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:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:003209116EsophagusESCCnegative regulation of protein binding65/855294/187233.46e-063.82e-0565
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:002261216EsophagusESCCgland morphogenesis78/8552118/187235.83e-066.03e-0578
GO:190589813EsophagusESCCpositive regulation of response to endoplasmic reticulum stress29/855235/187236.61e-066.75e-0529
GO:0044409111EsophagusESCCentry into host96/8552151/187236.73e-066.84e-0596
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:200124417EsophagusESCCpositive regulation of intrinsic apoptotic signaling pathway43/855258/187239.86e-069.37e-0543
GO:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:009026316EsophagusESCCpositive regulation of canonical Wnt signaling pathway69/8552106/187234.22e-053.39e-0469
GO:007137516EsophagusESCCcellular response to peptide hormone stimulus166/8552290/187234.48e-053.55e-04166
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
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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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