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: BBC3

Gene summary for BBC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BBC3

Gene ID

27113

Gene nameBCL2 binding component 3
Gene AliasJFY-1
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0001836

UniProtAcc

Q96PG8


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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
27113BBC3GSM4909281HumanBreastIDC6.50e-05-2.67e-010.21
27113BBC3GSM4909285HumanBreastIDC6.22e-09-3.35e-010.21
27113BBC3GSM4909286HumanBreastIDC7.26e-04-2.49e-010.1081
27113BBC3GSM4909290HumanBreastIDC1.44e-07-3.41e-010.2096
27113BBC3GSM4909293HumanBreastIDC1.02e-02-2.28e-010.1581
27113BBC3GSM4909294HumanBreastIDC5.22e-18-3.43e-010.2022
27113BBC3GSM4909296HumanBreastIDC2.56e-12-2.90e-010.1524
27113BBC3GSM4909297HumanBreastIDC1.39e-10-2.78e-010.1517
27113BBC3GSM4909301HumanBreastIDC8.95e-08-2.92e-010.1577
27113BBC3GSM4909304HumanBreastIDC7.25e-13-3.44e-010.1636
27113BBC3GSM4909306HumanBreastIDC1.28e-02-2.35e-010.1564
27113BBC3GSM4909307HumanBreastIDC2.56e-05-2.88e-010.1569
27113BBC3GSM4909308HumanBreastIDC1.79e-03-2.52e-010.158
27113BBC3GSM4909309HumanBreastIDC3.57e-02-1.93e-010.0483
27113BBC3GSM4909311HumanBreastIDC1.67e-20-3.37e-010.1534
27113BBC3GSM4909312HumanBreastIDC1.88e-12-3.23e-010.1552
27113BBC3GSM4909319HumanBreastIDC5.40e-18-3.60e-010.1563
27113BBC3GSM4909320HumanBreastIDC4.49e-04-3.44e-010.1575
27113BBC3GSM4909321HumanBreastIDC2.08e-12-2.54e-010.1559
27113BBC3ctrl6HumanBreastPrecancer7.52e-034.74e-01-0.0061
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:00726558BreastPrecancerestablishment of protein localization to mitochondrion20/1080120/187231.66e-054.03e-0420
GO:00905595BreastPrecancerregulation of membrane permeability15/108078/187233.35e-057.29e-0415
GO:00469025BreastPrecancerregulation of mitochondrial membrane permeability13/108063/187235.13e-051.07e-0313
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:00069193BreastPrecanceractivation of cysteine-type endopeptidase activity involved in apoptotic process14/108078/187231.33e-042.31e-0314
GO:00700598BreastPrecancerintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress12/108063/187232.21e-043.37e-0312
GO:00901516BreastPrecancerestablishment of protein localization to mitochondrial membrane8/108030/187232.24e-043.40e-038
GO:00901996BreastPrecancerregulation of release of cytochrome c from mitochondria10/108048/187233.43e-044.81e-0310
GO:00973456BreastPrecancermitochondrial outer membrane permeabilization8/108032/187233.62e-045.00e-038
GO:00108217BreastPrecancerregulation of mitochondrion organization19/1080144/187236.26e-047.78e-0319
GO:19038299BreastPrecancerpositive regulation of cellular protein localization30/1080276/187236.48e-047.99e-0330
GO:00357945BreastPrecancerpositive regulation of mitochondrial membrane permeability9/108043/187236.51e-047.99e-039
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
GO:19021084BreastPrecancerregulation of mitochondrial membrane permeability involved in apoptotic process9/108045/187239.22e-041.05e-029
GO:19021105BreastPrecancerpositive regulation of mitochondrial membrane permeability involved in apoptotic process8/108038/187231.24e-031.32e-028
GO:00512229BreastPrecancerpositive regulation of protein transport31/1080303/187231.44e-031.50e-0231
GO:19057105BreastPrecancerpositive regulation of membrane permeability9/108048/187231.49e-031.54e-029
GO:19026866BreastPrecancermitochondrial outer membrane permeabilization involved in programmed cell death8/108040/187231.76e-031.74e-028
GO:00512045BreastPrecancerprotein insertion into mitochondrial membrane6/108025/187232.49e-032.28e-026
GO:19054777BreastPrecancerpositive regulation of protein localization to membrane14/1080106/187233.07e-032.62e-0214
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa042108BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0421013BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0421022BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa052109BreastIDCColorectal cancer17/86786/84655.70e-033.13e-022.34e-0217
hsa0501633BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0421032BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0521014BreastIDCColorectal cancer17/86786/84655.70e-033.13e-022.34e-0217
hsa0501643BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0421041BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa0411521BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
hsa0521024BreastDCISColorectal cancer16/84686/84651.03e-024.50e-023.32e-0216
hsa0501653BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0421051BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa0411531BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
hsa0521034BreastDCISColorectal cancer16/84686/84651.03e-024.50e-023.32e-0216
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa05210ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
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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
BBC3deletionFrame_Shift_Delc.667delNp.Arg223GlufsTer6p.R223Efs*6Q96PG8protein_codingTCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
BBC3SNVMissense_Mutationrs769349350c.692G>Ap.Cys231Tyrp.C231YQ96PG8protein_codingtolerated_low_confidence(0.07)benign(0.005)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BBC3SNVMissense_Mutationnovelc.649N>Gp.Gln217Glup.Q217EQ96PG8protein_codingdeleterious_low_confidence(0.01)benign(0.085)TCGA-AJ-A3IA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BBC3SNVMissense_Mutationnovelc.776N>Ap.Cys259Tyrp.C259YQ96PG8protein_codingdeleterious_low_confidence(0)probably_damaging(0.918)TCGA-AJ-A3NE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BBC3SNVMissense_Mutationc.685N>Tp.Gly229Cysp.G229CQ96PG8protein_codingdeleterious_low_confidence(0)benign(0.182)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BBC3SNVMissense_Mutationnovelc.84N>Gp.Ile28Metp.I28MQ96PG8protein_codingtolerated_low_confidence(0.1)benign(0.009)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BBC3deletionFrame_Shift_Delnovelc.725delNp.Gly242AlafsTer48p.G242Afs*48Q96PG8protein_codingTCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
BBC3SNVMissense_Mutationrs747649341c.694A>Gp.Thr232Alap.T232AQ96PG8protein_codingtolerated_low_confidence(0.05)benign(0.062)TCGA-69-7973-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinSD
BBC3SNVMissense_Mutationrs755414185c.698G>Ap.Arg233Hisp.R233HQ96PG8protein_codingdeleterious_low_confidence(0.01)benign(0.044)TCGA-MP-A4SV-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
BBC3SNVMissense_Mutationc.656N>Tp.Pro219Leup.P219LQ96PG8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.625)TCGA-18-3408-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
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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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