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: VCL

Gene summary for VCL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VCL

Gene ID

7414

Gene namevinculin
Gene AliasCMD1W
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024QZN4


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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
7414VCLP37T-EHumanEsophagusESCC5.03e-348.88e-010.1371
7414VCLP38T-EHumanEsophagusESCC1.69e-071.78e-010.127
7414VCLP39T-EHumanEsophagusESCC7.19e-052.15e-010.0894
7414VCLP40T-EHumanEsophagusESCC2.08e-114.34e-010.109
7414VCLP42T-EHumanEsophagusESCC7.32e-319.06e-010.1175
7414VCLP44T-EHumanEsophagusESCC5.29e-167.08e-010.1096
7414VCLP47T-EHumanEsophagusESCC2.22e-214.89e-010.1067
7414VCLP48T-EHumanEsophagusESCC1.54e-296.79e-010.0959
7414VCLP49T-EHumanEsophagusESCC9.20e-091.34e+000.1768
7414VCLP52T-EHumanEsophagusESCC6.86e-317.81e-010.1555
7414VCLP54T-EHumanEsophagusESCC1.13e-277.17e-010.0975
7414VCLP56T-EHumanEsophagusESCC2.60e-061.26e+000.1613
7414VCLP57T-EHumanEsophagusESCC7.01e-123.42e-010.0926
7414VCLP61T-EHumanEsophagusESCC4.72e-143.48e-010.099
7414VCLP62T-EHumanEsophagusESCC6.50e-481.14e+000.1302
7414VCLP65T-EHumanEsophagusESCC5.19e-134.61e-010.0978
7414VCLP74T-EHumanEsophagusESCC7.25e-551.62e+000.1479
7414VCLP75T-EHumanEsophagusESCC9.06e-358.59e-010.1125
7414VCLP76T-EHumanEsophagusESCC1.42e-318.37e-010.1207
7414VCLP79T-EHumanEsophagusESCC2.67e-571.13e+000.1154
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:001081010CervixCCregulation of cell-substrate adhesion69/2311221/187238.57e-145.69e-1169
GO:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:01501159CervixCCcell-substrate junction organization37/2311101/187233.20e-104.46e-0837
GO:00070448CervixCCcell-substrate junction assembly34/231195/187233.35e-093.45e-0734
GO:00019528CervixCCregulation of cell-matrix adhesion40/2311128/187231.32e-081.04e-0640
GO:00071608CervixCCcell-matrix adhesion60/2311233/187231.58e-081.23e-0660
GO:00452169CervixCCcell-cell junction organization53/2311200/187233.83e-082.53e-0653
GO:00975817CervixCClamellipodium organization31/231190/187234.57e-082.76e-0631
GO:00300325CervixCClamellipodium assembly26/231172/187231.87e-078.48e-0626
GO:00343298CervixCCcell junction assembly88/2311420/187233.42e-071.38e-0588
GO:01501169CervixCCregulation of cell-substrate junction organization25/231171/187235.58e-072.06e-0525
GO:00480417CervixCCfocal adhesion assembly28/231187/187239.86e-073.45e-0528
GO:00070439CervixCCcell-cell junction assembly39/2311146/187231.86e-065.94e-0539
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:00518938CervixCCregulation of focal adhesion assembly22/231166/187237.37e-061.73e-0422
GO:00901098CervixCCregulation of cell-substrate junction assembly22/231166/187237.37e-061.73e-0422
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00432978CervixCCapical junction assembly24/231178/187231.36e-052.73e-0424
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481016CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0467020CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa051465CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481017CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa04670110CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa0514612CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa05100ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa04520ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa04670ColorectumADLeukocyte transendothelial migration41/2092114/84654.60e-032.20e-021.40e-0241
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051001ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
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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
VCLSNVMissense_Mutationc.2062N>Gp.Asn688Aspp.N688DP18206protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VCLSNVMissense_Mutationc.2339G>Ap.Arg780Hisp.R780HP18206protein_codingtolerated(0.12)probably_damaging(0.994)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
VCLSNVMissense_Mutationc.692N>Gp.Asn231Serp.N231SP18206protein_codingdeleterious(0.03)possibly_damaging(0.887)TCGA-AR-A24K-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelSD
VCLSNVMissense_Mutationc.953N>Tp.Arg318Leup.R318LP18206protein_codingdeleterious(0.04)probably_damaging(0.982)TCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
VCLinsertionFrame_Shift_Insnovelc.2394_2395insCCATCTGTAGGTAp.Met799ProfsTer47p.M799Pfs*47P18206protein_codingTCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
VCLdeletionFrame_Shift_Delnovelc.3040delGp.Ala1014HisfsTer16p.A1014Hfs*16P18206protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
VCLSNVMissense_Mutationrs540039788c.2285G>Ap.Arg762Glnp.R762QP18206protein_codingdeleterious(0)probably_damaging(0.979)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VCLSNVMissense_Mutationc.2978G>Ap.Arg993Hisp.R993HP18206protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VCLSNVMissense_Mutationrs878973480c.3164G>Ap.Arg1055Glnp.R1055QP18206protein_codingtolerated(0.08)probably_damaging(0.978)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VCLSNVMissense_Mutationnovelc.1072N>Gp.Gln358Glup.Q358EP18206protein_codingtolerated(0.11)benign(0.042)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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