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: APOLD1

Gene summary for APOLD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOLD1

Gene ID

81575

Gene nameapolipoprotein L domain containing 1
Gene AliasVERGE
Cytomap12p13.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q96LR9


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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
81575APOLD1HTA11_2951_2000001011HumanColorectumAD1.50e-026.13e-010.0216
81575APOLD1HTA11_1391_2000001011HumanColorectumAD4.54e-024.90e-01-0.059
81575APOLD1HTA11_866_3004761011HumanColorectumAD5.03e-187.96e-010.096
81575APOLD1HTA11_7663_2000001011HumanColorectumSER2.60e-081.22e+000.0131
81575APOLD1HTA11_10711_2000001011HumanColorectumAD2.61e-128.42e-010.0338
81575APOLD1HTA11_7696_3000711011HumanColorectumAD1.64e-249.07e-010.0674
81575APOLD1HTA11_6818_2000001011HumanColorectumAD3.14e-111.07e+000.0112
81575APOLD1HTA11_11156_2000001011HumanColorectumAD4.16e-021.07e+000.0397
81575APOLD1HTA11_6818_2000001021HumanColorectumAD2.37e-211.10e+000.0588
81575APOLD1HTA11_99999973899_84307HumanColorectumMSS2.13e-046.20e-010.2585
81575APOLD1HTA11_99999974143_84620HumanColorectumMSS1.33e-054.36e-010.3005
81575APOLD1A002-C-010HumanColorectumFAP6.49e-105.82e-010.242
81575APOLD1A001-C-119HumanColorectumFAP1.01e-035.52e-01-0.1557
81575APOLD1A002-C-021HumanColorectumFAP1.73e-207.62e-010.1171
81575APOLD1A001-C-104HumanColorectumFAP2.61e-034.58e-010.0184
81575APOLD1A002-C-116HumanColorectumFAP1.71e-032.13e-01-0.0452
81575APOLD1A008-E-015HumanColorectumFAP1.80e-022.96e-010.0177
81575APOLD1F034HumanColorectumFAP3.74e-043.60e-01-0.0665
81575APOLD1CRC-1-8810HumanColorectumCRC1.25e-044.27e-010.6257
81575APOLD1CRC-3-11773HumanColorectumCRC2.64e-147.03e-010.2564
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
∗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:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0003158ColorectumADendothelium development44/3918136/187231.20e-031.07e-0244
GO:0045446ColorectumADendothelial cell differentiation39/3918118/187231.42e-031.22e-0239
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0001666ColorectumADresponse to hypoxia86/3918307/187231.77e-031.46e-0286
GO:0036293ColorectumADresponse to decreased oxygen levels88/3918322/187233.42e-032.49e-0288
GO:00704821ColorectumSERresponse to oxygen levels79/2897347/187231.99e-043.64e-0379
GO:00016661ColorectumSERresponse to hypoxia69/2897307/187237.07e-049.39e-0369
GO:00362931ColorectumSERresponse to decreased oxygen levels71/2897322/187231.04e-031.22e-0271
GO:00704822ColorectumMSSresponse to oxygen levels85/3467347/187233.08e-032.34e-0285
GO:00031581ColorectumMSSendothelium development38/3467136/187234.53e-033.19e-0238
GO:00016662ColorectumMSSresponse to hypoxia75/3467307/187235.56e-033.78e-0275
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00454461ColorectumMSSendothelial cell differentiation33/3467118/187237.66e-034.81e-0233
GO:00704823ColorectumFAPresponse to oxygen levels77/2622347/187232.08e-055.05e-0477
GO:00016663ColorectumFAPresponse to hypoxia68/2622307/187236.53e-051.25e-0368
GO:00362932ColorectumFAPresponse to decreased oxygen levels70/2622322/187239.49e-051.61e-0370
GO:00068691ColorectumFAPlipid transport81/2622398/187232.84e-043.76e-0381
GO:0030856ColorectumFAPregulation of epithelial cell differentiation36/2622154/187231.16e-031.11e-0236
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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
APOLD1SNVMissense_Mutationnovelc.619N>Gp.Arg207Glyp.R207GQ96LR9protein_codingdeleterious(0)benign(0.206)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
APOLD1SNVMissense_Mutationc.703N>Ap.Glu235Lysp.E235KQ96LR9protein_codingtolerated(0.06)benign(0.079)TCGA-D8-A13Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
APOLD1insertionFrame_Shift_Insnovelc.609_610insCATCTGGTCTGGTCTGCAGCAAGTCCACAGAAGCTACAp.Phe204HisfsTer36p.F204Hfs*36Q96LR9protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
APOLD1insertionFrame_Shift_Insnovelc.617_618insGGCCAGGTGCTGCGCCTGCGCGp.Arg207AlafsTer23p.R207Afs*23Q96LR9protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
APOLD1SNVMissense_Mutationc.509N>Gp.Glu170Glyp.E170GQ96LR9protein_codingdeleterious(0.01)benign(0.061)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
APOLD1SNVMissense_Mutationnovelc.520N>Tp.Arg174Cysp.R174CQ96LR9protein_codingdeleterious(0.02)possibly_damaging(0.841)TCGA-AA-3968-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
APOLD1SNVMissense_Mutationc.609N>Ap.Phe203Leup.F203LQ96LR9protein_codingtolerated(0.14)benign(0.089)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
APOLD1SNVMissense_Mutationc.516N>Ap.Phe172Leup.F172LQ96LR9protein_codingtolerated(0.76)benign(0.098)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
APOLD1SNVMissense_Mutationc.671N>Tp.Ala224Valp.A224VQ96LR9protein_codingtolerated(0.09)benign(0.055)TCGA-BG-A0W1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
APOLD1SNVMissense_Mutationc.609C>Ap.Phe203Leup.F203LQ96LR9protein_codingtolerated(0.14)benign(0.089)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<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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