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: PTOV1

Gene summary for PTOV1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTOV1

Gene ID

53635

Gene namePTOV1 extended AT-hook containing adaptor protein
Gene AliasACID2
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q86YD1


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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
53635PTOV1P126T-EHumanEsophagusESCC1.29e-181.61e+000.1125
53635PTOV1P127T-EHumanEsophagusESCC1.69e-357.25e-010.0826
53635PTOV1P128T-EHumanEsophagusESCC1.02e-632.51e+000.1241
53635PTOV1P130T-EHumanEsophagusESCC2.53e-942.12e+000.1676
53635PTOV1HCC1_MengHumanLiverHCC4.34e-781.15e-010.0246
53635PTOV1HCC2_MengHumanLiverHCC7.91e-324.90e-020.0107
53635PTOV1cirrhotic2HumanLiverCirrhotic3.25e-192.24e-010.0201
53635PTOV1cirrhotic3HumanLiverCirrhotic4.55e-163.03e-010.0215
53635PTOV1HCC2HumanLiverHCC2.73e-102.73e+000.5341
53635PTOV1Pt13.bHumanLiverHCC2.45e-151.75e-010.0251
53635PTOV1Pt14.aHumanLiverHCC4.42e-064.26e-010.0169
53635PTOV1Pt14.bHumanLiverHCC1.76e-031.85e-010.018
53635PTOV1S014HumanLiverHCC1.18e-351.51e+000.2254
53635PTOV1S015HumanLiverHCC1.60e-311.92e+000.2375
53635PTOV1S016HumanLiverHCC2.42e-421.52e+000.2243
53635PTOV1S027HumanLiverHCC1.84e-161.52e+000.2446
53635PTOV1S028HumanLiverHCC1.38e-271.66e+000.2503
53635PTOV1S029HumanLiverHCC2.56e-301.69e+000.2581
53635PTOV1C04HumanOral cavityOSCC6.87e-241.32e+000.2633
53635PTOV1C21HumanOral cavityOSCC2.04e-441.37e+000.2678
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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
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
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
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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
PTOV1insertionFrame_Shift_Insnovelc.850_851insTCCCTCCGp.His284LeufsTer7p.H284Lfs*7Q86YD1protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PTOV1SNVMissense_Mutationrs771781769c.1208N>Ap.Arg403Glnp.R403QQ86YD1protein_codingtolerated_low_confidence(0.23)benign(0.022)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTOV1SNVMissense_Mutationrs377067186c.1174N>Tp.Arg392Cysp.R392CQ86YD1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3818-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PTOV1SNVMissense_Mutationnovelc.851A>Gp.His284Argp.H284RQ86YD1protein_codingdeleterious(0.04)benign(0.403)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PTOV1SNVMissense_Mutationc.728N>Ap.Gly243Aspp.G243DQ86YD1protein_codingdeleterious(0.01)benign(0.286)TCGA-CK-4952-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
PTOV1SNVMissense_Mutationrs764053837c.350N>Ap.Arg117Glnp.R117QQ86YD1protein_codingtolerated(0.07)benign(0.062)TCGA-CM-4752-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PTOV1SNVMissense_Mutationc.1021N>Tp.Arg341Trpp.R341WQ86YD1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-6167-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
PTOV1SNVMissense_Mutationrs770938530c.313C>Tp.Arg105Cysp.R105CQ86YD1protein_codingtolerated(0.06)probably_damaging(0.995)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PTOV1SNVMissense_Mutationrs764330906c.1085N>Ap.Arg362Hisp.R362HQ86YD1protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTOV1deletionFrame_Shift_Delc.239delGp.Gly80ValfsTer4p.G80Vfs*4Q86YD1protein_codingTCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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