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: BNIP3

Gene summary for BNIP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BNIP3

Gene ID

664

Gene nameBCL2 interacting protein 3
Gene AliasNIP3
Cytomap10q26.3
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

Q12983


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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
664BNIP3GSM4909280HumanBreastPrecancer5.71e-03-4.33e-010.0305
664BNIP3GSM4909281HumanBreastIDC1.04e-115.40e-010.21
664BNIP3GSM4909282HumanBreastIDC2.61e-04-2.75e-01-0.0288
664BNIP3GSM4909286HumanBreastIDC1.42e-03-1.74e-010.1081
664BNIP3GSM4909296HumanBreastIDC5.16e-06-1.84e-010.1524
664BNIP3GSM4909297HumanBreastIDC1.09e-06-2.11e-010.1517
664BNIP3GSM4909307HumanBreastIDC7.16e-07-3.16e-010.1569
664BNIP3GSM4909308HumanBreastIDC2.48e-09-3.54e-010.158
664BNIP3GSM4909309HumanBreastIDC5.20e-06-3.07e-010.0483
664BNIP3GSM4909311HumanBreastIDC2.78e-19-3.14e-010.1534
664BNIP3GSM4909312HumanBreastIDC3.12e-044.48e-020.1552
664BNIP3GSM4909315HumanBreastIDC1.56e-551.04e+000.21
664BNIP3GSM4909316HumanBreastIDC1.06e-085.08e-010.21
664BNIP3GSM4909318HumanBreastIDC2.83e-033.89e-010.2031
664BNIP3GSM4909319HumanBreastIDC1.04e-21-3.17e-010.1563
664BNIP3GSM4909320HumanBreastIDC4.52e-06-3.36e-010.1575
664BNIP3GSM4909321HumanBreastIDC4.06e-05-5.19e-020.1559
664BNIP3ctrl6HumanBreastPrecancer3.31e-187.67e-01-0.0061
664BNIP3brca1HumanBreastPrecancer9.68e-032.94e-01-0.0338
664BNIP3brca3HumanBreastPrecancer9.82e-306.94e-01-0.0263
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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
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
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.

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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:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00518816BreastPrecancerregulation of mitochondrial membrane potential18/108074/187231.45e-077.82e-0618
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513414BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0413716BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0513415BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0413717BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0513441BreastDCISLegionellosis19/84657/84651.30e-062.10e-051.55e-0519
hsa0513144BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa0413742BreastDCISMitophagy - animal17/84672/84655.75e-044.42e-033.26e-0317
hsa0513451BreastDCISLegionellosis19/84657/84651.30e-062.10e-051.55e-0519
hsa0513154BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa0413752BreastDCISMitophagy - animal17/84672/84655.75e-044.42e-033.26e-0317
hsa0513127EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0413725EndometriumEECMitophagy - animal22/123772/84654.12e-043.30e-032.46e-0322
hsa0513418EndometriumEECLegionellosis17/123757/84652.42e-031.47e-021.10e-0217
hsa0513136EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0413735EndometriumEECMitophagy - animal22/123772/84654.12e-043.30e-032.46e-0322
hsa0513419EndometriumEECLegionellosis17/123757/84652.42e-031.47e-021.10e-0217
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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
BNIP3SNVMissense_Mutationc.377G>Ap.Ser126Asnp.S126NQ12983protein_codingtolerated(0.2)benign(0.331)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BNIP3SNVMissense_Mutationc.638C>Gp.Thr213Argp.T213RQ12983protein_codingdeleterious(0)probably_damaging(0.991)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BNIP3SNVMissense_Mutationnovelc.460N>Cp.Glu154Glnp.E154QQ12983protein_codingtolerated(0.08)probably_damaging(0.972)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BNIP3SNVMissense_Mutationc.222N>Tp.Met74Ilep.M74IQ12983protein_codingtolerated(0.23)benign(0.042)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BNIP3insertionFrame_Shift_Insnovelc.331_332insAp.Ile111AsnfsTer8p.I111Nfs*8Q12983protein_codingTCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BNIP3SNVMissense_Mutationc.727N>Ap.Gly243Argp.G243RQ12983protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BNIP3SNVMissense_Mutationrs745677503c.752N>Ap.Arg251Hisp.R251HQ12983protein_codingdeleterious(0)benign(0.33)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
BNIP3SNVMissense_Mutationrs746423542c.401G>Ap.Arg134Hisp.R134HQ12983protein_codingtolerated(0.08)benign(0.33)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BNIP3SNVMissense_Mutationc.751N>Tp.Arg251Cysp.R251CQ12983protein_codingdeleterious(0.02)benign(0.221)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
BNIP3SNVMissense_Mutationnovelc.445N>Gp.Thr149Alap.T149AQ12983protein_codingtolerated(0.25)benign(0.036)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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