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: VSTM2L

Gene summary for VSTM2L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VSTM2L

Gene ID

128434

Gene nameV-set and transmembrane domain containing 2 like
Gene AliasC20orf102
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q96N03


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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
128434VSTM2LLZE5THumanEsophagusESCC4.76e-023.47e-010.0514
128434VSTM2LLZE24THumanEsophagusESCC5.92e-104.05e-010.0596
128434VSTM2LP8T-EHumanEsophagusESCC7.81e-501.11e+000.0889
128434VSTM2LP28T-EHumanEsophagusESCC7.15e-043.51e-020.1149
128434VSTM2LP54T-EHumanEsophagusESCC1.12e-042.77e-010.0975
128434VSTM2LP65T-EHumanEsophagusESCC4.64e-082.75e-010.0978
128434VSTM2LP75T-EHumanEsophagusESCC8.50e-256.33e-010.1125
128434VSTM2LP79T-EHumanEsophagusESCC7.44e-031.18e-010.1154
128434VSTM2LP82T-EHumanEsophagusESCC7.14e-126.06e-010.1072
128434VSTM2LP128T-EHumanEsophagusESCC1.13e-068.91e-010.1241
128434VSTM2LP130T-EHumanEsophagusESCC2.24e-173.48e-010.1676
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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
∗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:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:004352317EsophagusESCCregulation of neuron apoptotic process122/8552212/187233.21e-041.90e-03122
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:190121516EsophagusESCCnegative regulation of neuron death115/8552208/187233.24e-031.34e-02115
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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
VSTM2LSNVMissense_Mutationrs771171569c.409G>Ap.Glu137Lysp.E137KQ96N03protein_codingdeleterious(0)probably_damaging(0.992)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
VSTM2LSNVMissense_Mutationrs776332509c.194N>Ap.Arg65Hisp.R65HQ96N03protein_codingdeleterious(0.02)probably_damaging(0.984)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
VSTM2LSNVMissense_Mutationrs769378638c.551N>Tp.Pro184Leup.P184LQ96N03protein_codingtolerated(0.31)benign(0.107)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VSTM2LinsertionFrame_Shift_Insnovelc.375_376insAp.Leu127AlafsTer81p.L127Afs*81Q96N03protein_codingTCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VSTM2LdeletionFrame_Shift_Delc.278delNp.Ala94ProfsTer5p.A94Pfs*5Q96N03protein_codingTCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
VSTM2LSNVMissense_Mutationnovelc.332N>Tp.Thr111Ilep.T111IQ96N03protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
VSTM2LSNVMissense_Mutationnovelc.523N>Ap.Glu175Lysp.E175KQ96N03protein_codingtolerated(0.32)benign(0.036)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
VSTM2LSNVMissense_Mutationnovelc.494N>Ap.Pro165Glnp.P165QQ96N03protein_codingdeleterious(0.03)benign(0.413)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
VSTM2LSNVMissense_Mutationnovelc.215A>Gp.Tyr72Cysp.Y72CQ96N03protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-05-4382-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
VSTM2LSNVMissense_Mutationnovelc.383G>Tp.Arg128Leup.R128LQ96N03protein_codingdeleterious(0)probably_damaging(0.997)TCGA-21-1083-01Lunglung squamous cell carcinomaMale>=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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