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Dataset: GSE131984_JQ1Pal |
Dataset summary for GSE131984_JQ1Pal |
Datast information | Dataset | GSE131984_JQ1Pal |
PMID | 32393766 | |
Raw data ID/link | PRJNA545508 | |
Organism | Homo sapiens | |
Source | SUM159 cell line | |
Tissue | Cell line | |
Cancer type level1 | Breast cancer | |
Cancer type level2 | Triple-negative breast cancer (TNBC) | |
Regimen | JQ1 + palbociclib | |
Drug type | Targeted therapy | |
Sample size | resistant 1, sensitive 2 | |
Cell number | 2085 | |
Extract protocol | 10x genomics | |
Data processing | CellRanger 2.1.0 | |
Public date | Public on Apr 08, 2024 | |
Description | This dataset has 1 cell line with 2 sensitive pre-treatment samples and 1 resistant post-treatment samples. |
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Drug summary for GSE131984_JQ1Pal |
Drug name | DrugBank ID | Drug type | Targets name | Targets uniprot ID |
"JQ1" is not included in the drug list. | ||||
"Palbociclib" | DB09073 | small molecule | CDK4; CDK6 | P11802; Q00534 |
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Umap of single cell types and conditions (resistant and sensitive) |
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Umap of cell types![]() | Umap of conditions![]() |
Umap of cell clusters![]() | Cell ratio of drug-resistant and sensitive groups within each cluster![]() |
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Comparison of cell composition between the resistant and sensitive groups |
![]() * represents significant difference. (If the image exists, the user can click on it to enlarge it in a new window.) |
![]() * 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 |
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Comparison of ITH scores![]() | Comparison of EMT scores![]() |
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Difference of cell-cell interactions between the resistant and sensitive groups |
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Differentially expressed genes (DEGs) between the resistant and sensitive groups for each cell type |
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Gene symbol | Gene id | avg_log2FC | p_val | p_val_adj | pct.1 | pct.2 | Cell type | Timepoint |
MRPL19 | ENSG00000115364 | -0.570313 | 0.00e+00 | 6.17e-44 | 0.619 | 0.808 | Malignant cells | NA |
GNL2 | ENSG00000134697 | -0.57043 | 0.00e+00 | 0.00e+00 | 0.304 | 0.605 | Malignant cells | NA |
BIRC3 | ENSG00000023445 | -0.571043 | 0.00e+00 | 0.00e+00 | 0.087 | 0.357 | Malignant cells | NA |
HIGD1A | ENSG00000181061 | -0.571054 | 0.00e+00 | 0.00e+00 | 0.682 | 0.861 | Malignant cells | NA |
MVB12A | ENSG00000141971 | -0.571235 | 0.00e+00 | 0.00e+00 | 0.479 | 0.751 | Malignant cells | NA |
NDUFB8.1 | NA | -0.571548 | 0.00e+00 | 0.00e+00 | 0.895 | 0.978 | Malignant cells | NA |
