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: VAPA

Gene summary for VAPA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VAPA

Gene ID

9218

Gene nameVAMP associated protein A
Gene AliasVAMP-A
Cytomap18p11.22
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9P0L0


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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
9218VAPAGSM4909285HumanBreastIDC1.17e-03-1.03e-010.21
9218VAPAGSM4909286HumanBreastIDC5.23e-11-3.16e-010.1081
9218VAPAGSM4909293HumanBreastIDC2.76e-06-1.01e-010.1581
9218VAPAGSM4909294HumanBreastIDC2.65e-03-3.47e-010.2022
9218VAPAGSM4909296HumanBreastIDC4.32e-18-5.85e-010.1524
9218VAPAGSM4909297HumanBreastIDC4.20e-18-2.31e-010.1517
9218VAPAGSM4909298HumanBreastIDC2.58e-04-2.17e-010.1551
9218VAPAGSM4909301HumanBreastIDC2.56e-03-3.48e-010.1577
9218VAPAGSM4909311HumanBreastIDC1.84e-43-7.11e-010.1534
9218VAPAGSM4909312HumanBreastIDC3.79e-17-5.10e-010.1552
9218VAPAGSM4909313HumanBreastIDC3.54e-02-1.73e-010.0391
9218VAPAGSM4909319HumanBreastIDC5.22e-57-6.49e-010.1563
9218VAPAGSM4909320HumanBreastIDC1.70e-09-5.64e-010.1575
9218VAPAGSM4909321HumanBreastIDC4.62e-22-3.83e-010.1559
9218VAPAbrca1HumanBreastPrecancer4.59e-133.33e-01-0.0338
9218VAPAbrca2HumanBreastPrecancer1.17e-112.82e-01-0.024
9218VAPAbrca3HumanBreastPrecancer4.09e-123.45e-01-0.0263
9218VAPAM1HumanBreastIDC1.95e-05-4.29e-010.1577
9218VAPANCCBC14HumanBreastDCIS2.88e-20-2.48e-010.2021
9218VAPANCCBC2HumanBreastDCIS1.50e-05-2.53e-010.1554
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:001905812LiverCirrhoticviral life cycle148/4634317/187231.12e-171.64e-15148
GO:000688811LiverCirrhoticendoplasmic reticulum to Golgi vesicle-mediated transport77/4634130/187235.78e-177.56e-1577
GO:004440312LiverCirrhoticbiological process involved in symbiotic interaction131/4634290/187232.00e-141.84e-12131
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:000690012LiverCirrhoticvesicle budding from membrane41/463461/187233.12e-122.25e-1041
GO:001907912LiverCirrhoticviral genome replication69/4634131/187235.77e-123.98e-1069
GO:00709724LiverCirrhoticprotein localization to endoplasmic reticulum45/463474/187234.79e-112.73e-0945
GO:00485247LiverCirrhoticpositive regulation of viral process39/463465/187231.62e-096.93e-0839
GO:005170112LiverCirrhoticbiological process involved in interaction with host88/4634203/187234.55e-091.82e-0788
GO:00507927LiverCirrhoticregulation of viral process74/4634164/187239.54e-093.69e-0774
GO:00518171LiverCirrhoticmodulation of process of other organism involved in symbiotic interaction44/463481/187231.11e-084.26e-0744
GO:005170211LiverCirrhoticbiological process involved in interaction with symbiont48/463494/187233.41e-081.14e-0648
GO:009011411LiverCirrhoticCOPII-coated vesicle budding21/463429/187238.97e-082.63e-0621
GO:00521267LiverCirrhoticmovement in host environment75/4634175/187231.08e-073.07e-0675
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:00518511LiverCirrhoticmodulation by host of symbiont process33/463460/187235.09e-071.14e-0533
GO:19039007LiverCirrhoticregulation of viral life cycle64/4634148/187236.12e-071.32e-0564
GO:00358213LiverCirrhoticmodulation of process of other organism49/4634106/187231.20e-062.43e-0549
GO:00431225LiverCirrhoticregulation of I-kappaB kinase/NF-kappaB signaling95/4634249/187231.68e-063.22e-0595
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049792LiverCirrhoticCholesterol metabolism30/253051/84651.59e-051.39e-048.60e-0530
hsa049793LiverCirrhoticCholesterol metabolism30/253051/84651.59e-051.39e-048.60e-0530
hsa049794LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa049795LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
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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
VAPASNVMissense_Mutationrs376344309c.782N>Tp.Ser261Leup.S261LQ9P0L0protein_codingtolerated(0.22)benign(0.306)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VAPASNVMissense_Mutationc.757C>Gp.His253Aspp.H253DQ9P0L0protein_codingtolerated(0.41)possibly_damaging(0.6)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
VAPASNVMissense_Mutationrs773854854c.743T>Cp.Leu248Prop.L248PQ9P0L0protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
VAPASNVMissense_Mutationc.128N>Tp.Ser43Leup.S43LQ9P0L0protein_codingdeleterious(0.04)probably_damaging(0.968)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VAPASNVMissense_Mutationnovelc.194N>Ap.Ser65Asnp.S65NQ9P0L0protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VAPAdeletionFrame_Shift_Delc.348delNp.Lys117AsnfsTer5p.K117Nfs*5Q9P0L0protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VAPASNVMissense_Mutationc.763N>Ap.Asp255Asnp.D255NQ9P0L0protein_codingtolerated(0.29)possibly_damaging(0.526)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VAPASNVMissense_Mutationnovelc.248T>Cp.Phe83Serp.F83SQ9P0L0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VAPASNVMissense_Mutationnovelc.461G>Ap.Ser154Asnp.S154NQ9P0L0protein_codingtolerated(0.44)benign(0.003)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VAPASNVMissense_Mutationrs773084616c.560N>Cp.Met187Thrp.M187TQ9P0L0protein_codingdeleterious(0.04)benign(0.046)TCGA-B5-A0JT-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVHormone TherapymegaceSD
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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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