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: PTRF

Gene summary for PTRF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTRF

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
284119PTRFDong_P1HumanProstateTumor9.92e-343.70e-010.035
284119PTRFDong_P3HumanProstateTumor1.50e-294.06e-010.0278
284119PTRFDong_P4HumanProstateTumor1.39e-123.65e-010.0292
284119PTRFP7HumanProstateTumor4.73e-271.15e+00-0.1025
284119PTRFP9HumanProstateTumor8.78e-319.77e-01-0.0285
284119PTRFP10HumanProstateTumor5.69e-361.47e+00-0.0902
284119PTRFGSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor1.03e-119.77e-010.1557
284119PTRFGSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor1.72e-121.02e+000.159
284119PTRFGSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor7.60e-045.50e-010.1479
284119PTRFGSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor1.29e-046.71e-010.1531
284119PTRFGSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.28e-309.15e-010.1633
284119PTRFGSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor8.71e-381.04e+000.1608
284119PTRFGSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor1.41e-291.06e+000.1604
284119PTRFGSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor1.72e-217.58e-010.1621
284119PTRFGSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor6.77e-148.49e-010.1619
284119PTRFGSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor1.14e-066.18e-010.159
284119PTRFGSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor3.07e-094.74e-010.1602
284119PTRFGSM5353232_PA_PR5249_T1_S3_L001HumanProstateTumor1.73e-035.96e-010.1439
284119PTRFGSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor1.52e-221.06e+000.1608
284119PTRFGSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor2.25e-149.61e-010.1622
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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
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
∗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
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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
PTRFSNVMissense_Mutationnovelc.981N>Cp.Lys327Asnp.K327NQ6NZI2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTRFSNVMissense_Mutationc.797N>Tp.Thr266Metp.T266MQ6NZI2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PTRFSNVMissense_Mutationnovelc.1060N>Cp.Glu354Glnp.E354QQ6NZI2protein_codingtolerated(0.07)benign(0.354)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
PTRFSNVMissense_Mutationc.104N>Tp.Pro35Leup.P35LQ6NZI2protein_codingtolerated(0.12)benign(0.001)TCGA-D8-A1XV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PTRFSNVMissense_Mutationnovelc.941N>Tp.Ala314Valp.A314VQ6NZI2protein_codingdeleterious(0)benign(0.242)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PTRFSNVMissense_Mutationnovelc.838N>Tp.Arg280Cysp.R280CQ6NZI2protein_codingdeleterious(0)possibly_damaging(0.862)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PTRFSNVMissense_Mutationc.506G>Ap.Ser169Asnp.S169NQ6NZI2protein_codingtolerated(0.14)benign(0.092)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTRFSNVMissense_Mutationc.652N>Ap.Ala218Thrp.A218TQ6NZI2protein_codingtolerated(0.1)benign(0.214)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTRFSNVMissense_Mutationnovelc.586N>Ap.Ala196Thrp.A196TQ6NZI2protein_codingtolerated(0.57)benign(0)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PTRFSNVMissense_Mutationc.764N>Tp.Thr255Metp.T255MQ6NZI2protein_codingdeleterious(0)probably_damaging(0.966)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=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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