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: BRCA2

Gene summary for BRCA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BRCA2

Gene ID

675

Gene nameBRCA2 DNA repair associated
Gene AliasBRCC2
Cytomap13q13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P51587


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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
675BRCA2P2T-EHumanEsophagusESCC2.99e-175.27e-010.1177
675BRCA2P4T-EHumanEsophagusESCC1.71e-041.66e-010.1323
675BRCA2P8T-EHumanEsophagusESCC1.60e-041.27e-010.0889
675BRCA2P9T-EHumanEsophagusESCC6.70e-049.09e-020.1131
675BRCA2P12T-EHumanEsophagusESCC3.03e-036.66e-020.1122
675BRCA2P16T-EHumanEsophagusESCC2.44e-051.44e-010.1153
675BRCA2P17T-EHumanEsophagusESCC2.48e-032.28e-010.1278
675BRCA2P22T-EHumanEsophagusESCC3.04e-071.05e-010.1236
675BRCA2P23T-EHumanEsophagusESCC2.12e-031.61e-010.108
675BRCA2P24T-EHumanEsophagusESCC2.16e-031.82e-010.1287
675BRCA2P27T-EHumanEsophagusESCC8.79e-031.15e-010.1055
675BRCA2P28T-EHumanEsophagusESCC7.18e-123.10e-010.1149
675BRCA2P31T-EHumanEsophagusESCC3.46e-061.60e-010.1251
675BRCA2P32T-EHumanEsophagusESCC2.60e-072.26e-010.1666
675BRCA2P36T-EHumanEsophagusESCC2.41e-021.98e-010.1187
675BRCA2P37T-EHumanEsophagusESCC3.48e-041.54e-010.1371
675BRCA2P42T-EHumanEsophagusESCC2.03e-021.75e-010.1175
675BRCA2P44T-EHumanEsophagusESCC3.96e-021.19e-010.1096
675BRCA2P47T-EHumanEsophagusESCC8.54e-047.95e-020.1067
675BRCA2P52T-EHumanEsophagusESCC1.15e-061.37e-010.1555
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

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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
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
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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
BRCA2SNVMissense_Mutationrs80359233c.9616N>Gp.Gln3206Glup.Q3206EP51587protein_codingtolerated(0.16)benign(0.417)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
BRCA2SNVMissense_Mutationc.4063N>Tp.Asp1355Tyrp.D1355YP51587protein_codingdeleterious(0.04)possibly_damaging(0.452)TCGA-A8-A07I-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
BRCA2SNVMissense_Mutationc.9523N>Ap.Glu3175Lysp.E3175KP51587protein_codingdeleterious(0.02)benign(0.16)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BRCA2SNVMissense_Mutationc.2059N>Cp.Asp687Hisp.D687HP51587protein_codingtolerated(0.06)possibly_damaging(0.789)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BRCA2SNVMissense_Mutationrs780279081c.3097N>Cp.Asp1033Hisp.D1033HP51587protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BRCA2SNVMissense_Mutationnovelc.2954N>Tp.Lys985Ilep.K985IP51587protein_codingtolerated(0.07)probably_damaging(0.921)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BRCA2SNVMissense_Mutationrs28897761c.10024N>Ap.Glu3342Lysp.E3342KP51587protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BRCA2SNVMissense_Mutationc.7948N>Cp.Glu2650Glnp.E2650QP51587protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BRCA2SNVMissense_Mutationc.1579N>Ap.Pro527Thrp.P527TP51587protein_codingtolerated(0.19)benign(0.061)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
BRCA2SNVMissense_Mutationc.9911G>Cp.Cys3304Serp.C3304SP51587protein_codingtolerated(0.09)possibly_damaging(0.742)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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
675BRCA2CLINICALLY ACTIONABLETalazoparibTALAZOPARIB
675BRCA2CLINICALLY ACTIONABLENiraparibNIRAPARIB
675BRCA2CLINICALLY ACTIONABLERUCAPARIBRUCAPARIB
675BRCA2CLINICALLY ACTIONABLENiraparibNIRAPARIB27717299
675BRCA2CLINICALLY ACTIONABLEEtoposideETOPOSIDE26116172
675BRCA2CLINICALLY ACTIONABLEKU-006379426546619
675BRCA2CLINICALLY ACTIONABLEniraparibNIRAPARIB
675BRCA2CLINICALLY ACTIONABLEPR-104PR-10425193512
675BRCA2CLINICALLY ACTIONABLEtalazoparibTALAZOPARIB
675BRCA2CLINICALLY ACTIONABLEYU23825926116172
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