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: APOH

Gene summary for APOH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOH

Gene ID

350

Gene nameapolipoprotein H
Gene AliasB2G1
Cytomap17q24.2
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

P02749


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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
350APOHNAFLD1HumanLiverNAFLD2.56e-033.97e-01-0.04
350APOHS43HumanLiverCirrhotic3.30e-12-2.95e-01-0.0187
350APOHHCC1_MengHumanLiverHCC2.06e-407.00e-010.0246
350APOHHCC2_MengHumanLiverHCC2.08e-35-8.81e-010.0107
350APOHcirrhotic1HumanLiverCirrhotic1.62e-11-6.12e-020.0202
350APOHcirrhotic2HumanLiverCirrhotic2.48e-11-8.06e-020.0201
350APOHcirrhotic3HumanLiverCirrhotic3.78e-05-3.36e-010.0215
350APOHHCC1HumanLiverHCC6.73e-367.65e+000.5336
350APOHHCC2HumanLiverHCC4.57e-447.09e+000.5341
350APOHHCC5HumanLiverHCC1.00e-033.14e+000.4932
350APOHPt13.aHumanLiverHCC4.06e-791.12e+000.021
350APOHPt13.bHumanLiverHCC2.37e-668.62e-010.0251
350APOHPt13.cHumanLiverHCC7.64e-319.89e-010.0076
350APOHPt14.aHumanLiverHCC5.14e-085.40e-010.0169
350APOHPt14.bHumanLiverHCC1.63e-158.34e-010.018
350APOHPt14.dHumanLiverHCC1.78e-145.54e-010.0143
350APOHS014HumanLiverHCC2.22e-262.62e+000.2254
350APOHS015HumanLiverHCC2.10e-182.94e+000.2375
350APOHS016HumanLiverHCC2.43e-312.56e+000.2243
350APOHS027HumanLiverHCC3.87e-051.08e+000.2446
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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:00316391LiverCirrhoticplasminogen activation18/463424/187233.24e-077.75e-0618
GO:006104112LiverCirrhoticregulation of wound healing58/4634134/187231.95e-063.65e-0558
GO:00301931LiverCirrhoticregulation of blood coagulation34/463466/187232.55e-064.63e-0534
GO:19000461LiverCirrhoticregulation of hemostasis34/463468/187236.04e-069.74e-0534
GO:00427301LiverCirrhoticfibrinolysis17/463425/187236.26e-069.92e-0517
GO:00316381LiverCirrhoticzymogen activation31/463460/187236.48e-061.02e-0431
GO:00508181LiverCirrhoticregulation of coagulation35/463471/187236.67e-061.04e-0435
GO:190303412LiverCirrhoticregulation of response to wounding67/4634167/187237.99e-061.21e-0467
GO:00164853LiverCirrhoticprotein processing85/4634225/187239.01e-061.32e-0485
GO:00301951LiverCirrhoticnegative regulation of blood coagulation26/463449/187231.93e-052.57e-0426
GO:19000471LiverCirrhoticnegative regulation of hemostasis26/463450/187233.07e-053.84e-0426
GO:00508191LiverCirrhoticnegative regulation of coagulation27/463453/187233.51e-054.29e-0427
GO:00519171LiverCirrhoticregulation of fibrinolysis11/463414/187233.57e-054.32e-0411
GO:00301941LiverCirrhoticpositive regulation of blood coagulation15/463423/187234.75e-055.50e-0415
GO:19000481LiverCirrhoticpositive regulation of hemostasis15/463423/187234.75e-055.50e-0415
GO:001087611LiverCirrhoticlipid localization147/4634448/187236.24e-057.12e-04147
GO:000759611LiverCirrhoticblood coagulation79/4634217/187238.06e-058.81e-0479
GO:00508201LiverCirrhoticpositive regulation of coagulation15/463424/187239.76e-051.03e-0315
GO:000759911LiverCirrhotichemostasis80/4634222/187231.08e-041.10e-0380
GO:005081711LiverCirrhoticcoagulation79/4634222/187231.90e-041.76e-0379
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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
hsa0497911LiverNAFLDCholesterol metabolism20/104351/84659.73e-074.56e-053.67e-0520
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
APOHSNVMissense_Mutationc.951T>Ap.Asp317Glup.D317EP02749protein_codingdeleterious(0)possibly_damaging(0.493)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
APOHSNVMissense_Mutationc.595N>Cp.Glu199Glnp.E199QP02749protein_codingdeleterious(0.02)benign(0.293)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
APOHdeletionFrame_Shift_Delnovelc.1028delAp.Lys343SerfsTer24p.K343Sfs*24P02749protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
APOHSNVMissense_Mutationc.455C>Tp.Thr152Ilep.T152IP02749protein_codingtolerated(0.2)benign(0.006)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
APOHSNVMissense_Mutationnovelc.739N>Cp.Glu247Glnp.E247QP02749protein_codingtolerated(0.13)benign(0.388)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
APOHSNVMissense_Mutationrs765836638c.920N>Ap.Cys307Tyrp.C307YP02749protein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A3EO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
APOHSNVMissense_Mutationrs35449692c.961N>Ap.Glu321Lysp.E321KP02749protein_codingtolerated(0.14)benign(0.029)TCGA-JX-A3PZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
APOHSNVMissense_Mutationc.885N>Tp.Lys295Asnp.K295NP02749protein_codingtolerated(0.19)benign(0.169)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
APOHSNVMissense_Mutationrs763687723c.395C>Tp.Pro132Leup.P132LP02749protein_codingtolerated(0.34)benign(0.125)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
APOHSNVMissense_Mutationrs35449692c.961N>Ap.Glu321Lysp.E321KP02749protein_codingtolerated(0.14)benign(0.029)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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