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: PON3

Gene summary for PON3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PON3

Gene ID

5446

Gene nameparaoxonase 3
Gene AliasPON3
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q15166


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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
5446PON3LZE5THumanEsophagusESCC4.21e-023.27e-010.0514
5446PON3P2T-EHumanEsophagusESCC4.52e-069.35e-020.1177
5446PON3P4T-EHumanEsophagusESCC2.13e-031.48e-010.1323
5446PON3P8T-EHumanEsophagusESCC1.38e-021.36e-010.0889
5446PON3P12T-EHumanEsophagusESCC1.13e-021.13e-010.1122
5446PON3P16T-EHumanEsophagusESCC3.90e-427.74e-010.1153
5446PON3P23T-EHumanEsophagusESCC7.49e-031.48e-010.108
5446PON3P26T-EHumanEsophagusESCC3.84e-255.38e-010.1276
5446PON3P27T-EHumanEsophagusESCC3.75e-039.20e-020.1055
5446PON3P36T-EHumanEsophagusESCC4.04e-033.20e-010.1187
5446PON3P37T-EHumanEsophagusESCC1.50e-163.78e-010.1371
5446PON3P62T-EHumanEsophagusESCC4.50e-041.91e-010.1302
5446PON3P74T-EHumanEsophagusESCC4.35e-124.01e-010.1479
5446PON3P75T-EHumanEsophagusESCC2.51e-092.59e-010.1125
5446PON3P76T-EHumanEsophagusESCC5.71e-092.12e-010.1207
5446PON3P82T-EHumanEsophagusESCC3.11e-044.12e-010.1072
5446PON3P83T-EHumanEsophagusESCC2.58e-021.48e-010.1738
5446PON3P89T-EHumanEsophagusESCC4.57e-022.65e-010.1752
5446PON3P130T-EHumanEsophagusESCC3.37e-321.05e+000.1676
5446PON3NAFLD1HumanLiverNAFLD4.76e-107.36e-01-0.04
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:00723297EsophagusESCCmonocarboxylic acid catabolic process74/8552122/187236.03e-043.27e-0374
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:20003783EsophagusESCCnegative regulation of reactive oxygen species metabolic process34/855252/187233.26e-031.35e-0234
GO:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:00723295LiverNAFLDmonocarboxylic acid catabolic process39/1882122/187232.40e-118.77e-0939
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:00163115LiverNAFLDdephosphorylation69/1882417/187232.27e-056.23e-0469
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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
PON3SNVMissense_Mutationnovelc.929T>Gp.Leu310Trpp.L310WQ15166protein_codingdeleterious(0.01)possibly_damaging(0.753)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PON3SNVMissense_Mutationc.683N>Tp.Ser228Leup.S228LQ15166protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PON3SNVMissense_Mutationc.882N>Gp.Asn294Lysp.N294KQ15166protein_codingdeleterious(0)possibly_damaging(0.652)TCGA-PE-A5DC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PON3SNVMissense_Mutationc.14N>Cp.Val5Alap.V5AQ15166protein_codingtolerated(0.21)benign(0)TCGA-C5-A7UC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PON3SNVMissense_Mutationc.241N>Ap.Glu81Lysp.E81KQ15166protein_codingtolerated(1)benign(0)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PON3SNVMissense_Mutationc.712N>Tp.Asp238Tyrp.D238YQ15166protein_codingdeleterious(0)probably_damaging(0.961)TCGA-A6-5659-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PON3SNVMissense_Mutationrs749309125c.623N>Ap.Ser208Asnp.S208NQ15166protein_codingtolerated(0.07)benign(0.238)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PON3SNVMissense_Mutationc.218N>Ap.Gly73Aspp.G73DQ15166protein_codingdeleterious(0.01)possibly_damaging(0.882)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PON3SNVMissense_Mutationc.255N>Gp.Ile85Metp.I85MQ15166protein_codingtolerated(0.06)possibly_damaging(0.884)TCGA-AA-3971-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicCR
PON3SNVMissense_Mutationrs748765744c.817G>Ap.Asp273Asnp.D273NQ15166protein_codingdeleterious(0)probably_damaging(0.977)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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