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: VANGL2

Gene summary for VANGL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VANGL2

Gene ID

57216

Gene nameVANGL planar cell polarity protein 2
Gene AliasLPP1
Cytomap1q23.2
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

A8K4L6


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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
57216VANGL2LZE2THumanEsophagusESCC2.72e-022.73e-010.082
57216VANGL2LZE7THumanEsophagusESCC1.46e-083.15e-010.0667
57216VANGL2LZE24THumanEsophagusESCC1.19e-061.90e-010.0596
57216VANGL2P2T-EHumanEsophagusESCC2.39e-143.05e-010.1177
57216VANGL2P4T-EHumanEsophagusESCC1.20e-122.68e-010.1323
57216VANGL2P5T-EHumanEsophagusESCC1.46e-109.78e-020.1327
57216VANGL2P8T-EHumanEsophagusESCC8.86e-055.45e-020.0889
57216VANGL2P9T-EHumanEsophagusESCC9.40e-051.13e-010.1131
57216VANGL2P10T-EHumanEsophagusESCC2.30e-102.35e-010.116
57216VANGL2P12T-EHumanEsophagusESCC2.14e-051.23e-010.1122
57216VANGL2P15T-EHumanEsophagusESCC3.66e-082.06e-010.1149
57216VANGL2P20T-EHumanEsophagusESCC4.22e-061.91e-010.1124
57216VANGL2P21T-EHumanEsophagusESCC5.05e-122.25e-010.1617
57216VANGL2P22T-EHumanEsophagusESCC3.85e-122.25e-010.1236
57216VANGL2P23T-EHumanEsophagusESCC6.35e-051.50e-010.108
57216VANGL2P26T-EHumanEsophagusESCC4.67e-102.33e-010.1276
57216VANGL2P27T-EHumanEsophagusESCC2.84e-041.18e-010.1055
57216VANGL2P28T-EHumanEsophagusESCC2.50e-152.67e-010.1149
57216VANGL2P30T-EHumanEsophagusESCC3.46e-135.02e-010.137
57216VANGL2P31T-EHumanEsophagusESCC2.01e-071.31e-010.1251
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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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00017387EsophagusESCCmorphogenesis of a polarized epithelium63/855294/187232.34e-052.00e-0463
GO:00600714EsophagusESCCWnt signaling pathway, planar cell polarity pathway36/855252/187235.05e-042.79e-0336
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00901753EsophagusESCCregulation of establishment of planar polarity37/855256/187231.65e-037.65e-0337
GO:00017361EsophagusESCCestablishment of planar polarity45/855272/187232.97e-031.24e-0245
GO:00071641EsophagusESCCestablishment of tissue polarity45/855272/187232.97e-031.24e-0245
GO:00355671EsophagusESCCnon-canonical Wnt signaling pathway45/855272/187232.97e-031.24e-0245
GO:19055153EsophagusESCCnon-motile cilium assembly39/855261/187233.08e-031.28e-0239
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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
VANGL2SNVMissense_Mutationrs201184424c.457G>Ap.Ala153Thrp.A153TQ9ULK5protein_codingtolerated(0.07)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VANGL2SNVMissense_Mutationrs372488057c.1429N>Ap.Val477Ilep.V477IQ9ULK5protein_codingtolerated(0.18)probably_damaging(0.984)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VANGL2SNVMissense_Mutationc.365N>Tp.Thr122Metp.T122MQ9ULK5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
VANGL2SNVMissense_Mutationc.1014N>Gp.His338Glnp.H338QQ9ULK5protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VANGL2SNVMissense_Mutationc.505N>Tp.Arg169Cysp.R169CQ9ULK5protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0RX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
VANGL2SNVMissense_Mutationrs536256783c.751G>Ap.Val251Metp.V251MQ9ULK5protein_codingdeleterious(0)probably_damaging(0.993)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VANGL2SNVMissense_Mutationc.59N>Tp.Ser20Phep.S20FQ9ULK5protein_codingdeleterious(0)probably_damaging(0.962)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
VANGL2SNVMissense_Mutationc.227C>Tp.Thr76Metp.T76MQ9ULK5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A158-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyarimidexSD
VANGL2SNVMissense_Mutationc.179G>Ap.Arg60Glnp.R60QQ9ULK5protein_codingtolerated(0.13)possibly_damaging(0.854)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VANGL2SNVMissense_Mutationnovelc.1055T>Cp.Val352Alap.V352AQ9ULK5protein_codingdeleterious(0.03)benign(0.187)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<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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