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: PNPLA2

Gene summary for PNPLA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PNPLA2

Gene ID

57104

Gene namepatatin like phospholipase domain containing 2
Gene Alias1110001C14Rik
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

Q96AD5


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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
57104PNPLA2HTA11_3410_2000001011HumanColorectumAD3.10e-031.36e-010.0155
57104PNPLA2HTA11_2487_2000001011HumanColorectumSER9.32e-105.37e-01-0.1808
57104PNPLA2HTA11_1938_2000001011HumanColorectumAD9.03e-063.79e-01-0.0811
57104PNPLA2HTA11_347_2000001011HumanColorectumAD4.36e-072.66e-01-0.1954
57104PNPLA2HTA11_411_2000001011HumanColorectumSER4.13e-091.36e+00-0.2602
57104PNPLA2HTA11_2112_2000001011HumanColorectumSER8.47e-109.27e-01-0.2196
57104PNPLA2HTA11_3361_2000001011HumanColorectumAD5.36e-032.99e-01-0.1207
57104PNPLA2HTA11_696_2000001011HumanColorectumAD2.29e-092.68e-01-0.1464
57104PNPLA2HTA11_866_2000001011HumanColorectumAD2.58e-082.24e-01-0.1001
57104PNPLA2HTA11_1391_2000001011HumanColorectumAD1.62e-073.63e-01-0.059
57104PNPLA2HTA11_5212_2000001011HumanColorectumAD1.64e-023.49e-01-0.2061
57104PNPLA2HTA11_546_2000001011HumanColorectumAD1.32e-053.18e-01-0.0842
57104PNPLA2HTA11_9408_2000001011HumanColorectumAD2.21e-024.75e-010.0451
57104PNPLA2HTA11_7696_3000711011HumanColorectumAD6.87e-123.58e-010.0674
57104PNPLA2HTA11_6818_2000001011HumanColorectumAD4.04e-023.00e-010.0112
57104PNPLA2HTA11_99999965062_69753HumanColorectumMSI-H2.18e-037.77e-010.3487
57104PNPLA2HTA11_99999971662_82457HumanColorectumMSS6.43e-083.14e-010.3859
57104PNPLA2HTA11_99999974143_84620HumanColorectumMSS1.16e-031.79e-010.3005
57104PNPLA2LZE4THumanEsophagusESCC5.68e-06-9.44e-020.0811
57104PNPLA2LZE7THumanEsophagusESCC1.74e-04-7.16e-020.0667
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0044242ColorectumADcellular lipid catabolic process66/3918214/187233.96e-044.50e-0366
GO:0034308ColorectumADprimary alcohol metabolic process35/3918102/187231.16e-031.05e-0235
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0045017ColorectumADglycerolipid biosynthetic process69/3918252/187238.33e-034.88e-0269
GO:00098961ColorectumSERpositive regulation of catabolic process132/2897492/187234.16e-116.72e-09132
GO:00313311ColorectumSERpositive regulation of cellular catabolic process114/2897427/187231.22e-091.27e-07114
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:00060661ColorectumSERalcohol metabolic process79/2897353/187233.50e-045.50e-0379
GO:00442421ColorectumSERcellular lipid catabolic process51/2897214/187238.60e-041.05e-0251
GO:0046486ColorectumSERglycerolipid metabolic process82/2897392/187232.26e-032.17e-0282
GO:00450171ColorectumSERglycerolipid biosynthetic process55/2897252/187234.47e-033.56e-0255
GO:00343081ColorectumSERprimary alcohol metabolic process26/2897102/187235.87e-034.29e-0226
GO:00098962ColorectumMSSpositive regulation of catabolic process163/3467492/187233.10e-159.22e-13163
GO:00313312ColorectumMSSpositive regulation of cellular catabolic process140/3467427/187237.02e-131.33e-10140
GO:00060662ColorectumMSSalcohol metabolic process92/3467353/187232.57e-043.46e-0392
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa00561ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa005611ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa005612ColorectumMSSGlycerolipid metabolism23/187563/84656.55e-032.64e-021.62e-0223
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa005613ColorectumMSSGlycerolipid metabolism23/187563/84656.55e-032.64e-021.62e-0223
hsa047146ColorectumMSI-HThermogenesis56/797232/84651.79e-114.14e-103.47e-1056
hsa047147ColorectumMSI-HThermogenesis56/797232/84651.79e-114.14e-103.47e-1056
hsa0471439EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa04714114EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0471414LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0471415LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa005615LiverHCCGlycerolipid 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
PNPLA2SNVMissense_Mutationnovelc.658N>Ap.Tyr220Asnp.Y220NQ96AD5protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PNPLA2SNVMissense_Mutationnovelc.727N>Tp.Arg243Trpp.R243WQ96AD5protein_codingdeleterious(0.02)possibly_damaging(0.821)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PNPLA2SNVMissense_Mutationnovelc.266N>Gp.Asn89Serp.N89SQ96AD5protein_codingtolerated(0.06)possibly_damaging(0.781)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PNPLA2SNVMissense_Mutationnovelc.940N>Cp.Glu314Glnp.E314QQ96AD5protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-VS-A9UU-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PNPLA2SNVMissense_Mutationrs145699347c.616N>Tp.Arg206Trpp.R206WQ96AD5protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PNPLA2SNVMissense_Mutationrs758738508c.425N>Gp.Asn142Serp.N142SQ96AD5protein_codingtolerated(0.42)benign(0.348)TCGA-CA-6716-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinCR
PNPLA2SNVMissense_Mutationrs746987189c.488G>Ap.Arg163Hisp.R163HQ96AD5protein_codingtolerated(0.06)possibly_damaging(0.642)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PNPLA2SNVMissense_Mutationnovelc.907N>Tp.Arg303Trpp.R303WQ96AD5protein_codingdeleterious(0)possibly_damaging(0.776)TCGA-CM-6166-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PNPLA2SNVMissense_Mutationc.194C>Ap.Ala65Aspp.A65DQ96AD5protein_codingdeleterious(0)possibly_damaging(0.756)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PNPLA2SNVMissense_Mutationnovelc.364T>Cp.Ser122Prop.S122PQ96AD5protein_codingtolerated(0.09)possibly_damaging(0.599)TCGA-A5-A0G1-01Endometriumuterine 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
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