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: GSE115251

Dataset summary for GSE115251

Datast informationDatasetGSE115251
PMID31391581
Raw data ID/linkPRJNA474340
OrganismHomo sapiens
SourceKelly cell line
TissueCell line
Cancer type level1Neuroblastoma
Cancer type level2Neuroblastoma
RegimenTAE684
Drug typeTargeted therapy
Sample sizeresistant 1, sensitive 1
Cell number11790
Extract protocol10x genomics
Data processingCellRanger
Public datePublic on Aug 07, 2019
DescriptionThis dataset has 2 cell lines, each with a sensitive pre-treatment sample and a resistant post-treatment sample.

Top

Drug summary for GSE115251

Drug nameDrugBank IDDrug typeTargets nameTargets uniprot ID
"TAE684" is not included in the drug list.

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

PIP4K2A

ENSG00000150867-0.2712170.00e+000.00e+000.0870.255Malignant cellsNA

GTF2H5

ENSG00000272047-0.2719210.00e+000.00e+000.5770.72Malignant cellsNA

AFMID

ENSG00000183077-0.2727240.00e+000.00e+000.190.351Malignant cellsNA

MT-ATP6

ENSG00000198899-0.2731650.00e+000.00e+0011Malignant cellsNA

ZC3H18

ENSG00000158545-0.273440.00e+000.00e+000.3230.486Malignant cellsNA

APTX

ENSG00000137074-0.273680.00e+000.00e+000.2210.388Malignant cellsNA

TPM4

ENSG00000167460-0.2737150.00e+000.00e+000.3850.53Malignant cellsNA

SOD2

ENSG00000291237-0.2746630.00e+000.00e+000.3330.498Malignant cellsNA

EXOSC7

ENSG00000075914-0.2749870.00e+000.00e+000.290.467Malignant cellsNA

GNB2

ENSG00000172354-0.27540.00e+000.00e+000.5130.638Malignant cellsNA

PES1

ENSG00000100029-0.2755360.00e+000.00e+000.4740.611Malignant cellsNA

KAZN

ENSG00000189337-0.2760960.00e+000.00e+000.2390.419Malignant cellsNA

POLR2F

ENSG00000100142-0.2761950.00e+000.00e+000.980.993Malignant cellsNA

RPL13A

ENSG00000142541-0.276810.00e+000.00e+0011Malignant cellsNA

CD3EAP

NA-0.277130.00e+000.00e+000.5640.679Malignant cellsNA

SH3BP5

ENSG00000131370-0.2774090.00e+000.00e+000.0780.258Malignant cellsNA

ZDHHC3

ENSG00000163812-0.2774240.00e+000.00e+000.3130.474Malignant cellsNA

MIEF1

ENSG00000100335-0.2784750.00e+000.00e+000.5150.649Malignant cellsNA

ATP5F1

NA-0.2788150.00e+000.00e+000.9740.99Malignant cellsNA

FAM107B

ENSG00000065809-0.279180.00e+000.00e+000.2360.407Malignant cellsNA

C6orf48

NA-0.27950.00e+000.00e+000.670.774Malignant cellsNA

DUS1L

ENSG00000169718-0.2796470.00e+000.00e+000.5160.627Malignant cellsNA

ENDOG

ENSG00000167136-0.2800670.00e+000.00e+000.5850.699Malignant cellsNA

ETV5

ENSG00000244405-0.2801290.00e+000.00e+000.0780.259Malignant cellsNA

TRMT2A

ENSG00000099899-0.2804050.00e+000.00e+000.1490.333Malignant cellsNA

HEATR2

NA-0.2805970.00e+000.00e+000.4030.555Malignant cellsNA

TTC8

ENSG00000165533-0.2806220.00e+000.00e+000.1150.277Malignant cellsNA

AMD1

ENSG00000123505-0.2807430.00e+000.00e+000.5160.665Malignant cellsNA

DYNC1LI2

ENSG00000135720-0.2810070.00e+000.00e+000.3490.506Malignant cellsNA

PRRT2

ENSG00000167371-0.2811210.00e+000.00e+000.4070.578Malignant cellsNA

HIF1A

ENSG00000100644-0.2813490.00e+000.00e+000.4580.597Malignant cellsNA

SMIM4

ENSG00000168273-0.2816680.00e+000.00e+000.2830.445Malignant cellsNA

LRRTM1

ENSG00000162951-0.2816830.00e+000.00e+000.1710.358Malignant cellsNA

RAB18

ENSG00000099246-0.2817690.00e+000.00e+000.2160.394Malignant cellsNA

AKAP1

ENSG00000121057-0.2818940.00e+000.00e+000.4380.6Malignant cellsNA

AMT

ENSG00000145020-0.2821740.00e+000.00e+000.0830.27Malignant cellsNA

OSBPL1A

ENSG00000141447-0.28250.00e+000.00e+000.2650.429Malignant cellsNA

CTD-2314B22.3

NA-0.2834350.00e+000.00e+000.5930.726Malignant cellsNA

RPS19

ENSG00000105372-0.2836780.00e+000.00e+0011Malignant cellsNA

ZCCHC7

ENSG00000147905-0.2837220.00e+000.00e+000.1740.359Malignant cellsNA

ARF4

ENSG00000168374-0.2842720.00e+000.00e+000.5270.671Malignant cellsNA

MCM5

ENSG00000100297-0.28560.00e+000.00e+000.4250.576Malignant cellsNA

ELP6

ENSG00000163832-0.2856480.00e+000.00e+000.3470.51Malignant cellsNA

AIDA

ENSG00000186063-0.2858060.00e+000.00e+000.440.59Malignant cellsNA

CD27-AS1

ENSG00000215039-0.2861360.00e+000.00e+000.4190.578Malignant cellsNA

HADHA

ENSG00000084754-0.2864930.00e+000.00e+000.7420.851Malignant cellsNA

MAP3K1

ENSG00000095015-0.286540.00e+000.00e+000.0680.257Malignant cellsNA

SEPHS1

ENSG00000086475-0.2866360.00e+000.00e+000.30.474Malignant cellsNA

RPL26

ENSG00000161970-0.2870560.00e+000.00e+0011Malignant cellsNA

GSE1

ENSG00000131149-0.2871710.00e+000.00e+000.3340.499Malignant 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

