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: PON1

Gene summary for PON1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PON1

Gene ID

5444

Gene nameparaoxonase 1
Gene AliasESA
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

P27169


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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
5444PON1NAFLD1HumanLiverNAFLD2.96e-055.73e-01-0.04
5444PON1S43HumanLiverCirrhotic8.20e-05-1.81e-01-0.0187
5444PON1HCC1_MengHumanLiverHCC2.36e-711.91e-010.0246
5444PON1HCC2_MengHumanLiverHCC3.19e-07-2.67e-010.0107
5444PON1cirrhotic1HumanLiverCirrhotic3.73e-044.29e-020.0202
5444PON1cirrhotic2HumanLiverCirrhotic1.18e-03-2.23e-010.0201
5444PON1HCC1HumanLiverHCC3.56e-073.14e+000.5336
5444PON1HCC2HumanLiverHCC2.52e-021.65e+000.5341
5444PON1Pt13.bHumanLiverHCC2.19e-04-3.48e-020.0251
5444PON1S029HumanLiverHCC2.89e-036.01e-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:00333441LiverCirrhoticcholesterol efflux29/463469/187231.20e-038.12e-0329
GO:001591811LiverCirrhoticsterol transport48/4634130/187231.32e-038.83e-0348
GO:003030111LiverCirrhoticcholesterol transport44/4634117/187231.34e-038.98e-0344
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:00323711LiverCirrhoticregulation of sterol transport31/463478/187232.43e-031.46e-0231
GO:00323741LiverCirrhoticregulation of cholesterol transport31/463478/187232.43e-031.46e-0231
GO:19059521LiverCirrhoticregulation of lipid localization62/4634181/187232.53e-031.51e-0262
GO:00323681LiverCirrhoticregulation of lipid transport51/4634149/187235.85e-032.93e-0251
GO:19059541LiverCirrhoticpositive regulation of lipid localization39/4634110/187237.76e-033.65e-0239
GO:00464341LiverCirrhoticorganophosphate catabolic process52/4634155/187238.42e-033.91e-0252
GO:00323701LiverCirrhoticpositive regulation of lipid transport31/463484/187238.75e-034.04e-0231
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:005109822LiverHCCregulation of binding225/7958363/187233.78e-142.37e-12225
GO:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:19026522LiverHCCsecondary alcohol metabolic process100/7958147/187233.26e-101.09e-08100
GO:00082032LiverHCCcholesterol metabolic process94/7958137/187235.39e-101.72e-0894
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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
PON1SNVMissense_Mutationrs753947057c.736C>Tp.His246Tyrp.H246YP27169protein_codingtolerated(0.1)benign(0.342)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PON1SNVMissense_Mutationc.743N>Gp.Tyr248Cysp.Y248CP27169protein_codingdeleterious(0)probably_damaging(0.99)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PON1SNVMissense_Mutationnovelc.821N>Tp.Asp274Valp.D274VP27169protein_codingdeleterious(0)probably_damaging(0.992)TCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PON1SNVMissense_Mutationrs758720006c.727C>Tp.His243Tyrp.H243YP27169protein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PON1insertionNonsense_Mutationnovelc.515_516insATCCTGACACTGCTTGCTATCCTTATAAp.Val173SerfsTer2p.V173Sfs*2P27169protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PON1SNVMissense_Mutationnovelc.1062G>Tp.Glu354Aspp.E354DP27169protein_codingtolerated(0.41)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PON1SNVMissense_Mutationnovelc.685T>Cp.Ser229Prop.S229PP27169protein_codingdeleterious(0)probably_damaging(0.962)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PON1SNVMissense_Mutationrs371338407c.236C>Ap.Pro79Hisp.P79HP27169protein_codingdeleterious(0.01)benign(0.047)TCGA-AA-3488-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
PON1SNVMissense_Mutationrs749649413c.917N>Ap.Arg306Glnp.R306QP27169protein_codingtolerated(0.13)benign(0.022)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PON1SNVMissense_Mutationc.659N>Cp.Phe220Serp.F220SP27169protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=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
5444PON1ENZYME, TRANSPORTER, DRUGGABLE GENOMEepirubicinEPIRUBICIN
5444PON1ENZYME, TRANSPORTER, DRUGGABLE GENOMEoxaliplatinOXALIPLATIN
5444PON1ENZYME, TRANSPORTER, DRUGGABLE GENOMETumor necrosis factor alpha (TNF-alpha) inhibitors
5444PON1ENZYME, TRANSPORTER, DRUGGABLE GENOMEatorvastatinATORVASTATIN18430057,16238680,19904013
5444PON1ENZYME, TRANSPORTER, DRUGGABLE GENOMEQUERCETINQUERCETIN23623675
5444PON1ENZYME, TRANSPORTER, DRUGGABLE GENOMEfluorouracilFLUOROURACIL
5444PON1ENZYME, TRANSPORTER, DRUGGABLE GENOMEsimvastatinSIMVASTATIN18430057,16238680,19904013
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