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: BNC2

Gene summary for BNC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BNC2

Gene ID

54796

Gene namebasonuclin 2
Gene AliasBSN2
Cytomap9p22.3-p22.2
Gene Typeprotein-coding
GO ID

GO:0003416

UniProtAcc

Q5H9S4


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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
54796BNC2HTA11_1391_2000001011HumanColorectumAD6.93e-179.80e-01-0.059
54796BNC2HTA11_7663_2000001011HumanColorectumSER4.13e-026.01e-010.0131
54796BNC2HTA11_10711_2000001011HumanColorectumAD1.07e-023.99e-010.0338
54796BNC2A002-C-010HumanColorectumFAP4.84e-033.51e-010.242
54796BNC2A015-C-202HumanColorectumFAP1.51e-022.65e-01-0.0849
54796BNC2A008-E-015HumanColorectumFAP1.45e-033.45e-010.0177
54796BNC2P2T-EHumanEsophagusESCC1.00e-305.97e-010.1177
54796BNC2P9T-EHumanEsophagusESCC1.45e-042.20e-010.1131
54796BNC2P10T-EHumanEsophagusESCC9.24e-681.25e+000.116
54796BNC2P42T-EHumanEsophagusESCC9.05e-041.71e-010.1175
54796BNC2P44T-EHumanEsophagusESCC2.47e-021.24e-010.1096
54796BNC2P1_S1_AKHumanSkinAK5.74e-288.36e-01-0.3399
54796BNC2P2_S3_AKHumanSkinAK8.68e-307.79e-01-0.3287
54796BNC2P2_S4_SCCISHumanSkinSCCIS1.08e-165.78e-01-0.3043
54796BNC2P3_S6_AKHumanSkinAK7.19e-186.03e-01-0.3256
54796BNC2P4_S8_cSCCHumanSkincSCC1.46e-021.71e-01-0.3095
54796BNC2P2_cSCCHumanSkincSCC5.92e-093.91e-01-0.024
54796BNC2PTC01HumanThyroidPTC5.49e-072.22e-010.1899
54796BNC2PTC06HumanThyroidPTC4.08e-093.51e-010.2057
54796BNC2PTC07HumanThyroidPTC2.31e-122.78e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0060485ColorectumFAPmesenchyme development59/2622291/187231.94e-031.64e-0259
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
GO:0003416EsophagusESCCendochondral bone growth19/855226/187234.31e-031.71e-0219
GO:0060021EsophagusESCCroof of mouth development50/855285/187231.00e-023.42e-0250
GO:00604857SkinAKmesenchyme development48/1910291/187235.64e-045.06e-0348
GO:00352653SkinAKorgan growth29/1910178/187237.57e-033.86e-0229
GO:003526512SkinSCCISorgan growth17/919178/187236.73e-034.96e-0217
GO:006048514ThyroidPTCmesenchyme development112/5968291/187239.48e-033.90e-02112
GO:006048521ThyroidATCmesenchyme development136/6293291/187232.04e-062.43e-05136
GO:00600211ThyroidATCroof of mouth development42/629385/187231.83e-039.02e-0342
GO:00352654ThyroidATCorgan growth77/6293178/187234.45e-031.85e-0277
GO:00034161ThyroidATCendochondral bone growth15/629326/187239.95e-033.63e-0215
GO:0098868ThyroidATCbone growth16/629329/187231.37e-024.77e-0216
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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
BNC2FIBEndometriumADJMIR99AHG,HTRA1,CCDC171, etc.2.13e-02The 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.
BNC2MSC.MVAOral cavityADJGPC6,CSMD2,CHSY1, etc.6.07e-03The 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.
BNC2CAFOral cavityEOLPGPC6,CSMD2,CHSY1, etc.1.15e-01The 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.
BNC2MSC.MVAOral cavityHealthyGPC6,CSMD2,CHSY1, etc.2.80e-03The 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.
BNC2MYOFIBOral cavityHealthyGPC6,CSMD2,CHSY1, etc.3.46e-04The 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.
BNC2ICAFOral cavityHealthyGPC6,CSMD2,CHSY1, etc.4.44e-16The 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.
∗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
BNC2SNVMissense_Mutationnovelc.425N>Gp.Val142Glyp.V142GQ6ZN30protein_codingdeleterious(0)probably_damaging(0.969)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
BNC2SNVMissense_Mutationnovelc.425N>Gp.Val142Glyp.V142GQ6ZN30protein_codingdeleterious(0)probably_damaging(0.969)TCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
BNC2SNVMissense_Mutationnovelc.598N>Cp.Glu200Glnp.E200QQ6ZN30protein_codingdeleterious(0.01)possibly_damaging(0.71)TCGA-AC-A8OS-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BNC2SNVMissense_Mutationnovelc.3265N>Tp.Leu1089Phep.L1089FQ6ZN30protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BNC2SNVMissense_Mutationc.2918G>Ap.Ser973Asnp.S973NQ6ZN30protein_codingdeleterious(0.03)probably_damaging(0.968)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
BNC2SNVMissense_Mutationc.2676G>Cp.Leu892Phep.L892FQ6ZN30protein_codingdeleterious(0)possibly_damaging(0.637)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
BNC2SNVMissense_Mutationc.601N>Ap.Glu201Lysp.E201KQ6ZN30protein_codingdeleterious(0)possibly_damaging(0.696)TCGA-AR-A24W-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
BNC2SNVMissense_Mutationnovelc.895G>Ap.Ala299Thrp.A299TQ6ZN30protein_codingtolerated(0.74)benign(0.001)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
BNC2SNVMissense_Mutationnovelc.425N>Gp.Val142Glyp.V142GQ6ZN30protein_codingdeleterious(0)probably_damaging(0.969)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BNC2SNVMissense_Mutationc.1972N>Ap.Asp658Asnp.D658NQ6ZN30protein_codingdeleterious(0.04)benign(0.166)TCGA-BH-A18U-01Breastbreast invasive 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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