Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PBRM1

Gene summary for PBRM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PBRM1

Gene ID

55193

Gene namepolybromo 1
Gene AliasBAF180
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q86U86


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
55193PBRM1HTA11_3410_2000001011HumanColorectumAD3.43e-13-5.34e-010.0155
55193PBRM1HTA11_866_3004761011HumanColorectumAD1.82e-05-4.32e-010.096
55193PBRM1HTA11_7696_3000711011HumanColorectumAD1.80e-03-3.16e-010.0674
55193PBRM1HTA11_6818_2000001021HumanColorectumAD1.38e-04-4.57e-010.0588
55193PBRM1HTA11_99999973899_84307HumanColorectumMSS1.17e-02-5.27e-010.2585
55193PBRM1HTA11_99999974143_84620HumanColorectumMSS8.84e-09-4.44e-010.3005
55193PBRM1A001-C-207HumanColorectumFAP3.61e-02-1.53e-010.1278
55193PBRM1A015-C-203HumanColorectumFAP2.22e-25-2.96e-01-0.1294
55193PBRM1A015-C-204HumanColorectumFAP4.35e-05-2.05e-01-0.0228
55193PBRM1A014-C-040HumanColorectumFAP1.75e-04-3.89e-01-0.1184
55193PBRM1A002-C-201HumanColorectumFAP1.27e-14-2.71e-010.0324
55193PBRM1A002-C-203HumanColorectumFAP1.23e-04-1.45e-010.2786
55193PBRM1A001-C-119HumanColorectumFAP5.29e-06-2.59e-01-0.1557
55193PBRM1A001-C-108HumanColorectumFAP5.43e-16-9.82e-02-0.0272
55193PBRM1A002-C-205HumanColorectumFAP1.41e-20-2.44e-01-0.1236
55193PBRM1A015-C-006HumanColorectumFAP3.93e-15-3.28e-01-0.0994
55193PBRM1A015-C-106HumanColorectumFAP2.14e-11-1.81e-01-0.0511
55193PBRM1A002-C-114HumanColorectumFAP2.83e-17-1.46e-01-0.1561
55193PBRM1A015-C-104HumanColorectumFAP2.48e-31-2.17e-01-0.1899
55193PBRM1A001-C-014HumanColorectumFAP1.47e-13-1.36e-010.0135
Page: 1 2 3 4 5 6 7 8 9 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
GO:00063254ColorectumCRCchromatin organization74/2078409/187231.48e-054.61e-0474
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00063255LiverNAFLDchromatin organization64/1882409/187232.31e-043.89e-0364
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00063256LungIACchromatin organization69/2061409/187232.01e-043.53e-0369
GO:000632512LungAISchromatin organization62/1849409/187234.24e-047.29e-0362
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:00063383Oral cavityEOLPchromatin remodeling46/2218255/187232.34e-031.44e-0246
GO:00063259ProstateBPHchromatin organization101/3107409/187231.52e-051.94e-04101
GO:00063382ProstateBPHchromatin remodeling62/3107255/187239.47e-045.97e-0362
GO:000632514ProstateTumorchromatin organization104/3246409/187232.02e-052.62e-04104
GO:000633811ProstateTumorchromatin remodeling63/3246255/187231.73e-031.02e-0263
GO:000632518SkinAKchromatin organization73/1910409/187231.40e-064.26e-0573
GO:00063384SkinAKchromatin remodeling51/1910255/187231.95e-065.73e-0551
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa052252ColorectumMSSHepatocellular carcinoma56/1875168/84655.04e-043.45e-032.11e-0356
hsa052253ColorectumMSSHepatocellular carcinoma56/1875168/84655.04e-043.45e-032.11e-0356
hsa052254ColorectumFAPHepatocellular carcinoma43/1404168/84651.78e-038.99e-035.47e-0343
hsa052255ColorectumFAPHepatocellular carcinoma43/1404168/84651.78e-038.99e-035.47e-0343
