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: CAV1

Gene summary for CAV1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAV1

Gene ID

857

Gene namecaveolin 1
Gene AliasBSCL3
Cytomap7q31.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024R757


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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
857CAV1AEH-subject1HumanEndometriumAEH2.16e-19-4.71e-01-0.3059
857CAV1AEH-subject2HumanEndometriumAEH1.47e-08-3.71e-01-0.2525
857CAV1AEH-subject3HumanEndometriumAEH3.63e-11-4.05e-01-0.2576
857CAV1AEH-subject4HumanEndometriumAEH9.28e-08-4.09e-01-0.2657
857CAV1AEH-subject5HumanEndometriumAEH4.71e-10-4.02e-01-0.2953
857CAV1EEC-subject1HumanEndometriumEEC1.83e-20-5.04e-01-0.2682
857CAV1EEC-subject2HumanEndometriumEEC1.87e-20-4.94e-01-0.2607
857CAV1EEC-subject3HumanEndometriumEEC3.78e-12-2.54e-01-0.2525
857CAV1EEC-subject4HumanEndometriumEEC1.30e-07-3.62e-01-0.2571
857CAV1EEC-subject5HumanEndometriumEEC4.57e-16-4.81e-01-0.249
857CAV1GSM5276934HumanEndometriumEEC6.49e-094.43e-01-0.0913
857CAV1GSM5276935HumanEndometriumEEC1.17e-11-4.82e-01-0.123
857CAV1GSM5276937HumanEndometriumEEC1.54e-461.05e+00-0.0897
857CAV1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.01e-16-5.16e-01-0.1869
857CAV1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.84e-16-5.24e-01-0.1875
857CAV1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.95e-19-5.26e-01-0.1883
857CAV1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.90e-25-5.18e-01-0.1934
857CAV1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC6.93e-28-5.13e-01-0.1917
857CAV1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.42e-28-5.39e-01-0.1916
857CAV1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC9.78e-11-4.34e-01-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:190303916EsophagusESCCpositive regulation of leukocyte cell-cell adhesion128/8552239/187238.40e-032.96e-02128
GO:00436275EsophagusESCCresponse to estrogen45/855275/187238.75e-033.08e-0245
GO:00725841EsophagusESCCcaveolin-mediated endocytosis10/855212/187238.94e-033.12e-0210
GO:00069073EsophagusESCCpinocytosis16/855222/187239.46e-033.28e-0216
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:01061066EsophagusESCCcold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:01201616EsophagusESCCregulation of cold-induced thermogenesis80/8552144/187231.07e-023.65e-0280
GO:19000277EsophagusESCCregulation of ruffle assembly21/855231/187231.10e-023.70e-0221
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00434074EsophagusESCCnegative regulation of MAP kinase activity36/855259/187231.27e-024.21e-0236
GO:00447643EsophagusESCCmulti-organism cellular process11/855214/187231.30e-024.27e-0211
GO:190303717EsophagusESCCregulation of leukocyte cell-cell adhesion174/8552336/187231.36e-024.43e-02174
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
GO:0046426EsophagusESCCnegative regulation of receptor signaling pathway via JAK-STAT19/855228/187231.49e-024.84e-0219
GO:190188810EsophagusESCCregulation of cell junction assembly109/8552204/187231.53e-024.96e-02109
GO:00331383EsophagusESCCpositive regulation of peptidyl-serine phosphorylation61/8552108/187231.54e-024.96e-0261
GO:00447665EsophagusESCCmulti-organism transport15/855221/187231.54e-024.96e-0215
GO:19025795EsophagusESCCmulti-organism localization15/855221/187231.54e-024.96e-0215
GO:001603212LiverCirrhoticviral process203/4634415/187235.40e-273.76e-24203
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502020EndometriumAEHPrion disease110/1197273/84652.39e-272.44e-251.78e-25110
hsa0510026EndometriumAEHBacterial invasion of epithelial cells32/119777/84653.28e-095.91e-084.33e-0832
hsa0541625EndometriumAEHViral myocarditis27/119760/84656.98e-091.13e-078.30e-0827
hsa0451015EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa0541826EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa0520518EndometriumAEHProteoglycans in cancer53/1197205/84655.43e-066.53e-054.78e-0553
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa05020110EndometriumAEHPrion disease110/1197273/84652.39e-272.44e-251.78e-25110
hsa05100111EndometriumAEHBacterial invasion of epithelial cells32/119777/84653.28e-095.91e-084.33e-0832
hsa05416111EndometriumAEHViral myocarditis27/119760/84656.98e-091.13e-078.30e-0827
hsa0451016EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa05418112EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa0520519EndometriumAEHProteoglycans in cancer53/1197205/84655.43e-066.53e-054.78e-0553
hsa04144110EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
hsa0502025EndometriumEECPrion disease111/1237273/84651.01e-268.27e-256.16e-25111
hsa0541626EndometriumEECViral myocarditis28/123760/84652.81e-095.77e-084.30e-0828
hsa0541827EndometriumEECFluid shear stress and atherosclerosis45/1237139/84657.76e-081.22e-069.07e-0745
hsa0510027EndometriumEECBacterial invasion of epithelial cells30/123777/84651.26e-071.88e-061.40e-0630
hsa0451024EndometriumEECFocal adhesion58/1237203/84651.61e-072.30e-061.71e-0658
hsa0520524EndometriumEECProteoglycans in cancer52/1237205/84653.01e-053.19e-042.38e-0452
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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
CAV1SNVMissense_Mutationc.62A>Tp.Gln21Leup.Q21LQ03135protein_codingdeleterious_low_confidence(0.01)benign(0.054)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CAV1SNVMissense_Mutationc.32N>Cp.Gly11Alap.G11AQ03135protein_codingtolerated_low_confidence(0.07)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CAV1SNVMissense_Mutationc.529N>Cp.Glu177Glnp.E177QQ03135protein_codingdeleterious(0.01)possibly_damaging(0.588)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
CAV1SNVMissense_Mutationnovelc.386N>Ap.Ala129Glup.A129EQ03135protein_codingtolerated(0.05)possibly_damaging(0.506)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
CAV1SNVMissense_Mutationnovelc.418N>Ap.Glu140Lysp.E140KQ03135protein_codingtolerated(0.2)benign(0.005)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAV1SNVMissense_Mutationc.286N>Gp.Lys96Glup.K96EQ03135protein_codingdeleterious(0)probably_damaging(0.993)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CAV1SNVMissense_Mutationnovelc.517A>Gp.Asn173Aspp.N173DQ03135protein_codingtolerated(0.32)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CAV1SNVMissense_Mutationnovelc.505A>Tp.Asn169Tyrp.N169YQ03135protein_codingdeleterious(0.04)possibly_damaging(0.467)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CAV1SNVMissense_Mutationnovelc.190N>Ap.Val64Ilep.V64IQ03135protein_codingtolerated(0.17)possibly_damaging(0.456)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CAV1SNVMissense_Mutationrs143730366c.436C>Tp.Arg146Cysp.R146CQ03135protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-B5-A11E-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
857CAV1TRANSPORTER, KINASEETHANOLALCOHOL15845868
857CAV1TRANSPORTER, KINASETESTOSTERONETESTOSTERONE11389065
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