MRPL14 | ENSG00000180992 | -0.57204 | 0.00e+00 | 0.00e+00 | 0.979 | 0.995 | Malignant cells | NA |
PFDN1 | ENSG00000113068 | -0.572727 | 0.00e+00 | 0.00e+00 | 0.634 | 0.851 | Malignant cells | NA |
HAUS1 | ENSG00000152240 | -0.572744 | 2.80e-45 | 4.06e-41 | 0.501 | 0.716 | Malignant cells | NA |
EIF4E | ENSG00000151247 | -0.573824 | 2.80e-45 | 5.18e-41 | 0.532 | 0.738 | Malignant cells | NA |
GADD45GIP1 | ENSG00000179271 | -0.574566 | 0.00e+00 | 0.00e+00 | 0.993 | 1 | Malignant cells | NA |
ATP5F1 | NA | -0.575975 | 0.00e+00 | 0.00e+00 | 0.932 | 0.972 | Malignant cells | NA |
HNRNPC | ENSG00000092199 | -0.576154 | 0.00e+00 | 0.00e+00 | 0.979 | 0.992 | Malignant cells | NA |
DNPH1 | ENSG00000112667 | -0.576373 | 0.00e+00 | 0.00e+00 | 0.848 | 0.959 | Malignant cells | NA |
TSC22D1 | ENSG00000102804 | -0.576789 | 0.00e+00 | 5.61e-45 | 0.958 | 0.978 | Malignant cells | NA |
BANF1 | ENSG00000175334 | -0.57688 | 0.00e+00 | 0.00e+00 | 0.802 | 0.926 | Malignant cells | NA |
PLSCR1 | ENSG00000188313 | -0.577884 | 0.00e+00 | 0.00e+00 | 0.32 | 0.621 | Malignant cells | NA |
LSM2 | ENSG00000236826 | -0.578025 | 0.00e+00 | 0.00e+00 | 0.956 | 0.991 | Malignant cells | NA |
CDC42 | ENSG00000070831 | -0.578088 | 0.00e+00 | 0.00e+00 | 0.935 | 0.977 | Malignant cells | NA |
UQCC2 | ENSG00000137288 | -0.578401 | 0.00e+00 | 0.00e+00 | 0.867 | 0.953 | Malignant cells | NA |
EIF4EBP1 | ENSG00000187840 | -0.57949 | 0.00e+00 | 0.00e+00 | 0.976 | 0.998 | Malignant cells | NA |
NREP | ENSG00000134986 | -0.579795 | 1.14e-43 | 1.79e-39 | 0.465 | 0.712 | Malignant cells | NA |
APOC1 | ENSG00000130208 | -0.579801 | 0.00e+00 | 0.00e+00 | 0.077 | 0.336 | Malignant cells | NA |
PLEK2 | ENSG00000100558 | -0.580645 | 0.00e+00 | 2.80e-45 | 0.437 | 0.697 | Malignant cells | NA |
PSMG1 | ENSG00000183527 | -0.580775 | 0.00e+00 | 0.00e+00 | 0.834 | 0.945 | Malignant cells | NA |
TARS | NA | -0.580818 | 0.00e+00 | 0.00e+00 | 0.718 | 0.867 | Malignant cells | NA |
CD99 | ENSG00000002586 | -0.581038 | 0.00e+00 | 0.00e+00 | 0.935 | 0.978 | Malignant cells | NA |
ECH1 | ENSG00000282853 | -0.581486 | 0.00e+00 | 2.24e-44 | 0.396 | 0.665 | Malignant cells | NA |
SSSCA1 | NA | -0.581582 | 1.40e-45 | 3.26e-41 | 0.56 | 0.754 | Malignant cells | NA |
TBCA | ENSG00000171530 | -0.582147 | 0.00e+00 | 0.00e+00 | 0.994 | 1 | Malignant cells | NA |
CLTB | ENSG00000175416 | -0.58222 | 0.00e+00 | 0.00e+00 | 0.885 | 0.972 | Malignant cells | NA |
RPS19BP1 | ENSG00000187051 | -0.582298 | 0.00e+00 | 0.00e+00 | 0.922 | 0.98 | Malignant cells | NA |
C11orf31 | NA | -0.582366 | 0.00e+00 | 0.00e+00 | 0.868 | 0.963 | Malignant cells | NA |
AGTRAP | ENSG00000177674 | -0.583263 | 0.00e+00 | 0.00e+00 | 0.423 | 0.697 | Malignant cells | NA |
NOL7 | ENSG00000225921 | -0.585093 | 0.00e+00 | 0.00e+00 | 0.858 | 0.959 | Malignant cells | NA |
