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: PNPLA3

Gene summary for PNPLA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PNPLA3

Gene ID

80339

Gene namepatatin like phospholipase domain containing 3
Gene AliasADPN
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

Q9NST1


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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
80339PNPLA3NAFLD1HumanLiverNAFLD4.26e-098.15e-01-0.04
80339PNPLA3S43HumanLiverCirrhotic3.80e-06-2.01e-01-0.0187
80339PNPLA3HCC1_MengHumanLiverHCC2.17e-66-5.29e-020.0246
80339PNPLA3HCC2_MengHumanLiverHCC1.15e-12-1.78e-010.0107
80339PNPLA3cirrhotic1HumanLiverCirrhotic5.33e-05-2.33e-010.0202
80339PNPLA3cirrhotic2HumanLiverCirrhotic2.00e-04-2.13e-010.0201
80339PNPLA3HCC2HumanLiverHCC5.66e-153.27e+000.5341
80339PNPLA3HCC5HumanLiverHCC1.09e-041.60e+000.4932
80339PNPLA3Pt13.aHumanLiverHCC5.70e-03-2.17e-010.021
80339PNPLA3S029HumanLiverHCC2.51e-025.42e-020.2581
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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:00066316LiverNAFLDfatty acid metabolic process92/1882390/187233.38e-153.29e-1292
GO:00713755LiverNAFLDcellular response to peptide hormone stimulus65/1882290/187233.95e-109.62e-0865
GO:00442425LiverNAFLDcellular lipid catabolic process52/1882214/187231.15e-092.17e-0752
GO:00550883LiverNAFLDlipid homeostasis44/1882167/187231.48e-092.54e-0744
GO:19016536LiverNAFLDcellular response to peptide71/1882359/187231.82e-082.09e-0671
GO:00328695LiverNAFLDcellular response to insulin stimulus47/1882203/187233.60e-083.63e-0647
GO:00066413LiverNAFLDtriglyceride metabolic process29/1882100/187239.51e-087.62e-0629
GO:00160426LiverNAFLDlipid catabolic process63/1882320/187231.35e-071.02e-0563
GO:00434346LiverNAFLDresponse to peptide hormone76/1882414/187231.51e-071.09e-0576
GO:00328685LiverNAFLDresponse to insulin53/1882264/187236.99e-073.95e-0553
GO:00066392LiverNAFLDacylglycerol metabolic process32/1882128/187238.82e-074.60e-0532
GO:00066382LiverNAFLDneutral lipid metabolic process32/1882129/187231.06e-065.35e-0532
GO:00464863LiverNAFLDglycerolipid metabolic process66/1882392/187231.94e-055.52e-0466
GO:00097437LiverNAFLDresponse to carbohydrate45/1882253/187231.07e-042.11e-0345
GO:00194322LiverNAFLDtriglyceride biosynthetic process13/188242/187231.60e-042.94e-0313
GO:00464612LiverNAFLDneutral lipid catabolic process12/188239/187233.02e-044.75e-0312
GO:00464642LiverNAFLDacylglycerol catabolic process12/188239/187233.02e-044.75e-0312
GO:00450174LiverNAFLDglycerolipid biosynthetic process43/1882252/187233.83e-045.73e-0343
GO:00016763LiverNAFLDlong-chain fatty acid metabolic process23/1882112/187236.73e-048.66e-0323
GO:00464601LiverNAFLDneutral lipid biosynthetic process13/188250/187231.04e-031.22e-0213
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa005615LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa0056112LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
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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
PNPLA3SNVMissense_Mutationnovelc.634C>Gp.Leu212Valp.L212VQ9NST1protein_codingtolerated(0.14)benign(0.023)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PNPLA3SNVMissense_Mutationc.140N>Tp.Ser47Leup.S47LQ9NST1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PNPLA3SNVMissense_Mutationc.943N>Cp.Ser315Argp.S315RQ9NST1protein_codingtolerated(0.37)benign(0)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PNPLA3SNVMissense_Mutationc.406N>Tp.Asp136Tyrp.D136YQ9NST1protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PNPLA3SNVMissense_Mutationc.1220N>Tp.Ser407Phep.S407FQ9NST1protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PNPLA3SNVMissense_Mutationrs372035117c.334N>Ap.Gly112Serp.G112SQ9NST1protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-A01Z-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PNPLA3SNVMissense_Mutationc.845N>Ap.Ser282Asnp.S282NQ9NST1protein_codingtolerated(0.18)benign(0.1)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PNPLA3SNVMissense_Mutationc.887N>Cp.Leu296Prop.L296PQ9NST1protein_codingtolerated(0.42)benign(0)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PNPLA3deletionFrame_Shift_Delc.681delNp.Pro229ArgfsTer34p.P229Rfs*34Q9NST1protein_codingTCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
PNPLA3SNVMissense_Mutationrs201682627c.1144G>Ap.Asp382Asnp.D382NQ9NST1protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-A5-A0GW-01Endometriumuterine corpus endometrioid carcinomaFemale<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
80339PNPLA3ENZYMEvincristineVINCRISTINE28744905
80339PNPLA3ENZYMEcyclophosphamideCYCLOPHOSPHAMIDE28744905
80339PNPLA3ENZYMEprednisolonePREDNISOLONE28744905
80339PNPLA3ENZYMEdaunorubicinDAUNORUBICIN28744905
80339PNPLA3ENZYMEethanolALCOHOL30132178
80339PNPLA3ENZYMEasparaginaseASPARAGINASE28744905
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