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

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: BRE

Gene summary for BRE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BRE

Gene ID

9577

Gene nameBRISC and BRCA1 A complex member 2
Gene AliasBRCC4
Cytomap2p23.2
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q9NXR7


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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
9577BREHTA11_99999970781_79442HumanColorectumMSS1.94e-447.60e-010.294
9577BREHTA11_99999965062_69753HumanColorectumMSI-H5.11e-131.29e+000.3487
9577BREHTA11_99999965104_69814HumanColorectumMSS5.00e-451.20e+000.281
9577BREHTA11_99999971662_82457HumanColorectumMSS2.48e-661.28e+000.3859
9577BREHTA11_99999973899_84307HumanColorectumMSS3.46e-226.60e-010.2585
9577BREHTA11_99999974143_84620HumanColorectumMSS9.08e-529.19e-010.3005
9577BREAEH-subject1HumanEndometriumAEH1.89e-07-1.95e-01-0.3059
9577BREAEH-subject2HumanEndometriumAEH2.49e-08-1.95e-01-0.2525
9577BREAEH-subject3HumanEndometriumAEH4.07e-08-1.95e-01-0.2576
9577BREAEH-subject4HumanEndometriumAEH6.90e-06-1.95e-01-0.2657
9577BREAEH-subject5HumanEndometriumAEH4.07e-08-1.95e-01-0.2953
9577BREEEC-subject1HumanEndometriumEEC1.85e-09-1.95e-01-0.2682
9577BREEEC-subject2HumanEndometriumEEC8.77e-08-1.95e-01-0.2607
9577BREEEC-subject3HumanEndometriumEEC1.88e-08-1.95e-01-0.2525
9577BREEEC-subject4HumanEndometriumEEC4.01e-09-1.95e-01-0.2571
9577BREEEC-subject5HumanEndometriumEEC8.71e-07-1.95e-01-0.249
9577BREGSM5276934HumanEndometriumEEC3.89e-10-1.95e-01-0.0913
9577BREGSM5276935HumanEndometriumEEC8.49e-10-1.95e-01-0.123
9577BREGSM5276937HumanEndometriumEEC1.10e-07-1.95e-01-0.0897
9577BREGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.30e-06-1.95e-01-0.1869
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
∗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.

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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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
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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.
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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
BRESNVMissense_Mutationc.61N>Ap.Val21Metp.V21MQ9NXR7protein_codingdeleterious(0.04)benign(0.033)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BRESNVMissense_Mutationc.481N>Gp.Lys161Glup.K161EQ9NXR7protein_codingtolerated(0.48)benign(0.415)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BRESNVMissense_Mutationc.514N>Gp.Arg172Glyp.R172GQ9NXR7protein_codingdeleterious(0.02)probably_damaging(0.979)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
BRESNVMissense_Mutationc.61G>Ap.Val21Metp.V21MQ9NXR7protein_codingdeleterious(0.04)benign(0.033)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BRESNVMissense_Mutationc.1060G>Ap.Asp354Asnp.D354NQ9NXR7protein_codingtolerated(0.14)probably_damaging(0.991)TCGA-E9-A22D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
BREinsertionFrame_Shift_Insnovelc.1111_1112insAGTTTp.Ala371GlufsTer79p.A371Efs*79Q9NXR7protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
BREinsertionFrame_Shift_Insnovelc.1113_1114insTTTTTCCTTCTATTACAACAp.Cys372PhefsTer83p.C372Ffs*83Q9NXR7protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
BREinsertionNonsense_Mutationnovelc.1152_1153insGTAGATGCGTGCATACATCTGTGATGAACGCCp.Lys385ValfsTer8p.K385Vfs*8Q9NXR7protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
BREinsertionNonsense_Mutationnovelc.1210_1211insTATGTGTAGATGCGTGCATACATCTGTGATGAACGCCAGAGAAAGAAGp.Pro404delinsLeuCysValAspAlaCysIleHisLeuTerTerThrProGluLysGluAlap.P404delinsLCVDACIHL**TPEKEAQ9NXR7protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
BRESNVMissense_Mutationnovelc.1046A>Gp.Tyr349Cysp.Y349CQ9NXR7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
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