PSMD3 | ENSG00000108344 | -0.585126 | 0.00e+00 | 0.00e+00 | 0.678 | 0.851 | Malignant cells | NA |
PSMD14 | ENSG00000115233 | -0.587422 | 1.55e-42 | 2.45e-38 | 0.794 | 0.877 | Malignant cells | NA |
NHP2L1 | NA | -0.587651 | 0.00e+00 | 0.00e+00 | 0.992 | 1 | Malignant cells | NA |
YWHAH | ENSG00000128245 | -0.588156 | 0.00e+00 | 0.00e+00 | 0.874 | 0.954 | Malignant cells | NA |
PMP22 | ENSG00000109099 | -0.589067 | 6.31e-44 | 1.00e-39 | 0.562 | 0.752 | Malignant cells | NA |
SNRNP70 | ENSG00000104852 | -0.589205 | 0.00e+00 | 0.00e+00 | 0.752 | 0.872 | Malignant cells | NA |
ECHDC1 | ENSG00000093144 | -0.589506 | 0.00e+00 | 0.00e+00 | 0.453 | 0.717 | Malignant cells | NA |
SLBP | ENSG00000163950 | -0.590077 | 8.89e-38 | 1.41e-33 | 0.602 | 0.755 | Malignant cells | NA |
HTATSF1 | ENSG00000102241 | -0.59171 | 0.00e+00 | 4.20e-45 | 0.465 | 0.71 | Malignant cells | NA |
MRPL36 | ENSG00000171421 | -0.592687 | 0.00e+00 | 0.00e+00 | 0.983 | 0.997 | Malignant cells | NA |
RAD23A | ENSG00000179262 | -0.593416 | 0.00e+00 | 0.00e+00 | 0.881 | 0.978 | Malignant cells | NA |
MYL12B | ENSG00000118680 | -0.594043 | 0.00e+00 | 0.00e+00 | 0.978 | 0.998 | Malignant cells | NA |
PCNA | ENSG00000132646 | -0.594365 | 2.43e-25 | 3.85e-21 | 0.553 | 0.703 | Malignant cells | NA |
GSPT1 | ENSG00000103342 | -0.595857 | 0.00e+00 | 0.00e+00 | 0.752 | 0.896 | Malignant cells | NA |
PRELID1 | ENSG00000169230 | -0.595911 | 0.00e+00 | 0.00e+00 | 0.998 | 1 | Malignant cells | NA |
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Mechanism analysis of drug resistance-related DEGs for each cell type in the pre-treatment samples |
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Mechanism analysis of drug resistance-related DEGs for each cell type in the post-treatment samples |
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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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Enrichment results for 5 known drug resistance mechanisms in malignant cells |
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Mechnism | Pval | FDR | Signature | Geneset | Overlap | Background | Cell type | Enriched Genes |
Unusual Activation of Pro-survival Pathway | 3.30e-23 | 1.70e-22 | 2427 | 781 | 174 | 23467 | Malignant cells | ADAM10,ATG5,AURKA,BAX,BBC3,BCAT1,BIRC5,CTSL,CDCP1,CDK4,CFLAR,CIAPIN1,DCTD,DUSP6,EGFR,EPAS1,FADD,FBXW7,FUBP1,GLS,HMGA1,HMGB1,HMOX1,IFI27,ISG15,JUN,MAGEA6,MAGEA12,MCL1,MET,MYC,PARP1,PPARG,RHOA,S100A4,SHC1,SOX4,SOX9,SPRY2,STMN1,TGFB1,TGFBR2,PBK,TYMS,AAMDC,SLC25A5,AIFM1,AR,ANXA1,TFAP2A,ATG3,ATM,BID,HSPA5,BRD7,CASP1,CAV2,CCNA2,CCNB1,CDK1,CCND1,CD44,HSPD1,COL1A1,CRIM1,CUL4A,DDIT3,HSP90B1,EPHA2,EREG,EZH2,EZR,FAT1,FN1,FIS1,FOXO3,FTL,FUS,FYN,G6PD,GAS6,GRB2,HAX1,HDAC3,HIPK2,HMGB2,HMGN5,HNRNPU,HSPA8,HSPB1,EIF4A1,EIF4A3,EIF4E,NFKBIA,ITGB1,LASP1,LDHA,LRRFIP1,MTDH,MXD4,MAGEA3,MAPK3,MYBL2,NCOA3,NQO1,NUCKS1,PIK3R1,PDCD10,PDCD4,PGK1,AGPAT2,PLK1,POMP,PSMB5,PSMG2,PTPN1,PTPN12,RAP1A,RAP1B,RAB27A,RRM2,HNRNPA1,ROCK2,S100A11,SDC2,SDHB,SFPQ,SMAD7,SMC4,SMUG1,SOCS3,SOD2,SPIN1,SRSF2,STK4,TFAM,TNFAIP3,TUSC3,UBE2C,USP22,AXL,ULK1,WEE1,WLS,XRCC4,YBX1,ZKSCAN1,ZNF217,ENO1,FASN,PFKL,GNAS,CD33,GNA11,GNAQ,ARAF,NPM1,IL7R,CEBPD,EIF4EBP1,EPHB4,IDI1,INSIG1,PRKCA,RCN1,PMVK,EBP,ACAP2,NUPR1,TRIB3,CERS6,APP,WTAP,ACAT2 |
