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: BNIPL

Gene summary for BNIPL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BNIPL

Gene ID

149428

Gene nameBCL2 interacting protein like
Gene AliasBNIP-S
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

Q7Z465


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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
149428BNIPLLZE24THumanEsophagusESCC2.02e-041.63e-010.0596
149428BNIPLP1T-EHumanEsophagusESCC5.46e-035.36e-010.0875
149428BNIPLP2T-EHumanEsophagusESCC1.18e-055.70e-020.1177
149428BNIPLP10T-EHumanEsophagusESCC3.51e-031.57e-020.116
149428BNIPLP12T-EHumanEsophagusESCC3.11e-021.60e-020.1122
149428BNIPLP15T-EHumanEsophagusESCC1.43e-029.68e-020.1149
149428BNIPLP20T-EHumanEsophagusESCC1.04e-038.43e-020.1124
149428BNIPLP22T-EHumanEsophagusESCC1.12e-121.64e-010.1236
149428BNIPLP23T-EHumanEsophagusESCC8.24e-041.65e-010.108
149428BNIPLP27T-EHumanEsophagusESCC1.29e-061.80e-010.1055
149428BNIPLP28T-EHumanEsophagusESCC6.09e-144.56e-010.1149
149428BNIPLP31T-EHumanEsophagusESCC2.09e-071.21e-010.1251
149428BNIPLP39T-EHumanEsophagusESCC2.91e-091.73e-010.0894
149428BNIPLP42T-EHumanEsophagusESCC1.51e-021.11e-010.1175
149428BNIPLP47T-EHumanEsophagusESCC9.07e-071.79e-010.1067
149428BNIPLP48T-EHumanEsophagusESCC1.01e-124.67e-020.0959
149428BNIPLP54T-EHumanEsophagusESCC1.55e-041.87e-010.0975
149428BNIPLP57T-EHumanEsophagusESCC1.23e-027.72e-020.0926
149428BNIPLP62T-EHumanEsophagusESCC1.66e-048.81e-020.1302
149428BNIPLP79T-EHumanEsophagusESCC3.13e-04-1.11e-020.1154
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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
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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
BNIPLSNVMissense_Mutationnovelc.295G>Tp.Gly99Trpp.G99WQ7Z465protein_codingdeleterious(0)probably_damaging(0.941)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
BNIPLSNVMissense_Mutationrs147322488c.961C>Tp.Arg321Cysp.R321CQ7Z465protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BNIPLSNVMissense_Mutationnovelc.985C>Ap.Leu329Metp.L329MQ7Z465protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1X5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
BNIPLSNVMissense_Mutationnovelc.346G>Cp.Asp116Hisp.D116HQ7Z465protein_codingdeleterious(0)possibly_damaging(0.573)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
BNIPLSNVMissense_Mutationrs371551535c.850C>Tp.Arg284Trpp.R284WQ7Z465protein_codingdeleterious(0)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BNIPLSNVMissense_Mutationnovelc.186N>Cp.Lys62Asnp.K62NQ7Z465protein_codingtolerated(0.47)benign(0.015)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
BNIPLSNVMissense_Mutationnovelc.871N>Ap.Ala291Thrp.A291TQ7Z465protein_codingtolerated(0.05)possibly_damaging(0.478)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BNIPLSNVMissense_Mutationrs371326091c.257N>Ap.Arg86Hisp.R86HQ7Z465protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
BNIPLSNVMissense_Mutationrs764413830c.856C>Tp.Arg286Trpp.R286WQ7Z465protein_codingdeleterious(0)possibly_damaging(0.832)TCGA-CM-6165-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BNIPLSNVMissense_Mutationrs587607488c.373N>Ap.Glu125Lysp.E125KQ7Z465protein_codingdeleterious(0.02)benign(0.393)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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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