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: CAVIN1

Gene summary for CAVIN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAVIN1

Gene ID

284119

Gene namecaveolae associated protein 1
Gene AliasCAVIN
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6NZI2


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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
284119CAVIN1GSM4909281HumanBreastIDC1.74e-052.12e-010.21
284119CAVIN1GSM4909285HumanBreastIDC5.74e-081.96e-010.21
284119CAVIN1GSM4909286HumanBreastIDC2.60e-396.61e-010.1081
284119CAVIN1GSM4909291HumanBreastIDC3.48e-03-2.65e-010.1753
284119CAVIN1GSM4909293HumanBreastIDC2.44e-04-2.43e-010.1581
284119CAVIN1GSM4909294HumanBreastIDC4.58e-08-2.80e-010.2022
284119CAVIN1GSM4909295HumanBreastIDC2.07e-024.37e-010.0898
284119CAVIN1GSM4909296HumanBreastIDC2.15e-08-2.75e-010.1524
284119CAVIN1GSM4909297HumanBreastIDC6.26e-06-2.40e-010.1517
284119CAVIN1GSM4909298HumanBreastIDC2.14e-06-2.73e-010.1551
284119CAVIN1GSM4909301HumanBreastIDC3.41e-08-2.81e-010.1577
284119CAVIN1GSM4909304HumanBreastIDC4.16e-08-2.84e-010.1636
284119CAVIN1GSM4909308HumanBreastIDC1.98e-07-2.77e-010.158
284119CAVIN1GSM4909311HumanBreastIDC1.97e-07-2.61e-010.1534
284119CAVIN1GSM4909312HumanBreastIDC7.71e-11-2.87e-010.1552
284119CAVIN1GSM4909315HumanBreastIDC3.75e-09-2.78e-010.21
284119CAVIN1GSM4909316HumanBreastIDC2.15e-02-2.87e-010.21
284119CAVIN1GSM4909319HumanBreastIDC8.48e-10-2.79e-010.1563
284119CAVIN1GSM4909320HumanBreastIDC4.54e-03-2.87e-010.1575
284119CAVIN1GSM4909321HumanBreastIDC1.69e-10-2.87e-010.1559
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00716926BreastPrecancerprotein localization to extracellular region34/1080368/187234.65e-033.58e-0234
GO:00093067BreastPrecancerprotein secretion33/1080359/187235.65e-034.08e-0233
GO:00355927BreastPrecancerestablishment of protein localization to extracellular region33/1080360/187235.89e-034.21e-0233
GO:007169212BreastIDCprotein localization to extracellular region42/1434368/187236.13e-034.38e-0242
GO:000930613BreastIDCprotein secretion41/1434359/187236.64e-034.63e-0241
GO:003559213BreastIDCestablishment of protein localization to extracellular region41/1434360/187236.96e-034.81e-0241
GO:007169222BreastDCISprotein localization to extracellular region41/1390368/187236.01e-034.29e-0241
GO:000930622BreastDCISprotein secretion40/1390359/187236.59e-034.61e-0240
GO:003559222BreastDCISestablishment of protein localization to extracellular region40/1390360/187236.90e-034.77e-0240
GO:00716927EndometriumAEHprotein localization to extracellular region58/2100368/187234.72e-033.00e-0258
GO:00093068EndometriumAEHprotein secretion56/2100359/187236.71e-033.94e-0256
GO:00355928EndometriumAEHestablishment of protein localization to extracellular region56/2100360/187237.10e-034.09e-0256
GO:007169213EndometriumEECprotein localization to extracellular region59/2168368/187235.98e-033.56e-0259
GO:000930614EndometriumEECprotein secretion57/2168359/187238.30e-034.57e-0257
GO:003559214EndometriumEECestablishment of protein localization to extracellular region57/2168360/187238.78e-034.74e-0257
GO:00063523EsophagusHGINDNA-templated transcription, initiation30/2587130/187232.86e-032.79e-0230
GO:00987812EsophagusESCCncRNA transcription45/855256/187231.05e-071.72e-0645
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
GO:00093032EsophagusESCCrRNA transcription28/855234/187231.21e-051.12e-0428
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
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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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