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: CAV2

Gene summary for CAV2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAV2

Gene ID

858

Gene namecaveolin 2
Gene AliasCAV
Cytomap7q31.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P51636


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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
858CAV2CA_HPV_1HumanCervixCC1.80e-09-2.85e-010.0264
858CAV2CA_HPV_3HumanCervixCC1.23e-031.36e-010.0414
858CAV2N_HPV_1HumanCervixN_HPV1.03e-04-2.50e-010.0079
858CAV2CCII_1HumanCervixCC2.70e-02-2.72e-010.3249
858CAV2TumorHumanCervixCC1.30e-154.91e-010.1241
858CAV2sample3HumanCervixCC1.74e-285.98e-010.1387
858CAV2T3HumanCervixCC5.57e-265.62e-010.1389
858CAV2LZE2THumanEsophagusESCC8.91e-044.64e-010.082
858CAV2LZE5THumanEsophagusESCC2.94e-03-2.62e-010.0514
858CAV2LZE7THumanEsophagusESCC2.73e-06-9.37e-020.0667
858CAV2LZE22D1HumanEsophagusHGIN1.32e-05-3.88e-010.0595
858CAV2P2T-EHumanEsophagusESCC5.23e-08-1.60e-010.1177
858CAV2P4T-EHumanEsophagusESCC7.47e-042.46e-010.1323
858CAV2P5T-EHumanEsophagusESCC6.03e-371.30e+000.1327
858CAV2P9T-EHumanEsophagusESCC6.24e-117.11e-010.1131
858CAV2P10T-EHumanEsophagusESCC9.39e-103.24e-010.116
858CAV2P11T-EHumanEsophagusESCC1.21e-041.31e+000.1426
858CAV2P12T-EHumanEsophagusESCC9.43e-248.11e-010.1122
858CAV2P15T-EHumanEsophagusESCC1.01e-139.22e-010.1149
858CAV2P16T-EHumanEsophagusESCC2.41e-14-4.89e-020.1153
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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
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
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:005212610CervixCCmovement in host environment52/2311175/187237.03e-108.76e-0852
GO:004440910CervixCCentry into host47/2311151/187238.45e-101.03e-0747
GO:005170110CervixCCbiological process involved in interaction with host57/2311203/187231.18e-091.41e-0757
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:004671810CervixCCviral entry into host cell44/2311144/187235.47e-095.03e-0744
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19016538CervixCCcellular response to peptide72/2311359/187231.89e-053.48e-0472
GO:00506794CervixCCpositive regulation of epithelial cell proliferation47/2311207/187232.18e-053.90e-0447
GO:00068987CervixCCreceptor-mediated endocytosis53/2311244/187232.52e-054.29e-0453
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:005079210CervixCCregulation of viral process38/2311164/187238.12e-051.10e-0338
GO:00435476CervixCCpositive regulation of GTPase activity53/2311255/187238.72e-051.16e-0353
GO:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00434349CervixCCresponse to peptide hormone77/2311414/187231.40e-041.70e-0377
GO:00147064CervixCCstriated muscle tissue development72/2311384/187231.76e-042.07e-0372
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502018CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0510020CervixCCBacterial invasion of epithelial cells23/126777/84656.25e-042.93e-031.73e-0323
hsa0502019CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa05418110CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa05100110CervixCCBacterial invasion of epithelial cells23/126777/84656.25e-042.93e-031.73e-0323
hsa0502044CervixN_HPVPrion disease39/349273/84656.07e-124.13e-103.23e-1039
hsa0541845CervixN_HPVFluid shear stress and atherosclerosis20/349139/84659.29e-071.41e-051.10e-0520
hsa0510025CervixN_HPVBacterial invasion of epithelial cells10/34977/84651.17e-037.93e-036.20e-0310
hsa0502054CervixN_HPVPrion disease39/349273/84656.07e-124.13e-103.23e-1039
hsa0541855CervixN_HPVFluid shear stress and atherosclerosis20/349139/84659.29e-071.41e-051.10e-0520
hsa0510035CervixN_HPVBacterial invasion of epithelial cells10/34977/84651.17e-037.93e-036.20e-0310
hsa0502030EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
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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
CAV2SNVMissense_Mutationc.163N>Tp.Asp55Tyrp.D55YP51636protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
CAV2SNVMissense_Mutationc.307C>Tp.Leu103Phep.L103FP51636protein_codingtolerated(0.09)benign(0.026)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CAV2SNVMissense_Mutationnovelc.148N>Gp.Lys50Glup.K50EP51636protein_codingdeleterious(0.03)possibly_damaging(0.61)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CAV2SNVMissense_Mutationc.348G>Tp.Met116Ilep.M116IP51636protein_codingtolerated(0.12)benign(0.007)TCGA-CM-4752-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CAV2SNVMissense_Mutationc.131N>Ap.Arg44Glnp.R44QP51636protein_codingtolerated(0.6)benign(0.003)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CAV2SNVMissense_Mutationnovelc.188C>Tp.Thr63Metp.T63MP51636protein_codingdeleterious(0.02)benign(0.104)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CAV2SNVMissense_Mutationnovelc.452N>Ap.Cys151Tyrp.C151YP51636protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CAV2SNVMissense_Mutationc.307N>Ap.Leu103Ilep.L103IP51636protein_codingdeleterious(0.04)benign(0.042)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CAV2SNVMissense_Mutationnovelc.197N>Cp.Phe66Serp.F66SP51636protein_codingdeleterious(0.03)possibly_damaging(0.756)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CAV2SNVMissense_Mutationnovelc.188C>Tp.Thr63Metp.T63MP51636protein_codingdeleterious(0.02)benign(0.104)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<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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