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: MVB12A

Gene summary for MVB12A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MVB12A

Gene ID

93343

Gene namemultivesicular body subunit 12A
Gene AliasCFBP
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A024R7L6


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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
93343MVB12ALZE2THumanEsophagusESCC5.68e-105.13e-010.082
93343MVB12ALZE3DHumanEsophagusHGIN6.57e-034.02e-010.0668
93343MVB12ALZE4THumanEsophagusESCC1.58e-082.83e-010.0811
93343MVB12ALZE5THumanEsophagusESCC1.98e-023.32e-010.0514
93343MVB12ALZE7THumanEsophagusESCC1.18e-093.53e-010.0667
93343MVB12ALZE8THumanEsophagusESCC8.99e-071.03e-010.067
93343MVB12ALZE20THumanEsophagusESCC9.03e-132.17e-010.0662
93343MVB12ALZE22D1HumanEsophagusHGIN6.72e-031.78e-010.0595
93343MVB12ALZE24THumanEsophagusESCC4.78e-226.37e-010.0596
93343MVB12ALZE21THumanEsophagusESCC3.33e-024.92e-010.0655
93343MVB12ALZE6THumanEsophagusESCC2.85e-083.72e-010.0845
93343MVB12AP1T-EHumanEsophagusESCC1.40e-158.39e-010.0875
93343MVB12AP2T-EHumanEsophagusESCC2.07e-202.90e-010.1177
93343MVB12AP4T-EHumanEsophagusESCC4.96e-418.58e-010.1323
93343MVB12AP5T-EHumanEsophagusESCC2.65e-336.02e-010.1327
93343MVB12AP8T-EHumanEsophagusESCC7.38e-376.06e-010.0889
93343MVB12AP9T-EHumanEsophagusESCC8.43e-226.84e-010.1131
93343MVB12AP10T-EHumanEsophagusESCC2.39e-294.65e-010.116
93343MVB12AP11T-EHumanEsophagusESCC1.21e-199.87e-010.1426
93343MVB12AP12T-EHumanEsophagusESCC1.03e-043.23e-020.1122
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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:0007173111ThyroidATCepidermal growth factor receptor signaling pathway63/6293108/187231.15e-071.92e-0663
GO:003625815ThyroidATCmultivesicular body assembly24/629330/187232.44e-073.77e-0624
GO:000704116ThyroidATClysosomal transport63/6293114/187231.58e-061.93e-0563
GO:000703216ThyroidATCendosome organization48/629382/187233.13e-063.56e-0548
GO:007198515ThyroidATCmultivesicular body sorting pathway26/629337/187235.64e-066.00e-0526
GO:190118415ThyroidATCregulation of ERBB signaling pathway45/629379/187231.68e-051.55e-0445
GO:004311224ThyroidATCreceptor metabolic process82/6293166/187231.78e-051.63e-0482
GO:004205814ThyroidATCregulation of epidermal growth factor receptor signaling pathway42/629373/187232.29e-052.02e-0442
GO:001906821ThyroidATCvirion assembly23/629335/187231.03e-047.41e-0423
GO:003970215ThyroidATCviral budding via host ESCRT complex15/629321/187234.45e-042.64e-0315
GO:004675515ThyroidATCviral budding17/629326/187239.13e-044.92e-0317
GO:000833311ThyroidATCendosome to lysosome transport29/629355/187232.65e-031.22e-0229
GO:003280114ThyroidATCreceptor catabolic process17/629328/187232.97e-031.35e-0217
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
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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
MVB12ASNVMissense_Mutationnovelc.608T>Cp.Ile203Thrp.I203TQ96EY5protein_codingdeleterious(0.04)possibly_damaging(0.637)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
MVB12ASNVMissense_Mutationnovelc.93C>Gp.Ile31Metp.I31MQ96EY5protein_codingdeleterious(0)probably_damaging(0.988)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MVB12AdeletionFrame_Shift_Delnovelc.190delNp.Asn64ThrfsTer44p.N64Tfs*44Q96EY5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MVB12ASNVMissense_Mutationnovelc.430N>Ap.Ala144Thrp.A144TQ96EY5protein_codingtolerated(0.07)probably_damaging(0.95)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MVB12ASNVMissense_Mutationnovelc.242C>Gp.Pro81Argp.P81RQ96EY5protein_codingdeleterious(0.01)possibly_damaging(0.728)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MVB12ASNVMissense_Mutationc.776N>Ap.Val259Glup.V259EQ96EY5protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3872-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
MVB12ASNVMissense_Mutationc.247C>Tp.Pro83Serp.P83SQ96EY5protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MVB12ASNVMissense_Mutationnovelc.430N>Tp.Ala144Serp.A144SQ96EY5protein_codingtolerated(0.06)probably_damaging(0.953)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MVB12ASNVMissense_Mutationc.113C>Ap.Ala38Glup.A38EQ96EY5protein_codingdeleterious(0.01)benign(0.091)TCGA-B5-A0K2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVHormone TherapymegaceSD
MVB12ASNVMissense_Mutationc.786G>Tp.Lys262Asnp.K262NQ96EY5protein_codingtolerated(0.1)benign(0.19)TCGA-BS-A0UF-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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