Drug Inactivation by Structure Modification | 1.40e-01 | 3.50e-01 | 2427 | 27 | 5 | 23467 | Malignant cells | CES1,SOD2,CDA,NME1,CMPK1 |
Irregularity in Drug Uptake and Drug Efflux | 5.40e-01 | 7.40e-01 | 2427 | 37 | 4 | 23467 | Malignant cells | SLC3A2,ABCA1,ABCE1,TAP1 |
Aberration of the Drug's Therapeutic Target | 5.90e-01 | 7.40e-01 | 2427 | 90 | 9 | 23467 | Malignant cells | CDK4,EGFR,MET,AR,EZH2,GNA11,NPM1,COMT,AKR1B1 |
Epigenetic Alteration of DNA, RNA or Protein | 1.00e+00 | 1.00e+00 | 2427 | 455 | 21 | 23467 | Malignant cells | ATG5,EGFR,FBXW7,H2AFY,LMNA,MET,PPARG,SPRY2,TRIP6,TYMS,PMAIP1,EZH2,FOXO3,MAPK3,PDCD4,SMC4,MALAT1,GDI2,PPP1R15A,MT-CO2,NABP1 |
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Up-regulated Hallmark | Up-regulated KEGG | Up-regulated GO BP |
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Down-regulated Hallmark | Down-regulated KEGG | Down-regulated GO BP |
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MicroRNAs (miRNAs) regulating drug resistance-related DEGs for malignant cells |
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Regulating up-regulated DEGs in resistant group | Regulating down-regulated DEGs in resistant group |
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Motifs and transcription factors (TFs) regulating drug resistance-related DEGs for each cell type |
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Motifs and TFs regulating up-regulated DEGs in resistant group |
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Motifs and TFs regulating down-regulated DEGs in resistant group |
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Differentially expressed genes act as transcription factors |
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TF | motif | Expression | Cell type | Timepoint |
ETV1 | metacluster_191.3 | up | Malignant cells | NA |
ETV1 | metacluster_166.4 | up | Malignant cells | NA |
ETV1 | metacluster_166.2 | up | Malignant cells | NA |
ETV1 | metacluster_138.2 | up | Malignant cells | NA |
ETV1 | taipale_tf_pairs__TEAD4_ETV1_RSCGGAAATRCM_CAP | up | Malignant cells | NA |
STAT1 | transfac_pro__M00492 | up | Malignant cells | NA |
NFIX | hdpi__NFIX | up | Malignant cells | NA |
ETS2 | taipale_tf_pairs__ETS2_RCCGGAAGTG_HT | down | Malignant cells | NA |
ETS2 | metacluster_191.3 | down | Malignant cells | NA |
ETV4 | metacluster_191.3 | down | Malignant cells | NA |
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