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: BNIP3L

Gene summary for BNIP3L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BNIP3L

Gene ID

665

Gene nameBCL2 interacting protein 3 like
Gene AliasBNIP3a
Cytomap8p21.2
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

O60238


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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
665BNIP3LC43HumanOral cavityOSCC2.67e-601.30e+000.1704
665BNIP3LC46HumanOral cavityOSCC7.21e-153.63e-010.1673
665BNIP3LC51HumanOral cavityOSCC9.88e-095.43e-010.2674
665BNIP3LC57HumanOral cavityOSCC2.57e-471.62e+000.1679
665BNIP3LC08HumanOral cavityOSCC1.54e-277.88e-010.1919
665BNIP3LC09HumanOral cavityOSCC1.35e-208.83e-010.1431
665BNIP3LLN22HumanOral cavityOSCC2.64e-038.65e-010.1733
665BNIP3LLN46HumanOral cavityOSCC5.42e-094.33e-010.1666
665BNIP3LEOLP-1HumanOral cavityEOLP2.59e-072.38e-01-0.0202
665BNIP3LNEOLP-2HumanOral cavityNEOLP2.68e-032.09e-01-0.0196
665BNIP3LNEOLP-3HumanOral cavityNEOLP2.77e-082.36e-01-0.0191
665BNIP3LSYSMH1HumanOral cavityOSCC2.46e-399.84e-010.1127
665BNIP3LSYSMH3HumanOral cavityOSCC2.13e-031.67e-010.2442
665BNIP3LSYSMH4HumanOral cavityOSCC2.08e-08-1.85e-010.1226
665BNIP3LSYSMH6HumanOral cavityOSCC2.20e-031.75e-010.1275
665BNIP3LP3_S6_AKHumanSkinAK1.51e-02-2.17e-01-0.3256
665BNIP3LP4_S8_cSCCHumanSkincSCC2.00e-03-8.62e-02-0.3095
665BNIP3LP5_S10_cSCCHumanSkincSCC8.78e-03-2.05e-01-0.299
665BNIP3LP1_cSCCHumanSkincSCC3.85e-024.36e-010.0292
665BNIP3LP10_cSCCHumanSkincSCC1.59e-087.39e-010.1017
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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: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: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:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00518816BreastPrecancerregulation of mitochondrial membrane potential18/108074/187231.45e-077.82e-0618
GO:00705858BreastPrecancerprotein localization to mitochondrion21/1080125/187239.07e-062.42e-0421
GO:00070066BreastPrecancermitochondrial membrane organization20/1080116/187239.88e-062.61e-0420
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:0010917BreastPrecancernegative regulation of mitochondrial membrane potential6/108013/187234.39e-059.40e-046
GO:00469025BreastPrecancerregulation of mitochondrial membrane permeability13/108063/187235.13e-051.07e-0313
GO:0045837BreastPrecancernegative regulation of membrane potential6/108014/187237.30e-051.44e-036
GO:00004226BreastPrecancerautophagy of mitochondrion14/108081/187232.01e-043.16e-0314
GO:00617266BreastPrecancermitochondrion disassembly14/108081/187232.01e-043.16e-0314
GO:00098969BreastPrecancerpositive regulation of catabolic process48/1080492/187232.62e-043.84e-0348
GO:00313319BreastPrecancerpositive regulation of cellular catabolic process43/1080427/187232.75e-044.00e-0343
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0413716BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0413717BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0413723BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0413733BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0413742BreastDCISMitophagy - animal17/84672/84655.75e-044.42e-033.26e-0317
hsa0413752BreastDCISMitophagy - animal17/84672/84655.75e-044.42e-033.26e-0317
hsa0413720EndometriumAEHMitophagy - animal21/119772/84657.03e-044.86e-033.56e-0321
hsa04137110EndometriumAEHMitophagy - animal21/119772/84657.03e-044.86e-033.56e-0321
hsa0413725EndometriumEECMitophagy - animal22/123772/84654.12e-043.30e-032.46e-0322
hsa0413735EndometriumEECMitophagy - animal22/123772/84654.12e-043.30e-032.46e-0322
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413721LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413731LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa04137112Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa0413743Oral cavityEOLPMitophagy - animal25/121872/84651.18e-056.69e-053.95e-0525
hsa0413753Oral cavityEOLPMitophagy - animal25/121872/84651.18e-056.69e-053.95e-0525
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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
BNIP3LSNVMissense_Mutationc.402N>Tp.Leu134Phep.L134FO60238protein_codingdeleterious(0)probably_damaging(0.919)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BNIP3LSNVMissense_Mutationrs762423471c.403N>Gp.Lys135Glup.K135EO60238protein_codingdeleterious(0.01)possibly_damaging(0.652)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BNIP3LinsertionFrame_Shift_Insnovelc.551_552insTTGGTATCTTTTCTGTCTAGATTTTTCTTTGTp.Glu184AspfsTer14p.E184Dfs*14O60238protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
BNIP3LSNVMissense_Mutationrs747118549c.394G>Ap.Glu132Lysp.E132KO60238protein_codingdeleterious(0.02)benign(0.114)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BNIP3LSNVMissense_Mutationc.287N>Ap.Pro96Hisp.P96HO60238protein_codingtolerated(0.07)probably_damaging(0.987)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
BNIP3LSNVMissense_Mutationnovelc.556N>Ap.Leu186Metp.L186MO60238protein_codingdeleterious(0.04)probably_damaging(0.985)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BNIP3LSNVMissense_Mutationc.223N>Ap.Leu75Ilep.L75IO60238protein_codingdeleterious(0)possibly_damaging(0.793)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
BNIP3LSNVMissense_Mutationc.445G>Ap.Glu149Lysp.E149KO60238protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
BNIP3LdeletionFrame_Shift_Delnovelc.163delNp.Leu57TrpfsTer69p.L57Wfs*69O60238protein_codingTCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BNIP3LSNVMissense_Mutationrs773482295c.413C>Tp.Ala138Valp.A138VO60238protein_codingtolerated(0.45)benign(0.012)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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