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: BNIP2

Gene summary for BNIP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BNIP2

Gene ID

663

Gene nameBCL2 interacting protein 2
Gene AliasBNIP-2
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

Q12982


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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
663BNIP2LZE2THumanEsophagusESCC7.11e-044.59e-010.082
663BNIP2LZE4THumanEsophagusESCC7.15e-174.24e-010.0811
663BNIP2LZE5THumanEsophagusESCC4.48e-022.12e-010.0514
663BNIP2LZE7THumanEsophagusESCC2.56e-077.83e-010.0667
663BNIP2LZE8THumanEsophagusESCC1.02e-104.66e-010.067
663BNIP2LZE20THumanEsophagusESCC5.78e-044.35e-020.0662
663BNIP2LZE24THumanEsophagusESCC1.59e-123.09e-010.0596
663BNIP2LZE21THumanEsophagusESCC9.13e-033.79e-010.0655
663BNIP2LZE6THumanEsophagusESCC3.38e-053.25e-010.0845
663BNIP2P1T-EHumanEsophagusESCC1.28e-128.47e-010.0875
663BNIP2P2T-EHumanEsophagusESCC7.65e-326.44e-010.1177
663BNIP2P4T-EHumanEsophagusESCC1.86e-328.98e-010.1323
663BNIP2P5T-EHumanEsophagusESCC7.13e-283.96e-010.1327
663BNIP2P8T-EHumanEsophagusESCC3.02e-357.02e-010.0889
663BNIP2P9T-EHumanEsophagusESCC4.20e-184.56e-010.1131
663BNIP2P10T-EHumanEsophagusESCC6.95e-356.58e-010.116
663BNIP2P11T-EHumanEsophagusESCC5.97e-144.27e-010.1426
663BNIP2P12T-EHumanEsophagusESCC7.48e-256.62e-010.1122
663BNIP2P15T-EHumanEsophagusESCC3.31e-286.86e-010.1149
663BNIP2P16T-EHumanEsophagusESCC3.88e-306.34e-010.1153
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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
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
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:0070482113ThyroidPTCresponse to oxygen levels167/5968347/187231.51e-105.03e-09167
GO:0036293113ThyroidPTCresponse to decreased oxygen levels153/5968322/187232.71e-097.52e-08153
GO:0031667113ThyroidPTCresponse to nutrient levels201/5968474/187237.00e-071.10e-05201
GO:007048228ThyroidATCresponse to oxygen levels193/6293347/187231.83e-171.93e-15193
GO:003629328ThyroidATCresponse to decreased oxygen levels177/6293322/187231.81e-151.32e-13177
GO:0031667210ThyroidATCresponse to nutrient levels212/6293474/187232.37e-073.70e-06212
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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
BNIP2SNVMissense_Mutationc.1063G>Ap.Asp355Asnp.D355Nprotein_codingdeleterious(0.03)possibly_damaging(0.686)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BNIP2SNVMissense_Mutationnovelc.1300G>Cp.Glu434Glnp.E434Qprotein_codingdeleterious_low_confidence(0.01)benign(0.086)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
BNIP2SNVMissense_Mutationc.736G>Cp.Glu246Glnp.E246Qprotein_codingtolerated(0.07)possibly_damaging(0.84)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BNIP2SNVMissense_Mutationnovelc.860N>Tp.Ala287Valp.A287Vprotein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BNIP2SNVMissense_Mutationc.662N>Gp.Asp221Glyp.D221Gprotein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
BNIP2SNVMissense_Mutationrs762238174c.449N>Cp.Ile150Thrp.I150Tprotein_codingtolerated(0.46)benign(0.007)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BNIP2SNVMissense_Mutationc.1182A>Tp.Arg394Serp.R394Sprotein_codingdeleterious(0.03)possibly_damaging(0.786)TCGA-D5-6537-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
BNIP2SNVMissense_Mutationrs375444414c.1186N>Ap.Val396Metp.V396Mprotein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
BNIP2SNVMissense_Mutationnovelc.410C>Tp.Pro137Leup.P137Lprotein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BNIP2SNVMissense_Mutationc.541C>Ap.Leu181Metp.L181Mprotein_codingdeleterious(0.01)possibly_damaging(0.73)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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