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: APOC3

Gene summary for APOC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOC3

Gene ID

345

Gene nameapolipoprotein C3
Gene AliasAPOCIII
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A3KPE2


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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
345APOC3NAFLD1HumanLiverNAFLD1.15e-075.36e-01-0.04
345APOC3S41HumanLiverCirrhotic5.01e-088.25e-01-0.0343
345APOC3S43HumanLiverCirrhotic5.63e-269.70e-01-0.0187
345APOC3S44HumanLiverHCC7.80e-131.45e+00-0.0083
345APOC3HCC1_MengHumanLiverHCC7.36e-413.36e-010.0246
345APOC3HCC2_MengHumanLiverHCC1.26e-26-7.25e-010.0107
345APOC3cirrhotic1HumanLiverCirrhotic5.94e-05-3.59e-010.0202
345APOC3cirrhotic2HumanLiverCirrhotic3.01e-133.69e-030.0201
345APOC3HCC1HumanLiverHCC2.37e-073.62e+000.5336
345APOC3HCC2HumanLiverHCC8.64e-497.28e+000.5341
345APOC3HCC5HumanLiverHCC1.56e-034.57e+000.4932
345APOC3Pt13.aHumanLiverHCC2.90e-691.01e+000.021
345APOC3Pt13.bHumanLiverHCC8.81e-919.23e-010.0251
345APOC3Pt13.cHumanLiverHCC2.32e-289.66e-010.0076
345APOC3Pt14.aHumanLiverHCC2.47e-03-1.43e-010.0169
345APOC3Pt14.bHumanLiverHCC6.60e-241.08e+000.018
345APOC3Pt14.cHumanLiverHCC7.14e-119.85e-010.0054
345APOC3Pt14.dHumanLiverHCC3.70e-317.90e-010.0143
345APOC3S014HumanLiverHCC2.46e-052.30e+000.2254
345APOC3S028HumanLiverHCC2.06e-061.28e+000.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00313306StomachGCnegative regulation of cellular catabolic process30/1159262/187238.58e-041.07e-0230
GO:0046890StomachGCregulation of lipid biosynthetic process22/1159171/187238.94e-041.10e-0222
GO:0051004StomachGCregulation of lipoprotein lipase activity6/115920/187231.01e-031.20e-026
GO:0010896StomachGCregulation of triglyceride catabolic process5/115914/187231.13e-031.31e-025
GO:0010565StomachGCregulation of cellular ketone metabolic process18/1159133/187231.42e-031.55e-0218
GO:0019217StomachGCregulation of fatty acid metabolic process14/115993/187231.69e-031.78e-0214
GO:0046503StomachGCglycerolipid catabolic process11/115965/187231.99e-032.02e-0211
GO:0030301StomachGCcholesterol transport16/1159117/187232.29e-032.21e-0216
GO:0015918StomachGCsterol transport17/1159130/187232.75e-032.53e-0217
GO:0034379StomachGCvery-low-density lipoprotein particle assembly4/115911/187233.39e-032.94e-024
GO:00464862StomachGCglycerolipid metabolic process38/1159392/187234.15e-033.47e-0238
GO:00072663StomachGCRho protein signal transduction17/1159137/187234.75e-033.84e-0217
GO:00098956StomachGCnegative regulation of catabolic process32/1159320/187235.15e-034.06e-0232
GO:0034377StomachGCplasma lipoprotein particle assembly6/115927/187235.34e-034.17e-026
GO:00350232StomachGCregulation of Rho protein signal transduction12/115986/187236.56e-034.83e-0212
GO:00513465StomachSIMnegative regulation of hydrolase activity42/708379/187234.58e-108.00e-0842
GO:000663141StomachSIMfatty acid metabolic process38/708390/187231.01e-078.64e-0638
GO:00066411StomachSIMtriglyceride metabolic process16/708100/187231.03e-065.84e-0516
GO:00463943StomachSIMcarboxylic acid biosynthetic process30/708314/187233.33e-061.57e-0430
GO:00160533StomachSIMorganic acid biosynthetic process30/708316/187233.79e-061.68e-0430
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049796LiverNAFLDCholesterol metabolism20/104351/84659.73e-074.56e-053.67e-0520
hsa033206LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa0497911LiverNAFLDCholesterol metabolism20/104351/84659.73e-074.56e-053.67e-0520
hsa0332011LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa049792LiverCirrhoticCholesterol metabolism30/253051/84651.59e-051.39e-048.60e-0530
hsa0332021LiverCirrhoticPPAR signaling pathway32/253075/84651.24e-023.92e-022.42e-0232
hsa049793LiverCirrhoticCholesterol metabolism30/253051/84651.59e-051.39e-048.60e-0530
hsa0332031LiverCirrhoticPPAR signaling pathway32/253075/84651.24e-023.92e-022.42e-0232
hsa049794LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa033204LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa049795LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa033205LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa03320StomachGCPPAR signaling pathway18/70875/84653.26e-054.01e-042.82e-0418
hsa033201StomachGCPPAR signaling pathway18/70875/84653.26e-054.01e-042.82e-0418
hsa033202StomachSIMPPAR signaling pathway15/46575/84651.08e-051.42e-041.14e-0415
hsa04979StomachSIMCholesterol metabolism8/46551/84656.17e-033.83e-023.08e-028
hsa033203StomachSIMPPAR signaling pathway15/46575/84651.08e-051.42e-041.14e-0415
hsa049791StomachSIMCholesterol metabolism8/46551/84656.17e-033.83e-023.08e-028
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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
APOC3SNVMissense_Mutationrs201803883c.148N>Ap.Val50Metp.V50MP02656protein_codingtolerated(0.17)benign(0.283)TCGA-AX-A05Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
APOC3SNVMissense_Mutationnovelc.140T>Cp.Leu47Prop.L47PP02656protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
APOC3SNVMissense_Mutationnovelc.214N>Tp.Asp72Tyrp.D72YP02656protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
APOC3SNVMissense_Mutationnovelc.281C>Tp.Thr94Ilep.T94IP02656protein_codingdeleterious(0.02)benign(0.151)TCGA-EO-A3KX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
APOC3SNVMissense_Mutationc.252N>Gp.Phe84Leup.F84LP02656protein_codingtolerated(0.83)benign(0.075)TCGA-DD-A4NI-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
APOC3SNVMissense_Mutationc.100G>Tp.Gly34Cysp.G34CP02656protein_codingdeleterious(0.01)possibly_damaging(0.866)TCGA-05-4410-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
APOC3SNVMissense_Mutationc.148N>Cp.Val50Leup.V50LP02656protein_codingdeleterious(0.01)possibly_damaging(0.53)TCGA-49-4487-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
APOC3SNVMissense_Mutationc.19C>Gp.Leu7Valp.L7VP02656protein_codingdeleterious(0.02)possibly_damaging(0.607)TCGA-66-2786-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
APOC3SNVMissense_Mutationc.278N>Ap.Pro93Glnp.P93QP02656protein_codingdeleterious(0)benign(0.06)TCGA-66-2787-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
APOC3SNVMissense_Mutationnovelc.101G>Tp.Gly34Valp.G34VP02656protein_codingdeleterious(0.01)possibly_damaging(0.683)TCGA-77-8136-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
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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
345APOC3ENZYME, DRUGGABLE GENOMEISIS-APOCIIIRx
345APOC3ENZYME, DRUGGABLE GENOMEritonavirRITONAVIR15809899
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