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: VTN

Gene summary for VTN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VTN

Gene ID

7448

Gene namevitronectin
Gene AliasV75
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0001704

UniProtAcc

D9ZGG2


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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
7448VTNNAFLD1HumanLiverNAFLD1.58e-03-1.31e+00-0.04
7448VTNS41HumanLiverCirrhotic7.09e-05-7.72e-01-0.0343
7448VTNS42HumanLiverHCC1.89e-021.75e-01-0.0103
7448VTNS43HumanLiverCirrhotic1.77e-12-3.50e-02-0.0187
7448VTNHCC1_MengHumanLiverHCC5.26e-416.83e-010.0246
7448VTNHCC2_MengHumanLiverHCC9.41e-52-1.29e+000.0107
7448VTNcirrhotic1HumanLiverCirrhotic4.18e-194.52e-010.0202
7448VTNcirrhotic2HumanLiverCirrhotic6.28e-214.92e-010.0201
7448VTNp6HumanLiverCyst4.18e-13-1.31e+00-0.0218
7448VTNHCC1HumanLiverHCC4.16e-255.67e+000.5336
7448VTNHCC2HumanLiverHCC5.82e-305.76e+000.5341
7448VTNHCC5HumanLiverHCC4.84e-043.37e+000.4932
7448VTNPt13.aHumanLiverHCC1.73e-249.51e-020.021
7448VTNPt13.bHumanLiverHCC3.43e-381.46e-010.0251
7448VTNPt14.aHumanLiverHCC8.89e-033.50e-010.0169
7448VTNPt14.bHumanLiverHCC2.68e-084.26e-010.018
7448VTNPt14.dHumanLiverHCC4.20e-082.87e-010.0143
7448VTNS014HumanLiverHCC9.08e-163.17e-010.2254
7448VTNS015HumanLiverHCC6.04e-091.65e-020.2375
7448VTNS016HumanLiverHCC4.54e-27-8.75e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00610417LiverNAFLDregulation of wound healing39/1882134/187235.52e-101.28e-0739
GO:00420607LiverNAFLDwound healing84/1882422/187236.56e-101.37e-0784
GO:0030195LiverNAFLDnegative regulation of blood coagulation21/188249/187232.42e-094.05e-0721
GO:1900047LiverNAFLDnegative regulation of hemostasis21/188250/187233.78e-095.40e-0721
GO:0030193LiverNAFLDregulation of blood coagulation24/188266/187239.30e-091.26e-0624
GO:0050819LiverNAFLDnegative regulation of coagulation21/188253/187231.33e-081.69e-0621
GO:1900046LiverNAFLDregulation of hemostasis24/188268/187231.84e-082.09e-0624
GO:0061045LiverNAFLDnegative regulation of wound healing26/188278/187231.86e-082.09e-0626
GO:19030347LiverNAFLDregulation of response to wounding41/1882167/187234.70e-084.58e-0641
GO:0050818LiverNAFLDregulation of coagulation24/188271/187234.80e-084.60e-0624
GO:00075994LiverNAFLDhemostasis49/1882222/187239.23e-087.59e-0649
GO:00075964LiverNAFLDblood coagulation48/1882217/187231.16e-078.81e-0648
GO:00508174LiverNAFLDcoagulation48/1882222/187232.40e-071.61e-0548
GO:00458617LiverNAFLDnegative regulation of proteolysis66/1882351/187234.02e-072.58e-0566
GO:00071606LiverNAFLDcell-matrix adhesion49/1882233/187234.36e-072.74e-0549
GO:00903035LiverNAFLDpositive regulation of wound healing20/188259/187235.91e-073.46e-0520
GO:1903035LiverNAFLDnegative regulation of response to wounding26/188294/187231.18e-065.66e-0526
GO:00068984LiverNAFLDreceptor-mediated endocytosis49/1882244/187231.80e-067.78e-0549
GO:00315896LiverNAFLDcell-substrate adhesion65/1882363/187232.84e-061.18e-0465
GO:19030366LiverNAFLDpositive regulation of response to wounding21/188272/187234.93e-061.83e-0421
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046102LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa0451021LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa0520510LiverCirrhoticProteoglycans in cancer85/2530205/84652.37e-041.58e-039.75e-0485
hsa05165LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa046103LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa0451031LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa0520511LiverCirrhoticProteoglycans in cancer85/2530205/84652.37e-041.58e-039.75e-0485
hsa051651LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0520531LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
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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
VTNITGA8_ITGB1VTN_ITGA8_ITGB1VTNGCADJ
VTNITGAV_ITGB1VTN_ITGAV_ITGB1VTNGCADJ
VTNITGA8_ITGB1VTN_ITGA8_ITGB1VTNGCGC
VTNITGAV_ITGB1VTN_ITGAV_ITGB1VTNGCGC
VTNITGAV_ITGB1VTN_ITGAV_ITGB1VTNLiverHealthy
VTNITGAV_ITGB5VTN_ITGAV_ITGB5VTNLiverHealthy
VTNITGAV_ITGB8VTN_ITGAV_ITGB8VTNLiverHealthy
VTNITGAV_ITGB1VTN_ITGAV_ITGB1VTNLiverPrecancer
VTNITGAV_ITGB5VTN_ITGAV_ITGB5VTNLiverPrecancer
VTNITGAV_ITGB8VTN_ITGAV_ITGB8VTNLiverPrecancer
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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
VTNSNVMissense_Mutationc.819N>Gp.Phe273Leup.F273LP04004protein_codingdeleterious(0.04)probably_damaging(0.949)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VTNSNVMissense_Mutationc.430N>Tp.Pro144Serp.P144SP04004protein_codingtolerated(0.53)benign(0.058)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
VTNSNVMissense_Mutationnovelc.521N>Ap.Ala174Aspp.A174DP04004protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VTNSNVMissense_Mutationc.56N>Ap.Ala19Aspp.A19DP04004protein_codingdeleterious(0.03)possibly_damaging(0.484)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
VTNSNVMissense_Mutationrs782315239c.1349N>Ap.Arg450Hisp.R450HP04004protein_codingdeleterious(0.02)probably_damaging(0.954)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
VTNSNVMissense_Mutationrs781937745c.1348N>Tp.Arg450Cysp.R450CP04004protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AA-3496-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VTNSNVMissense_Mutationrs782315239c.1349N>Ap.Arg450Hisp.R450HP04004protein_codingdeleterious(0.02)probably_damaging(0.954)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VTNSNVMissense_Mutationrs782244379c.742N>Ap.Asp248Asnp.D248NP04004protein_codingtolerated(0.12)benign(0.088)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VTNSNVMissense_Mutationnovelc.496N>Ap.Asp166Asnp.D166NP04004protein_codingtolerated(0.13)benign(0.049)TCGA-AA-3522-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VTNSNVMissense_Mutationnovelc.746G>Ap.Gly249Aspp.G249DP04004protein_codingtolerated(0.13)possibly_damaging(0.565)TCGA-AA-3947-01Colorectumcolon 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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