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: VAMP4

Gene summary for VAMP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VAMP4

Gene ID

8674

Gene namevesicle associated membrane protein 4
Gene AliasVAMP-4
Cytomap1q24.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

O75379


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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
8674VAMP4P128T-EHumanEsophagusESCC5.70e-206.00e-010.1241
8674VAMP4P130T-EHumanEsophagusESCC5.71e-407.85e-010.1676
8674VAMP4C04HumanOral cavityOSCC1.12e-095.24e-010.2633
8674VAMP4C21HumanOral cavityOSCC1.74e-155.62e-010.2678
8674VAMP4C30HumanOral cavityOSCC1.39e-166.82e-010.3055
8674VAMP4C43HumanOral cavityOSCC9.63e-163.45e-010.1704
8674VAMP4C46HumanOral cavityOSCC9.29e-072.04e-010.1673
8674VAMP4C51HumanOral cavityOSCC9.48e-085.18e-010.2674
8674VAMP4C57HumanOral cavityOSCC1.12e-082.88e-010.1679
8674VAMP4C08HumanOral cavityOSCC1.87e-204.53e-010.1919
8674VAMP4C09HumanOral cavityOSCC1.10e-052.73e-010.1431
8674VAMP4LP15HumanOral cavityLP1.96e-026.28e-010.2174
8674VAMP4SYSMH1HumanOral cavityOSCC9.96e-041.58e-010.1127
8674VAMP4SYSMH2HumanOral cavityOSCC1.15e-021.70e-010.2326
8674VAMP4SYSMH3HumanOral cavityOSCC2.24e-021.24e-010.2442
8674VAMP4male-WTAHumanThyroidPTC4.20e-232.20e-010.1037
8674VAMP4PTC01HumanThyroidPTC9.45e-051.07e-010.1899
8674VAMP4PTC04HumanThyroidPTC1.83e-061.37e-010.1927
8674VAMP4PTC05HumanThyroidPTC9.16e-155.23e-010.2065
8674VAMP4PTC06HumanThyroidPTC1.53e-325.83e-010.2057
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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
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
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:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:00070328EsophagusHGINendosome organization25/258782/187237.45e-051.69e-0325
GO:00160509EsophagusHGINvesicle organization65/2587300/187231.24e-042.54e-0365
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:00901743EsophagusESCCorganelle membrane fusion73/8552110/187239.29e-068.88e-0573
GO:00069063EsophagusESCCvesicle fusion70/8552106/187231.82e-051.60e-0470
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
GO:00901614EsophagusESCCGolgi ribbon formation11/855213/187234.76e-031.85e-0211
GO:00995324EsophagusESCCsynaptic vesicle endosomal processing9/855210/187235.09e-031.92e-029
GO:00160508Oral cavityOSCCvesicle organization189/7305300/187232.40e-172.14e-15189
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:00070327Oral cavityOSCCendosome organization59/730582/187231.41e-093.39e-0859
GO:003010016Oral cavityOSCCregulation of endocytosis121/7305211/187234.74e-088.80e-07121
GO:00070307Oral cavityOSCCGolgi organization92/7305157/187234.96e-077.27e-0692
GO:00482843Oral cavityOSCCorganelle fusion82/7305141/187233.08e-063.72e-0582
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041305EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa0413012EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa041304Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa0413011Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa0413021Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
hsa0413031Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
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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
VAMP4SNVMissense_Mutationc.239G>Tp.Arg80Ilep.R80IO75379protein_codingdeleterious(0)probably_damaging(0.942)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
VAMP4SNVMissense_Mutationc.68G>Tp.Arg23Ilep.R23IO75379protein_codingtolerated(0.05)possibly_damaging(0.452)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
VAMP4insertionFrame_Shift_Insnovelc.111_112insTp.Leu38SerfsTer12p.L38Sfs*12O75379protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VAMP4SNVMissense_Mutationc.68N>Tp.Arg23Ilep.R23IO75379protein_codingtolerated(0.05)possibly_damaging(0.452)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
VAMP4SNVMissense_Mutationc.68N>Tp.Arg23Ilep.R23IO75379protein_codingtolerated(0.05)possibly_damaging(0.452)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VAMP4SNVMissense_Mutationrs535997142c.19N>Tp.Arg7Cysp.R7CO75379protein_codingdeleterious(0)possibly_damaging(0.63)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VAMP4SNVMissense_Mutationc.181G>Tp.Asp61Tyrp.D61YO75379protein_codingdeleterious(0)probably_damaging(0.996)TCGA-44-5644-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
VAMP4SNVMissense_Mutationc.175N>Gp.Gln59Glup.Q59EO75379protein_codingtolerated(0.09)benign(0.111)TCGA-49-6761-01Lunglung adenocarcinomaFemale>=65III/IVUnknownUnknownSD
VAMP4SNVMissense_Mutationc.4N>Tp.Pro2Serp.P2SO75379protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BR-6452-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VAMP4insertionIn_Frame_Insnovelc.40_41insATGp.Asp13dupp.D13dupO75379protein_codingTCGA-D7-A6EY-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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