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 Pathway7.80e-133.90e-1213987819923467Malignant cellsAKAP1,ANXA2,AURKA,BCL11A,BCAT1,CTSL,CDK4,CDK6,CDKN1A,CIAPIN1,CTNNB1,DLK1,EPAS1,GSTP1,SLC2A1,HIF1A,HMGA1,ID1,MAGEA6,MAGEA12,NFE2L2,PARP1,PTEN,PTPN11,KRAS,RALBP1,RHOA,RPS6,SFRP1,SHC1,SOX2,SOX9,STMN1,TYMS,AKAP12,ANK2,BAG1,BID,HSPA5,BRD7,BTG1,CCNB1,CCND1,ALCAM,DKK1,DHFR,HSP90B1,EZH2,FANCA,FYN,GAPDH,GRB2,HDAC1,HMGN5,HNRNPU,HSPB1,IDH1,EIF4A1,ITGB1,KDM5B,LDHA,MAP3K1,MYCN,NFATC3,OAZ2,PDE4D,PSMG2,PTPN1,RAC1,RAP1B,HRAS,RAB22A,RRM1,HNRNPA1,RSU1,SDC2,SLAIN1,SMARCC1,SOD2,SRI,STK4,TMEM54,TOP1,YY1,UBE2C,USP14,YBX1,YEATS4,FASN,GNAS,CALR,RET,NPM1,CEBPD,MDK,PRKCA,TM7SF2,PMVK,QPRT
Aberration of the Drug's Therapeutic Target8.70e-022.20e-01139890923467Malignant cellsCDK4,CDK6,DHFR,EZH2,IDH1,SF3B1,RET,NPM1,COMT
Drug Inactivation by Structure Modification2.20e-013.60e-01139827323467Malignant cellsGSTP1,GSS,SOD2
Irregularity in Drug Uptake and Drug Efflux9.00e-011.00e+00139837123467Malignant cellsSLC2A1
Epigenetic Alteration of DNA, RNA or Protein1.00e+001.00e+001398455923467Malignant cellsH2AFY,EIF4G2,TYMS,EZH2,GAPDH,IDH1,MALAT1,RET,SMYD2


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
motiftaipale_cyt_meth__E2F2_GCGCGCGCGYW_eDBD_repr3.840.0626E2F2 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__ETS2_RCCGGAAGTG_HT3.750.0618ETS2 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__E2F1_HES7_RRCRCGYGYNNNNSGCGCSN_CAP_repr3.690.0613E2F1; HES7 (directAnnotation). Malignant cells
motifkznf__ZNF25_Imbeault2017_OM_MEME3.690.0613ZNF25 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__ETV5_HES7_NNCACGTGNNNNCCGGAANN_CAP3.360.0586ETV5; HES7 (directAnnotation). Malignant cells
motifmetacluster_191.33.210.0573EHF; 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
motiftaipale_tf_pairs__HOXB2_ETV4_ACCGGAAATGAN_CAP3.180.0571ETV4; HOXB2 (directAnnotation). Malignant cells
motifkznf__ZFP57_Imbeault2017_RP_ChIP-seq3.170.057ZFP57 (directAnnotation). Malignant cells
motiftaipale_tf_pairs__ELF2_NATGCGGAAGTR_HT3.150.0569ELF2 (directAnnotation). Malignant cells
motifkznf__ZNF777_Imbeault2017_RP_ChIP-seq3.110.0565ZNF777 (directAnnotation). Malignant cells
Page: 1 2

Motifs and TFs regulating down-regulated DEGs in resistant group
motifmotifNESAUCTF_highConfCell_type
motifhdpi__NFIX3.880.0567NFIX (directAnnotation). Malignant cells
motiftransfac_pro__M038133.650.0553POU3F3 (directAnnotation). Malignant cells
motifhocomoco__MNX1_HUMAN.H11MO.0.D3.510.0543MNX1 (directAnnotation). Malignant cells
motifhdpi__ZNF1933.480.0541ZSCAN9 (directAnnotation). Malignant cells
motifhdpi__FOXM13.350.0533FOXM1 (directAnnotation). Malignant cells
motiftransfac_pro__M060743.260.0527ZNF732 (directAnnotation). Malignant cells
motifjaspar__MA1106.13.250.0527HIF1A (directAnnotation). Malignant cells
motifhocomoco__OTX1_HUMAN.H11MO.0.D3.250.0526OTX1 (directAnnotation). Malignant cells
motifhocomoco__TYY2_HUMAN.H11MO.0.D3.160.0521YY2 (directAnnotation). Malignant cells
motiftransfac_pro__M057683.110.0518ZNF544 (directAnnotation). Malignant cells
Page: 1 2

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

HIF1A

jaspar__MA1106.1downMalignant cellsNA

ETV5

taipale_tf_pairs__ETV5_HES7_NNCACGTGNNNNCCGGAANN_CAPdownMalignant cellsNA

ETV5

metacluster_191.3downMalignant cellsNA

FEV

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."