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
27113BBC3PTC05HumanThyroidPTC2.35e-156.49e-010.2065
27113BBC3PTC06HumanThyroidPTC5.29e-204.79e-010.2057
27113BBC3PTC07HumanThyroidPTC2.31e-122.97e-010.2044
27113BBC3ATC09HumanThyroidATC5.42e-206.42e-010.2871
27113BBC3ATC11HumanThyroidATC1.05e-032.85e-010.3386
27113BBC3ATC13HumanThyroidATC2.71e-092.10e-010.34
27113BBC3ATC1HumanThyroidATC4.01e-196.76e-010.2878
27113BBC3ATC3HumanThyroidATC1.09e-042.60e-010.338
27113BBC3ATC4HumanThyroidATC4.80e-031.06e-010.34
27113BBC3ATC5HumanThyroidATC4.70e-132.31e-010.34
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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:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012429BreastPrecancerregulation of intrinsic apoptotic signaling pathway41/1080164/187236.48e-162.31e-1341
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:20001169BreastPrecancerregulation of cysteine-type endopeptidase activity43/1080235/187231.30e-111.83e-0943
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00432819BreastPrecancerregulation of cysteine-type endopeptidase activity involved in apoptotic process40/1080209/187231.59e-112.07e-0940
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:20012445BreastPrecancerpositive regulation of intrinsic apoptotic signaling pathway17/108058/187231.59e-081.12e-0617
GO:00109529BreastPrecancerpositive regulation of peptidase activity33/1080197/187233.01e-081.89e-0633
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:20012356BreastPrecancerpositive regulation of apoptotic signaling pathway24/1080126/187231.98e-071.01e-0524
GO:00432808BreastPrecancerpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process24/1080129/187233.13e-071.50e-0524
GO:00109509BreastPrecancerpositive regulation of endopeptidase activity29/1080179/187234.23e-071.90e-0529
GO:20010568BreastPrecancerpositive regulation of cysteine-type endopeptidase activity25/1080148/187231.19e-064.60e-0525
GO:00018367BreastPrecancerrelease of cytochrome c from mitochondria14/108059/187234.80e-061.47e-0414
GO:00705858BreastPrecancerprotein localization to mitochondrion21/1080125/187239.07e-062.42e-0421
GO:00070066BreastPrecancermitochondrial membrane organization20/1080116/187239.88e-062.61e-0420
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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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