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: APOC2

Gene summary for APOC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOC2

Gene ID

344

Gene nameapolipoprotein C2
Gene AliasAPO-CII
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A024R0T9


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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
344APOC2S41HumanLiverCirrhotic1.20e-181.03e+00-0.0343
344APOC2S42HumanLiverHCC7.74e-181.59e+00-0.0103
344APOC2S43HumanLiverCirrhotic9.88e-491.43e+00-0.0187
344APOC2S44HumanLiverHCC4.21e-251.88e+00-0.0083
344APOC2HCC1_MengHumanLiverHCC3.99e-854.82e-010.0246
344APOC2Pt13.aHumanLiverHCC9.28e-234.82e-010.021
344APOC2Pt13.bHumanLiverHCC2.38e-375.63e-010.0251
344APOC2Pt13.cHumanLiverHCC3.24e-064.50e-010.0076
344APOC2Pt14.aHumanLiverHCC1.80e-135.20e-010.0169
344APOC2Pt14.bHumanLiverHCC1.26e-145.69e-010.018
344APOC2Pt14.dHumanLiverHCC1.92e-154.22e-010.0143
344APOC2S014HumanLiverHCC1.59e-441.71e+000.2254
344APOC2S015HumanLiverHCC2.45e-401.83e+000.2375
344APOC2S016HumanLiverHCC2.48e-511.76e+000.2243
344APOC2S027HumanLiverHCC3.21e-312.75e+000.2446
344APOC2S028HumanLiverHCC8.97e-602.42e+000.2503
344APOC2S029HumanLiverHCC9.21e-703.46e+000.2581
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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:000989612LiverCirrhoticpositive regulation of catabolic process215/4634492/187231.13e-203.56e-18215
GO:003133112LiverCirrhoticpositive regulation of cellular catabolic process190/4634427/187231.94e-194.18e-17190
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:007233011LiverCirrhoticmonocarboxylic acid biosynthetic process93/4634214/187231.43e-096.16e-0893
GO:005508811LiverCirrhoticlipid homeostasis74/4634167/187232.46e-088.51e-0774
GO:000663311LiverCirrhoticfatty acid biosynthetic process70/4634163/187232.57e-076.41e-0670
GO:006201212LiverCirrhoticregulation of small molecule metabolic process124/4634334/187232.74e-076.79e-06124
GO:004263211LiverCirrhoticcholesterol homeostasis46/463496/187237.15e-071.52e-0546
GO:005509211LiverCirrhoticsterol homeostasis46/463497/187231.04e-062.13e-0546
GO:001921611LiverCirrhoticregulation of lipid metabolic process119/4634331/187233.05e-065.39e-05119
GO:004424212LiverCirrhoticcellular lipid catabolic process82/4634214/187236.91e-061.08e-0482
GO:000689811LiverCirrhoticreceptor-mediated endocytosis91/4634244/187238.13e-061.22e-0491
GO:004218011LiverCirrhoticcellular ketone metabolic process80/4634211/187231.40e-051.95e-0480
GO:004689011LiverCirrhoticregulation of lipid biosynthetic process67/4634171/187232.00e-052.65e-0467
GO:001604212LiverCirrhoticlipid catabolic process112/4634320/187232.31e-053.03e-04112
GO:001087611LiverCirrhoticlipid localization147/4634448/187236.24e-057.12e-04147
GO:000686911LiverCirrhoticlipid transport128/4634398/187234.54e-043.69e-03128
GO:003010011LiverCirrhoticregulation of endocytosis74/4634211/187234.86e-043.90e-0374
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049792LiverCirrhoticCholesterol metabolism30/253051/84651.59e-051.39e-048.60e-0530
hsa049793LiverCirrhoticCholesterol metabolism30/253051/84651.59e-051.39e-048.60e-0530
hsa049794LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa049795LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
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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
APOC2SNVMissense_Mutationnovelc.130N>Gp.Leu44Valp.L44VP02655protein_codingtolerated(0.06)possibly_damaging(0.822)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
APOC2SNVMissense_Mutationrs750370010c.163N>Ap.Ala55Thrp.A55TP02655protein_codingtolerated(0.09)probably_damaging(0.991)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
APOC2SNVMissense_Mutationnovelc.197C>Ap.Ala66Aspp.A66DP02655protein_codingtolerated(0.31)benign(0.172)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
APOC2SNVMissense_Mutationnovelc.265T>Cp.Phe89Leup.F89LP02655protein_codingtolerated(0.55)benign(0.001)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
APOC2SNVMissense_Mutationnovelc.253N>Cp.Tyr85Hisp.Y85HP02655protein_codingdeleterious(0)probably_damaging(0.988)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
APOC2SNVMissense_Mutationc.100C>Gp.Pro34Alap.P34AP02655protein_codingtolerated(0.12)benign(0.096)TCGA-95-A4VN-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
APOC2SNVMissense_Mutationc.128C>Gp.Ser43Cysp.S43CP02655protein_codingdeleterious(0)probably_damaging(0.971)TCGA-60-2721-01Lunglung squamous cell carcinomaMale>=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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