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

Z83851.1

NA-0.3971210.00e+000.00e+000.3090.506Malignant cellsNA

ESD

ENSG00000139684-0.3989090.00e+000.00e+000.7150.85Malignant cellsNA

TCEAL7

ENSG00000182916-0.3989970.00e+000.00e+000.0030.262Malignant cellsNA

GLTSCR2

NA-0.3992040.00e+000.00e+000.9840.998Malignant cellsNA

ODC1

ENSG00000115758-0.3995650.00e+000.00e+000.9951Malignant cellsNA

RPS2

ENSG00000140988-0.4001150.00e+000.00e+0011Malignant cellsNA

ZMAT3

ENSG00000172667-0.4017060.00e+000.00e+000.2480.457Malignant cellsNA

MACROD1

ENSG00000133315-0.4018370.00e+000.00e+000.2110.458Malignant cellsNA

GNPAT

ENSG00000116906-0.4024280.00e+000.00e+000.4850.69Malignant cellsNA

BRD7

ENSG00000166164-0.4027820.00e+000.00e+000.7470.876Malignant cellsNA

OXLD1

ENSG00000204237-0.4034970.00e+000.00e+000.3820.602Malignant cellsNA

PMVK

ENSG00000163344-0.4043750.00e+000.00e+000.6260.803Malignant cellsNA

FBXO8

ENSG00000164117-0.4043980.00e+000.00e+000.2220.463Malignant cellsNA

SIGMAR1

ENSG00000147955-0.4045060.00e+000.00e+000.3520.572Malignant cellsNA

ARF1

ENSG00000143761-0.4046250.00e+000.00e+000.8960.966Malignant cellsNA

MT2A

ENSG00000125148-0.4067170.00e+000.00e+000.0150.263Malignant cellsNA

PIANP

ENSG00000139200-0.4069560.00e+000.00e+000.2130.461Malignant cellsNA

TBX3

ENSG00000135111-0.4079650.00e+000.00e+000.5510.719Malignant cellsNA

CNTN1

ENSG00000018236-0.4083760.00e+000.00e+000.0770.341Malignant cellsNA

EIF1

ENSG00000173812-0.4089820.00e+000.00e+0011Malignant cellsNA

LYN

ENSG00000254087-0.4104390.00e+000.00e+000.3540.59Malignant cellsNA

NUDT5

ENSG00000165609-0.4112880.00e+000.00e+000.4630.679Malignant cellsNA

NDUFA6

ENSG00000277365-0.4114870.00e+000.00e+000.9660.991Malignant cellsNA

P2RX5

ENSG00000083454-0.4130570.00e+000.00e+000.0080.286Malignant cellsNA

PARP1

ENSG00000143799-0.4138510.00e+000.00e+000.9951Malignant cellsNA

NBEA

ENSG00000172915-0.4138970.00e+000.00e+000.4490.66Malignant cellsNA

COQ9

ENSG00000088682-0.4141840.00e+000.00e+000.1860.447Malignant cellsNA

DYRK4

ENSG00000010219-0.4151880.00e+000.00e+000.0760.345Malignant cellsNA

ACOT7

ENSG00000097021-0.4154940.00e+000.00e+000.3930.609Malignant cellsNA

PHGDH

ENSG00000092621-0.4164430.00e+000.00e+000.6640.825Malignant cellsNA

GSTO2

ENSG00000065621-0.4178760.00e+000.00e+000.0930.36Malignant cellsNA

IDS

ENSG00000010404-0.4180350.00e+000.00e+000.3450.578Malignant cellsNA

TRAPPC2L

ENSG00000167515-0.4186930.00e+000.00e+000.6160.787Malignant cellsNA

CMC2

ENSG00000103121-0.4195860.00e+000.00e+000.4140.621Malignant cellsNA

ACO2

ENSG00000100412-0.4205210.00e+000.00e+000.540.728Malignant cellsNA

UQCR10

ENSG00000184076-0.4212350.00e+000.00e+000.9980.999Malignant cellsNA

EXOC3L1

ENSG00000179044-0.4217490.00e+000.00e+000.0370.299Malignant cellsNA

DHX30

ENSG00000132153-0.4218630.00e+000.00e+000.3320.564Malignant cellsNA

COL4A2

ENSG00000134871-0.4237870.00e+000.00e+000.0170.29Malignant cellsNA

HYAL2

ENSG00000068001-0.4240130.00e+000.00e+000.3020.544Malignant cellsNA

CYBA

ENSG00000051523-0.424250.00e+000.00e+000.2010.465Malignant cellsNA

FAM49B

NA-0.4245430.00e+000.00e+000.6650.828Malignant cellsNA

VCP

ENSG00000165280-0.4248360.00e+000.00e+000.4540.659Malignant cellsNA

ABHD14B

ENSG00000114779-0.4263750.00e+000.00e+000.0970.373Malignant cellsNA

RBP1

ENSG00000114115-0.4272580.00e+000.00e+000.5080.727Malignant cellsNA

C7orf55

NA-0.4279720.00e+000.00e+000.4360.652Malignant cellsNA

BCL11A

ENSG00000119866-0.4301170.00e+000.00e+000.0550.335Malignant cellsNA

HSPB1

ENSG00000106211-0.4311690.00e+000.00e+000.9490.99Malignant cellsNA

CLEC11A

ENSG00000105472-0.4325390.00e+000.00e+000.1280.402Malignant cellsNA

MCM10

ENSG00000065328-0.4329760.00e+000.00e+000.2760.511Malignant 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."