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: APOM

Gene summary for APOM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOM

Gene ID

55937

Gene nameapolipoprotein M
Gene AliasG3a
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

A0A1U9X793


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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
55937APOMHCC1_MengHumanLiverHCC1.24e-1191.64e+000.0246
55937APOMHCC2_MengHumanLiverHCC1.67e-03-1.08e-010.0107
55937APOMcirrhotic2HumanLiverCirrhotic8.53e-036.49e-030.0201
55937APOMHCC1HumanLiverHCC3.99e-133.49e+000.5336
55937APOMHCC2HumanLiverHCC9.69e-243.48e+000.5341
55937APOMPt13.aHumanLiverHCC6.49e-508.36e-010.021
55937APOMPt13.bHumanLiverHCC9.14e-565.76e-010.0251
55937APOMPt13.cHumanLiverHCC3.48e-024.74e-010.0076
55937APOMPt14.aHumanLiverHCC7.16e-031.48e-010.0169
55937APOMPt14.bHumanLiverHCC1.02e-053.59e-010.018
55937APOMPt14.dHumanLiverHCC3.31e-041.58e-010.0143
55937APOMS014HumanLiverHCC1.20e-262.27e+000.2254
55937APOMS015HumanLiverHCC4.49e-443.39e+000.2375
55937APOMS016HumanLiverHCC3.52e-262.73e+000.2243
55937APOMS028HumanLiverHCC3.95e-221.22e+000.2503
55937APOMS029HumanLiverHCC7.12e-241.65e+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:00718251LiverCirrhoticprotein-lipid complex subunit organization22/463450/187232.26e-031.37e-0222
GO:00988697LiverCirrhoticcellular oxidant detoxification38/4634101/187232.72e-031.59e-0238
GO:00436911LiverCirrhoticreverse cholesterol transport11/463420/187233.61e-031.99e-0211
GO:00718271LiverCirrhoticplasma lipoprotein particle organization20/463446/187234.15e-032.22e-0220
GO:00343751LiverCirrhotichigh-density lipoprotein particle remodeling9/463416/187236.94e-033.38e-029
GO:00650051LiverCirrhoticprotein-lipid complex assembly14/463431/187231.05e-024.65e-0214
GO:000974322LiverHCCresponse to carbohydrate149/7958253/187239.55e-081.89e-06149
GO:000963622LiverHCCresponse to toxic substance153/7958262/187231.37e-072.58e-06153
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
GO:00421571LiverHCClipoprotein metabolic process86/7958135/187235.21e-078.38e-0686
GO:003428422LiverHCCresponse to monosaccharide131/7958225/187231.32e-061.91e-05131
GO:000974622LiverHCCresponse to hexose126/7958219/187234.81e-066.06e-05126
GO:000974912LiverHCCresponse to glucose121/7958212/187231.24e-051.39e-04121
GO:199074812LiverHCCcellular detoxification70/7958116/187237.87e-057.02e-0470
GO:009723712LiverHCCcellular response to toxic substance74/7958124/187238.36e-057.36e-0474
GO:009875412LiverHCCdetoxification87/7958152/187231.70e-041.35e-0387
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:005509221LiverHCCsterol homeostasis59/795897/187232.06e-041.58e-0359
GO:004263221LiverHCCcholesterol homeostasis58/795896/187232.99e-042.13e-0358
GO:009886912LiverHCCcellular oxidant detoxification59/7958101/187239.00e-045.31e-0359
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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
APOMinsertionIn_Frame_Insnovelc.411_412insACGAGGTTGAGGCAGGAGAATp.Thr137_Gly138insThrArgLeuArgGlnGluAsnp.T137_G138insTRLRQENO95445protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
APOMSNVMissense_Mutationrs548136627c.100N>Ap.Val34Metp.V34MO95445protein_codingtolerated(0.23)benign(0.003)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
APOMSNVMissense_Mutationnovelc.563N>Gp.Asn188Serp.N188SO95445protein_codingtolerated_low_confidence(0.67)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
APOMSNVMissense_Mutationnovelc.274N>Tp.Asp92Tyrp.D92YO95445protein_codingdeleterious(0)possibly_damaging(0.487)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
APOMSNVMissense_Mutationrs753977558c.427C>Tp.Arg143Cysp.R143CO95445protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
APOMSNVMissense_Mutationnovelc.203N>Gp.Asn68Serp.N68SO95445protein_codingtolerated(0.14)probably_damaging(0.99)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
APOMSNVMissense_Mutationrs529627933c.253C>Tp.Arg85Cysp.R85CO95445protein_codingdeleterious(0.01)possibly_damaging(0.731)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
APOMSNVMissense_Mutationnovelc.445N>Tp.Arg149Cysp.R149CO95445protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
APOMSNVMissense_Mutationnovelc.179T>Cp.Leu60Serp.L60SO95445protein_codingdeleterious(0)probably_damaging(1)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
APOMSNVMissense_Mutationc.83A>Cp.Gln28Prop.Q28PO95445protein_codingtolerated(0.43)benign(0)TCGA-DD-A119-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownSD
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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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