hsa052256ColorectumCRCHepatocellular carcinoma37/1091168/84656.38e-045.89e-033.99e-0337
hsa052257ColorectumCRCHepatocellular carcinoma37/1091168/84656.38e-045.89e-033.99e-0337
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa0522511LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa052259LungIACHepatocellular carcinoma33/1053168/84654.77e-032.15e-021.43e-0233
hsa0522512LungIACHepatocellular carcinoma33/1053168/84654.77e-032.15e-021.43e-0233
hsa0522521LungAISHepatocellular carcinoma31/961168/84654.11e-032.15e-021.38e-0231
hsa0522531LungAISHepatocellular carcinoma31/961168/84654.11e-032.15e-021.38e-0231
hsa0522541LungMIACHepatocellular carcinoma20/507168/84652.44e-032.16e-021.56e-0220
hsa0522551LungMIACHepatocellular carcinoma20/507168/84652.44e-032.16e-021.56e-0220
hsa0522516Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa0522517Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
Page: 1 2 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
PBRM1SNVMissense_Mutationc.1758G>Ap.Met586Ilep.M586IQ86U86protein_codingtolerated(0.18)possibly_damaging(0.718)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PBRM1SNVMissense_Mutationc.1182G>Cp.Arg394Serp.R394SQ86U86protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PBRM1SNVMissense_Mutationc.2908G>Cp.Glu970Glnp.E970QQ86U86protein_codingdeleterious(0)probably_damaging(0.986)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PBRM1SNVMissense_Mutationc.4339G>Cp.Gly1447Argp.G1447RQ86U86protein_codingdeleterious(0.02)benign(0.405)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PBRM1SNVMissense_Mutationc.4296N>Ap.Met1432Ilep.M1432IQ86U86protein_codingtolerated(0.4)benign(0)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PBRM1insertionNonsense_Mutationnovelc.422_423insAACCCp.Trp141Terp.W141*Q86U86protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PBRM1insertionFrame_Shift_Insnovelc.420_421insGGGAGGCTGAGGCAGGAGAATCGCTp.Trp141GlyfsTer18p.W141Gfs*18Q86U86protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PBRM1insertionFrame_Shift_Insnovelc.3486_3487insTTAGGGCACAACCAAACCTTTCACCTCAGCCTTCCAAGTTp.Ala1163LeufsTer31p.A1163Lfs*31Q86U86protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PBRM1insertionFrame_Shift_Insnovelc.773dupAp.Asn258LysfsTer6p.N258Kfs*6Q86U86protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PBRM1insertionNonsense_Mutationnovelc.2011_2012insGCTTATCCACAATCTTTTTGTGTCAGTCATGAGTp.Asn671SerfsTer11p.N671Sfs*11Q86U86protein_codingTCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
55193PBRM1CLINICALLY ACTIONABLEinhibitor249565598
55193PBRM1CLINICALLY ACTIONABLEALPRAZOLAMALPRAZOLAM22137933
55193PBRM1CLINICALLY ACTIONABLEATEZOLIZUMABATEZOLIZUMAB29301960
55193PBRM1CLINICALLY ACTIONABLECTLA-4 INHIBITOR29301960
55193PBRM1CLINICALLY ACTIONABLEANTI-PD-L1 MONOCLONAL ANTIBODY29301960
55193PBRM1CLINICALLY ACTIONABLENIVOLUMABNIVOLUMAB29301960,31486842
55193PBRM1CLINICALLY ACTIONABLEEVEROLIMUSEVEROLIMUS27751729
55193PBRM1CLINICALLY ACTIONABLEIPILIMUMABIPILIMUMAB29301960
55193PBRM1CLINICALLY ACTIONABLETRIAZOLAMTRIAZOLAM22137933
55193PBRM1CLINICALLY ACTIONABLESUNITINIBSUNITINIB27751729
Page: 1 2