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: VMP1

Gene summary for VMP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VMP1

Gene ID

81671

Gene namevacuole membrane protein 1
Gene AliasEPG3
Cytomap17q23.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96GC9


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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
81671VMP1GSM4909285HumanBreastIDC3.71e-10-4.05e-010.21
81671VMP1GSM4909286HumanBreastIDC1.56e-20-6.52e-010.1081
81671VMP1GSM4909288HumanBreastIDC2.64e-04-3.60e-010.0988
81671VMP1GSM4909293HumanBreastIDC1.68e-052.80e-010.1581
81671VMP1GSM4909294HumanBreastIDC2.54e-10-4.75e-010.2022
81671VMP1GSM4909296HumanBreastIDC3.23e-25-6.93e-010.1524
81671VMP1GSM4909297HumanBreastIDC1.10e-17-4.75e-010.1517
81671VMP1GSM4909298HumanBreastIDC3.31e-02-2.58e-010.1551
81671VMP1GSM4909301HumanBreastIDC6.97e-103.20e-010.1577
81671VMP1GSM4909308HumanBreastIDC3.23e-073.65e-010.158
81671VMP1GSM4909311HumanBreastIDC1.08e-37-6.70e-010.1534
81671VMP1GSM4909313HumanBreastIDC9.54e-062.77e-010.0391
81671VMP1GSM4909315HumanBreastIDC4.29e-08-5.08e-010.21
81671VMP1GSM4909316HumanBreastIDC1.72e-11-7.75e-010.21
81671VMP1GSM4909318HumanBreastIDC2.51e-07-7.51e-010.2031
81671VMP1GSM4909319HumanBreastIDC7.97e-44-4.46e-010.1563
81671VMP1GSM4909320HumanBreastIDC1.80e-04-2.46e-010.1575
81671VMP1GSM4909321HumanBreastIDC4.07e-07-6.56e-020.1559
81671VMP1ctrl6HumanBreastPrecancer2.62e-105.60e-01-0.0061
81671VMP1brca1HumanBreastPrecancer1.34e-09-4.06e-01-0.0338
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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
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00075663BreastPrecancerembryo implantation11/108053/187231.82e-042.95e-0311
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00324116BreastPrecancerpositive regulation of transporter activity16/1080120/187231.46e-031.51e-0216
GO:00347673BreastPrecancerpositive regulation of ion transmembrane transport19/1080167/187233.60e-032.98e-0219
GO:00324143BreastPrecancerpositive regulation of ion transmembrane transporter activity14/1080109/187233.97e-033.15e-0214
GO:00109596BreastPrecancerregulation of metal ion transport37/1080406/187234.07e-033.22e-0237
GO:00228985BreastPrecancerregulation of transmembrane transporter activity27/1080278/187235.72e-034.11e-0227
GO:1901021BreastPrecancerpositive regulation of calcium ion transmembrane transporter activity7/108039/187236.32e-034.43e-027
GO:1901019BreastPrecancerregulation of calcium ion transmembrane transporter activity12/108093/187237.09e-034.78e-0212
GO:000756511BreastIDCfemale pregnancy39/1434193/187231.81e-081.27e-0639
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:000756611BreastIDCembryo implantation14/143453/187233.14e-057.32e-0414
GO:001095913BreastIDCregulation of metal ion transport52/1434406/187231.76e-042.97e-0352
GO:003241111BreastIDCpositive regulation of transporter activity20/1434120/187237.64e-049.27e-0320
GO:00432703BreastIDCpositive regulation of ion transport36/1434275/187231.11e-031.22e-0236
GO:002289812BreastIDCregulation of transmembrane transporter activity36/1434278/187231.35e-031.40e-0236
GO:003241411BreastIDCpositive regulation of ion transmembrane transporter activity18/1434109/187231.53e-031.53e-0218
GO:003476711BreastIDCpositive regulation of ion transmembrane transport24/1434167/187232.07e-031.95e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041402ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041403ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa041407LungIACAutophagy - animal28/1053141/84657.64e-033.03e-022.01e-0228
hsa0414012LungIACAutophagy - animal28/1053141/84657.64e-033.03e-022.01e-0228
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414024Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
hsa0414034Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
hsa0414041Oral cavityEOLPAutophagy - animal39/1218141/84652.68e-051.38e-048.12e-0539
hsa0414051Oral cavityEOLPAutophagy - animal39/1218141/84652.68e-051.38e-048.12e-0539
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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
VMP1SNVMissense_Mutationc.1181N>Ap.Arg394Glnp.R394QQ96GC9protein_codingdeleterious(0)benign(0.288)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VMP1insertionFrame_Shift_Insnovelc.577_578insCAGGGGGTp.Met193ThrfsTer62p.M193Tfs*62Q96GC9protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VMP1deletionFrame_Shift_Delnovelc.248delTp.Leu83TyrfsTer8p.L83Yfs*8Q96GC9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
VMP1SNVMissense_Mutationc.669G>Cp.Glu223Aspp.E223DQ96GC9protein_codingtolerated(0.69)benign(0.012)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VMP1SNVMissense_Mutationc.1048N>Tp.His350Tyrp.H350YQ96GC9protein_codingdeleterious(0)probably_damaging(0.982)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
VMP1SNVMissense_Mutationnovelc.814G>Cp.Asp272Hisp.D272HQ96GC9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
VMP1SNVMissense_Mutationc.1036N>Tp.Arg346Trpp.R346WQ96GC9protein_codingdeleterious(0)possibly_damaging(0.828)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VMP1SNVMissense_Mutationc.601G>Ap.Gly201Argp.G201RQ96GC9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VMP1SNVMissense_Mutationnovelc.131N>Gp.Ile44Serp.I44SQ96GC9protein_codingdeleterious(0)possibly_damaging(0.767)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VMP1SNVMissense_Mutationc.926N>Cp.Ile309Thrp.I309TQ96GC9protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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