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: VTA1

Gene summary for VTA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VTA1

Gene ID

51534

Gene namevesicle trafficking 1
Gene Alias6orf55
Cytomap6q24.1-q24.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A087WY55


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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
51534VTA1P127T-EHumanEsophagusESCC7.12e-222.27e-010.0826
51534VTA1P128T-EHumanEsophagusESCC1.35e-371.18e+000.1241
51534VTA1P130T-EHumanEsophagusESCC7.78e-691.52e+000.1676
51534VTA1HCC1_MengHumanLiverHCC6.25e-452.39e-020.0246
51534VTA1HCC2_MengHumanLiverHCC3.05e-227.21e-020.0107
51534VTA1HCC1HumanLiverHCC1.51e-043.17e+000.5336
51534VTA1HCC2HumanLiverHCC3.09e-093.28e+000.5341
51534VTA1S014HumanLiverHCC1.21e-207.90e-010.2254
51534VTA1S015HumanLiverHCC4.80e-221.06e+000.2375
51534VTA1S016HumanLiverHCC7.17e-329.10e-010.2243
51534VTA1S027HumanLiverHCC5.56e-084.72e-010.2446
51534VTA1S028HumanLiverHCC7.22e-115.27e-010.2503
51534VTA1S029HumanLiverHCC2.59e-167.68e-010.2581
51534VTA1C04HumanOral cavityOSCC2.17e-087.19e-010.2633
51534VTA1C21HumanOral cavityOSCC5.32e-319.74e-010.2678
51534VTA1C30HumanOral cavityOSCC1.27e-502.42e+000.3055
51534VTA1C43HumanOral cavityOSCC1.19e-164.54e-010.1704
51534VTA1C46HumanOral cavityOSCC2.45e-083.15e-010.1673
51534VTA1C51HumanOral cavityOSCC9.56e-075.69e-010.2674
51534VTA1C57HumanOral cavityOSCC1.51e-064.39e-010.1679
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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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:003625714EsophagusESCCmultivesicular body organization30/855231/187231.04e-092.50e-0830
GO:003625814EsophagusESCCmultivesicular body assembly29/855230/187232.21e-094.99e-0829
GO:007198514EsophagusESCCmultivesicular body sorting pathway34/855237/187233.49e-097.39e-0834
GO:003250915EsophagusESCCendosome transport via multivesicular body sorting pathway29/855231/187231.92e-083.72e-0729
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:001906815EsophagusESCCvirion assembly31/855235/187231.40e-072.25e-0631
GO:00453245EsophagusESCClate endosome to vacuole transport23/855225/187231.39e-061.69e-0523
GO:004675514EsophagusESCCviral budding23/855226/187236.82e-066.90e-0523
GO:00325113EsophagusESCClate endosome to vacuole transport via multivesicular body sorting pathway16/855217/187233.46e-052.82e-0416
GO:19048965EsophagusESCCESCRT complex disassembly10/855210/187233.94e-042.26e-0310
GO:19049035EsophagusESCCESCRT III complex disassembly10/855210/187233.94e-042.26e-0310
GO:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
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
VTA1SNVMissense_Mutationnovelc.241N>Gp.Thr81Alap.T81AQ9NP79protein_codingdeleterious(0.03)benign(0.378)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
VTA1SNVMissense_Mutationnovelc.642T>Gp.Ile214Metp.I214MQ9NP79protein_codingdeleterious(0.03)possibly_damaging(0.776)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VTA1SNVMissense_Mutationnovelc.372N>Cp.Leu124Phep.L124FQ9NP79protein_codingdeleterious(0)probably_damaging(0.998)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
VTA1SNVMissense_Mutationc.814N>Tp.Ala272Serp.A272SQ9NP79protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VTA1SNVMissense_Mutationc.235N>Ap.Ala79Thrp.A79TQ9NP79protein_codingdeleterious(0)possibly_damaging(0.491)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
VTA1SNVMissense_Mutationc.655N>Tp.His219Tyrp.H219YQ9NP79protein_codingtolerated(0.24)probably_damaging(0.924)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VTA1SNVMissense_Mutationnovelc.518N>Gp.Asn173Serp.N173SQ9NP79protein_codingtolerated(0.47)benign(0.005)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
VTA1SNVMissense_Mutationrs776504793c.647N>Tp.Pro216Leup.P216LQ9NP79protein_codingdeleterious(0)possibly_damaging(0.633)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
VTA1SNVMissense_Mutationc.692N>Ap.Ser231Asnp.S231NQ9NP79protein_codingtolerated(0.52)benign(0.009)TCGA-BS-A0U8-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
VTA1SNVMissense_Mutationc.636A>Gp.Ile212Metp.I212MQ9NP79protein_codingtolerated(0.1)possibly_damaging(0.844)TCGA-D1-A15X-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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