000282813-0.294760.00e+000.00e+000.3970.623Malignant cellsNA

HILPDA

ENSG00000135245-0.2954340.00e+000.00e+000.4250.611Malignant cellsNA

YIF1B

ENSG00000167645-0.2956150.00e+000.00e+000.340.553Malignant cellsNA

ST6GALNAC4

ENSG00000136840-0.2956750.00e+000.00e+000.20.415Malignant cellsNA

TRAPPC2L

ENSG00000167515-0.2959390.00e+000.00e+000.530.728Malignant cellsNA

EIF2S1

ENSG00000134001-0.2960340.00e+000.00e+000.4380.63Malignant cellsNA

JPX

ENSG00000225470-0.2961110.00e+000.00e+000.1910.402Malignant cellsNA

ATP5L

NA-0.2966660.00e+000.00e+000.960.987Malignant cellsNA

CNTNAP2

ENSG00000278728-0.2966680.00e+000.00e+000.0620.273Malignant cellsNA

RHOT2

ENSG00000140983-0.2966940.00e+000.00e+000.2740.499Malignant cellsNA

RPL15

ENSG00000174748-0.2968360.00e+000.00e+0010.998Malignant cellsNA

TMEM208

ENSG00000168701-0.2972070.00e+000.00e+000.5250.737Malignant cellsNA

BCAT2

ENSG00000105552-0.2972430.00e+000.00e+000.2870.494Malignant cellsNA

ZNF672

ENSG00000171161-0.297470.00e+000.00e+000.1260.346Malignant cellsNA

WDR61

NA-0.2975390.00e+000.00e+000.3070.51Malignant cellsNA

HMOX2

ENSG00000277424-0.2978940.00e+000.00e+000.4880.689Malignant cellsNA

EBP

ENSG00000147155-0.2981480.00e+000.00e+000.440.655Malignant cellsNA

MAPK1IP1L

ENSG00000168175-0.298370.00e+000.00e+000.4060.62Malignant cellsNA
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36

Top

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.)

Top

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.)

Top

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 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

boxplot

boxplot

boxplot

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

boxplot

boxplot

boxplot

Top

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

Top

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
Page: 1 2 3 4 5

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
Page: 1 2 3 4 5 6

Top

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
Page: 1




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."