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: VAT1

Gene summary for VAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VAT1

Gene ID

10493

Gene namevesicle amine transport 1
Gene AliasVATI
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A0A024R1Z6


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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
10493VAT1LZE3DHumanEsophagusHGIN7.39e-043.79e-010.0668
10493VAT1LZE4THumanEsophagusESCC9.05e-104.09e-010.0811
10493VAT1LZE7THumanEsophagusESCC3.83e-033.44e-010.0667
10493VAT1LZE8THumanEsophagusESCC1.19e-02-1.32e-010.067
10493VAT1LZE22THumanEsophagusESCC1.68e-025.31e-010.068
10493VAT1LZE24THumanEsophagusESCC7.81e-106.45e-010.0596
10493VAT1LZE6THumanEsophagusESCC2.19e-057.55e-020.0845
10493VAT1P1T-EHumanEsophagusESCC1.40e-035.18e-010.0875
10493VAT1P2T-EHumanEsophagusESCC5.58e-222.28e-010.1177
10493VAT1P4T-EHumanEsophagusESCC7.87e-227.25e-010.1323
10493VAT1P5T-EHumanEsophagusESCC1.78e-256.61e-010.1327
10493VAT1P8T-EHumanEsophagusESCC5.30e-143.18e-010.0889
10493VAT1P9T-EHumanEsophagusESCC3.83e-023.16e-010.1131
10493VAT1P10T-EHumanEsophagusESCC7.63e-099.80e-020.116
10493VAT1P11T-EHumanEsophagusESCC2.06e-261.31e+000.1426
10493VAT1P12T-EHumanEsophagusESCC7.13e-407.95e-010.1122
10493VAT1P15T-EHumanEsophagusESCC3.54e-217.72e-010.1149
10493VAT1P16T-EHumanEsophagusESCC2.28e-355.93e-010.1153
10493VAT1P17T-EHumanEsophagusESCC3.29e-088.49e-010.1278
10493VAT1P19T-EHumanEsophagusESCC5.08e-141.77e+000.1662
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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
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:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:001082315EsophagusESCCnegative regulation of mitochondrion organization36/855249/187237.24e-055.45e-0436
GO:00080532EsophagusESCCmitochondrial fusion20/855227/187232.61e-031.11e-0220
GO:00108216LiverCirrhoticregulation of mitochondrion organization62/4634144/187231.09e-062.22e-0562
GO:00106397LiverCirrhoticnegative regulation of organelle organization124/4634348/187233.20e-065.60e-05124
GO:00482842LiverCirrhoticorganelle fusion52/4634141/187238.77e-046.31e-0352
GO:00108236LiverCirrhoticnegative regulation of mitochondrion organization22/463449/187231.64e-031.05e-0222
GO:001063912LiverHCCnegative regulation of organelle organization204/7958348/187237.67e-102.37e-08204
GO:001082112LiverHCCregulation of mitochondrion organization96/7958144/187233.82e-091.02e-0796
GO:001082312LiverHCCnegative regulation of mitochondrion organization36/795849/187231.08e-051.24e-0436
GO:004828411LiverHCCorganelle fusion84/7958141/187233.13e-053.20e-0484
GO:0008053LiverHCCmitochondrial fusion19/795827/187233.18e-031.47e-0219
GO:001082117Oral cavityOSCCregulation of mitochondrion organization97/7305144/187234.78e-121.83e-1097
GO:001063918Oral cavityOSCCnegative regulation of organelle organization190/7305348/187232.12e-094.97e-08190
GO:00482843Oral cavityOSCCorganelle fusion82/7305141/187233.08e-063.72e-0582
GO:00108239Oral cavityOSCCnegative regulation of mitochondrion organization34/730549/187231.59e-051.59e-0434
GO:00080531Oral cavityOSCCmitochondrial fusion18/730527/187233.34e-031.42e-0218
GO:001082118Oral cavityLPregulation of mitochondrion organization65/4623144/187236.61e-082.24e-0665
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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
VAT1SNVMissense_Mutationnovelc.416N>Ap.Arg139Glnp.R139QQ99536protein_codingtolerated(0.15)benign(0.228)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VAT1SNVMissense_Mutationc.901N>Ap.Leu301Metp.L301MQ99536protein_codingtolerated(0.62)benign(0.091)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VAT1SNVMissense_Mutationnovelc.587T>Cp.Met196Thrp.M196TQ99536protein_codingtolerated(0.24)benign(0.029)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
VAT1SNVMissense_Mutationrs751509304c.514N>Gp.Asn172Aspp.N172DQ99536protein_codingdeleterious(0)benign(0.091)TCGA-A5-A0GA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
VAT1SNVMissense_Mutationrs145195905c.679G>Ap.Glu227Lysp.E227KQ99536protein_codingdeleterious(0.03)benign(0.11)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VAT1SNVMissense_Mutationnovelc.1133A>Gp.Lys378Argp.K378RQ99536protein_codingtolerated(0.12)benign(0.005)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
VAT1SNVMissense_Mutationnovelc.500N>Ap.Ala167Aspp.A167DQ99536protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VAT1SNVMissense_Mutationnovelc.479N>Tp.Ala160Valp.A160VQ99536protein_codingdeleterious(0.05)benign(0.078)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
VAT1SNVMissense_Mutationrs764944133c.908N>Ap.Arg303Glnp.R303QQ99536protein_codingdeleterious(0)possibly_damaging(0.625)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VAT1SNVMissense_Mutationnovelc.713N>Ap.Ile238Asnp.I238NQ99536protein_codingdeleterious(0)probably_damaging(0.992)TCGA-EO-A3AZ-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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