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: VMA21

Gene summary for VMA21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VMA21

Gene ID

203547

Gene namevacuolar ATPase assembly factor VMA21
Gene AliasMEAX
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q3ZAQ7


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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
203547VMA21LZE2THumanEsophagusESCC4.16e-047.92e-010.082
203547VMA21LZE4THumanEsophagusESCC8.61e-186.36e-010.0811
203547VMA21LZE7THumanEsophagusESCC2.11e-131.08e+000.0667
203547VMA21LZE8THumanEsophagusESCC8.77e-041.32e-010.067
203547VMA21LZE20THumanEsophagusESCC2.25e-032.31e-010.0662
203547VMA21LZE24THumanEsophagusESCC2.30e-226.40e-010.0596
203547VMA21LZE6THumanEsophagusESCC3.45e-097.14e-010.0845
203547VMA21P1T-EHumanEsophagusESCC2.72e-086.36e-010.0875
203547VMA21P2T-EHumanEsophagusESCC5.03e-296.69e-010.1177
203547VMA21P4T-EHumanEsophagusESCC4.81e-307.40e-010.1323
203547VMA21P5T-EHumanEsophagusESCC3.01e-479.52e-010.1327
203547VMA21P8T-EHumanEsophagusESCC1.06e-174.39e-010.0889
203547VMA21P9T-EHumanEsophagusESCC3.81e-318.30e-010.1131
203547VMA21P10T-EHumanEsophagusESCC3.13e-721.26e+000.116
203547VMA21P11T-EHumanEsophagusESCC2.58e-124.95e-010.1426
203547VMA21P12T-EHumanEsophagusESCC3.84e-377.91e-010.1122
203547VMA21P15T-EHumanEsophagusESCC9.74e-419.24e-010.1149
203547VMA21P16T-EHumanEsophagusESCC3.22e-152.28e-010.1153
203547VMA21P17T-EHumanEsophagusESCC4.78e-065.08e-010.1278
203547VMA21P19T-EHumanEsophagusESCC3.73e-111.35e+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
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:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
GO:00700711EsophagusESCCproton-transporting two-sector ATPase complex assembly12/855215/187237.31e-032.63e-0212
GO:00434623LiverCirrhoticregulation of ATPase activity21/463446/187231.61e-031.04e-0221
GO:0070071LiverHCCproton-transporting two-sector ATPase complex assembly12/795815/187233.56e-031.59e-0212
GO:004346211LiverHCCregulation of ATPase activity29/795846/187233.95e-031.74e-0229
GO:00434626Oral cavityOSCCregulation of ATPase activity27/730546/187235.33e-032.07e-0227
GO:00434628SkincSCCregulation of ATPase activity22/486446/187231.16e-037.61e-0322
GO:00700712ThyroidPTCproton-transporting two-sector ATPase complex assembly11/596815/187231.19e-036.84e-0311
GO:00434629ThyroidPTCregulation of ATPase activity23/596846/187237.89e-033.33e-0223
GO:007007111ThyroidATCproton-transporting two-sector ATPase complex assembly11/629315/187231.94e-039.41e-0311
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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
VMA21SNVMissense_Mutationc.202G>Ap.Ala68Thrp.A68TQ3ZAQ7protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A5-A0G9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VMA21SNVMissense_Mutationc.121N>Ap.Pro41Thrp.P41TQ3ZAQ7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VMA21SNVMissense_Mutationc.287G>Ap.Arg96Hisp.R96HQ3ZAQ7protein_codingdeleterious(0.04)possibly_damaging(0.511)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VMA21SNVMissense_Mutationnovelc.264N>Tp.Trp88Cysp.W88CQ3ZAQ7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VMA21SNVMissense_Mutationnovelc.128G>Ap.Gly43Glup.G43EQ3ZAQ7protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BS-A0V4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VMA21SNVMissense_Mutationrs376099956c.226G>Ap.Val76Ilep.V76IQ3ZAQ7protein_codingtolerated(0.08)probably_damaging(0.984)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VMA21SNVMissense_Mutationrs140025330c.166N>Ap.Ala56Thrp.A56TQ3ZAQ7protein_codingtolerated(0.42)benign(0)TCGA-SJ-A6ZI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VMA21SNVMissense_Mutationc.65N>Tp.Ser22Leup.S22LQ3ZAQ7protein_codingdeleterious(0)probably_damaging(0.95)TCGA-55-6982-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapygemzarPD
VMA21SNVMissense_Mutationc.285G>Tp.Trp95Cysp.W95CQ3ZAQ7protein_codingdeleterious(0.01)possibly_damaging(0.669)TCGA-55-6987-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
VMA21SNVMissense_Mutationc.65N>Tp.Ser22Leup.S22LQ3ZAQ7protein_codingdeleterious(0)probably_damaging(0.95)TCGA-97-7938-01Lunglung adenocarcinomaFemale>=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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