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: PAOX

Gene summary for PAOX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAOX

Gene ID

196743

Gene namepolyamine oxidase
Gene AliasPAO
Cytomap10q26.3
Gene Typeprotein-coding
GO ID

GO:0006576

UniProtAcc

Q6QHF9


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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
196743PAOXHCC1_MengHumanLiverHCC2.14e-075.19e-030.0246
196743PAOXHCC1HumanLiverHCC7.57e-032.70e+000.5336
196743PAOXHCC2HumanLiverHCC6.44e-093.55e+000.5341
196743PAOXS014HumanLiverHCC7.92e-123.69e-010.2254
196743PAOXS015HumanLiverHCC8.76e-185.25e-010.2375
196743PAOXS016HumanLiverHCC8.79e-214.96e-010.2243
196743PAOXS028HumanLiverHCC1.30e-021.26e-010.2503
196743PAOXS029HumanLiverHCC5.20e-062.06e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00065961LiverHCCpolyamine biosynthetic process12/795814/187231.17e-036.54e-0312
GO:00065951LiverHCCpolyamine metabolic process14/795818/187232.57e-031.23e-0214
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
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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
PAOXSNVMissense_Mutationnovelc.833T>Cp.Phe278Serp.F278SQ6QHF9protein_codingdeleterious(0)possibly_damaging(0.738)TCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PAOXSNVMissense_Mutationrs754940986c.745A>Cp.Thr249Prop.T249PQ6QHF9protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PAOXSNVMissense_Mutationrs754940986c.745N>Cp.Thr249Prop.T249PQ6QHF9protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-D8-A1X6-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
PAOXSNVMissense_Mutationc.696N>Ap.Met232Ilep.M232IQ6QHF9protein_codingtolerated(0.43)benign(0.001)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PAOXSNVMissense_Mutationrs754940986c.745A>Cp.Thr249Prop.T249PQ6QHF9protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-E9-A1NG-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
PAOXSNVMissense_Mutationrs754940986c.745N>Cp.Thr249Prop.T249PQ6QHF9protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PAOXSNVMissense_Mutationrs754940986c.745A>Cp.Thr249Prop.T249PQ6QHF9protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PAOXSNVMissense_Mutationnovelc.1174G>Ap.Glu392Lysp.E392KQ6QHF9protein_codingdeleterious(0)probably_damaging(0.988)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAOXSNVMissense_Mutationc.811N>Cp.Glu271Glnp.E271QQ6QHF9protein_codingdeleterious(0.02)possibly_damaging(0.858)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PAOXSNVMissense_Mutationc.319N>Tp.His107Tyrp.H107YQ6QHF9protein_codingtolerated(0.2)probably_damaging(0.982)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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