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:00066382LiverNAFLDneutral lipid metabolic process32/1882129/187231.06e-065.35e-0532
GO:00068694LiverNAFLDlipid transport71/1882398/187231.16e-065.59e-0571
GO:1903035LiverNAFLDnegative regulation of response to wounding26/188294/187231.18e-065.66e-0526
GO:0072376LiverNAFLDprotein activation cascade8/188212/187233.51e-061.40e-048
GO:19030366LiverNAFLDpositive regulation of response to wounding21/188272/187234.93e-061.83e-0421
GO:0051918LiverNAFLDnegative regulation of fibrinolysis7/188210/187239.36e-063.02e-047
GO:0072378LiverNAFLDblood coagulation, fibrin clot formation7/188210/187239.36e-063.02e-047
GO:00464863LiverNAFLDglycerolipid metabolic process66/1882392/187231.94e-055.52e-0466
GO:0030194LiverNAFLDpositive regulation of blood coagulation10/188223/187233.44e-058.81e-0410
GO:1900048LiverNAFLDpositive regulation of hemostasis10/188223/187233.44e-058.81e-0410
GO:0050820LiverNAFLDpositive regulation of coagulation10/188224/187235.36e-051.22e-0310
GO:0031638LiverNAFLDzymogen activation16/188260/187232.08e-043.60e-0316
GO:00508787LiverNAFLDregulation of body fluid levels60/1882379/187232.61e-044.23e-0360
GO:00510043LiverNAFLDregulation of lipoprotein lipase activity7/188220/187232.44e-032.27e-027
GO:0032102LiverNAFLDnegative regulation of response to external stimulus60/1882420/187233.34e-032.93e-0260
GO:00016676LiverNAFLDameboidal-type cell migration65/1882475/187236.32e-034.69e-0265
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:004206012LiverCirrhoticwound healing155/4634422/187232.12e-087.56e-07155
GO:190303611LiverCirrhoticpositive regulation of response to wounding38/463472/187232.98e-077.18e-0638
GO:009030311LiverCirrhoticpositive regulation of wound healing33/463459/187233.00e-077.21e-0633
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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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