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: VTI1A

Gene summary for VTI1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VTI1A

Gene ID

143187

Gene namevesicle transport through interaction with t-SNAREs 1A
Gene AliasMMDS3
Cytomap10q25.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q96AJ9


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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
143187VTI1ACCI_1HumanCervixCC1.97e-111.07e+000.528
143187VTI1ACCI_2HumanCervixCC1.25e-151.56e+000.5249
143187VTI1ACCI_3HumanCervixCC3.89e-076.75e-010.516
143187VTI1AHTA11_3410_2000001011HumanColorectumAD3.97e-23-6.46e-010.0155
143187VTI1AHTA11_2487_2000001011HumanColorectumSER1.04e-02-3.80e-01-0.1808
143187VTI1AHTA11_347_2000001011HumanColorectumAD3.14e-044.15e-01-0.1954
143187VTI1AHTA11_3361_2000001011HumanColorectumAD5.44e-04-3.74e-01-0.1207
143187VTI1AHTA11_866_3004761011HumanColorectumAD1.85e-05-5.16e-010.096
143187VTI1AHTA11_4255_2000001011HumanColorectumSER5.88e-05-5.31e-010.0446
143187VTI1AHTA11_8622_2000001021HumanColorectumSER1.94e-04-7.18e-010.0528
143187VTI1AHTA11_7696_3000711011HumanColorectumAD9.78e-07-3.72e-010.0674
143187VTI1AHTA11_99999970781_79442HumanColorectumMSS2.19e-14-5.64e-010.294
143187VTI1AHTA11_99999965104_69814HumanColorectumMSS2.77e-421.98e+000.281
143187VTI1AHTA11_99999974143_84620HumanColorectumMSS3.04e-22-6.19e-010.3005
143187VTI1AA001-C-207HumanColorectumFAP1.04e-02-3.71e-010.1278
143187VTI1AA015-C-203HumanColorectumFAP7.29e-39-7.38e-01-0.1294
143187VTI1AA015-C-204HumanColorectumFAP2.20e-07-4.83e-01-0.0228
143187VTI1AA014-C-040HumanColorectumFAP2.28e-07-6.42e-01-0.1184
143187VTI1AA002-C-201HumanColorectumFAP2.19e-12-5.31e-010.0324
143187VTI1AA002-C-203HumanColorectumFAP4.26e-04-2.61e-010.2786
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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
∗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:00068927CervixCCpost-Golgi vesicle-mediated transport28/2311104/187234.31e-056.61e-0428
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:00070304CervixCCGolgi organization32/2311157/187232.78e-031.87e-0232
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:0048284ColorectumADorganelle fusion42/3918141/187238.04e-034.73e-0242
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
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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
hsa041302LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa041303LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
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
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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
VTI1ASNVMissense_Mutationc.548N>Tp.Gly183Valp.G183VQ96AJ9protein_codingdeleterious(0.01)benign(0.288)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
VTI1ASNVMissense_Mutationrs746061602c.586G>Ap.Val196Ilep.V196IQ96AJ9protein_codingtolerated(0.52)benign(0.043)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
VTI1ASNVMissense_Mutationnovelc.205A>Gp.Met69Valp.M69VQ96AJ9protein_codingtolerated(0.06)benign(0.049)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
VTI1ASNVMissense_Mutationrs148949614c.389N>Ap.Arg130Glnp.R130QQ96AJ9protein_codingtolerated(0.06)possibly_damaging(0.64)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
VTI1ASNVMissense_Mutationc.548G>Tp.Gly183Valp.G183VQ96AJ9protein_codingdeleterious(0.01)benign(0.288)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VTI1ASNVMissense_Mutationrs770821310c.280N>Ap.Ala94Thrp.A94TQ96AJ9protein_codingdeleterious(0.05)benign(0.061)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
VTI1ASNVMissense_Mutationrs770821310c.280N>Ap.Ala94Thrp.A94TQ96AJ9protein_codingdeleterious(0.05)benign(0.061)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VTI1ASNVMissense_Mutationnovelc.648N>Cp.Arg216Serp.R216SQ96AJ9protein_codingtolerated(0.05)benign(0.001)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
VTI1ASNVMissense_Mutationnovelc.350N>Tp.His117Leup.H117LQ96AJ9protein_codingdeleterious(0.02)benign(0.011)TCGA-5R-AAAM-01Liverliver hepatocellular carcinomaFemale>=65I/IIUnknownUnknownSD
VTI1ASNVMissense_Mutationc.479N>Ap.Ile160Lysp.I160KQ96AJ9protein_codingdeleterious(0)probably_damaging(0.996)TCGA-55-1592-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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