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: AOX1

Gene summary for AOX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AOX1

Gene ID

316

Gene namealdehyde oxidase 1
Gene AliasAO
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0006805

UniProtAcc

Q06278


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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
316AOX1NAFLD1HumanLiverNAFLD3.68e-131.35e+00-0.04
316AOX1S41HumanLiverCirrhotic1.80e-025.46e-01-0.0343
316AOX1S43HumanLiverCirrhotic5.26e-06-7.65e-02-0.0187
316AOX1S44HumanLiverHCC4.47e-068.89e-01-0.0083
316AOX1HCC1_MengHumanLiverHCC3.80e-62-1.81e-010.0246
316AOX1HCC2_MengHumanLiverHCC1.05e-09-3.48e-010.0107
316AOX1cirrhotic1HumanLiverCirrhotic1.83e-06-3.36e-010.0202
316AOX1cirrhotic2HumanLiverCirrhotic3.21e-07-3.44e-010.0201
316AOX1HCC1HumanLiverHCC2.72e-255.86e+000.5336
316AOX1HCC5HumanLiverHCC3.82e-033.98e+000.4932
316AOX1Pt13.aHumanLiverHCC8.36e-03-2.37e-010.021
316AOX1Pt13.bHumanLiverHCC1.05e-07-2.10e-010.0251
316AOX1Pt14.dHumanLiverHCC1.73e-03-2.14e-010.0143
316AOX1S028HumanLiverHCC4.14e-086.90e-010.2503
316AOX1S029HumanLiverHCC2.84e-129.54e-010.2581
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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:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:00714663LiverNAFLDcellular response to xenobiotic stimulus33/1882177/187233.54e-045.36e-0333
GO:00068054LiverNAFLDxenobiotic metabolic process22/1882111/187231.42e-031.58e-0222
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
GO:00714661LiverCirrhoticcellular response to xenobiotic stimulus66/4634177/187231.34e-041.31e-0366
GO:000680511LiverCirrhoticxenobiotic metabolic process43/4634111/187237.51e-045.54e-0343
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:00714662LiverHCCcellular response to xenobiotic stimulus93/7958177/187234.35e-031.89e-0293
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002806LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa0028011LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
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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
AOX1SNVMissense_Mutationc.869G>Cp.Arg290Thrp.R290TQ06278protein_codingtolerated(0.32)benign(0.155)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
AOX1SNVMissense_Mutationc.523G>Cp.Glu175Glnp.E175QQ06278protein_codingtolerated(0.25)benign(0.131)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AOX1SNVMissense_Mutationc.2299N>Gp.Gln767Glup.Q767EQ06278protein_codingtolerated(0.16)benign(0.027)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
AOX1SNVMissense_Mutationc.1534N>Cp.Val512Leup.V512LQ06278protein_codingdeleterious(0.01)benign(0.314)TCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
AOX1SNVMissense_Mutationc.3272N>Ap.Val1091Glup.V1091EQ06278protein_codingdeleterious(0)benign(0.348)TCGA-AN-A0XS-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AOX1SNVMissense_Mutationc.3062N>Tp.Arg1021Leup.R1021LQ06278protein_codingtolerated(0.43)benign(0.003)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AOX1SNVMissense_Mutationnovelc.3065N>Ap.Ala1022Aspp.A1022DQ06278protein_codingdeleterious(0.02)benign(0.281)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
AOX1SNVMissense_Mutationc.173N>Tp.Arg58Leup.R58LQ06278protein_codingdeleterious(0)benign(0.336)TCGA-E9-A1NH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AOX1SNVMissense_Mutationrs777167805c.206N>Cp.His69Prop.H69PQ06278protein_codingdeleterious(0.02)benign(0.047)TCGA-E9-A1RG-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
AOX1SNVMissense_Mutationrs777167805c.206A>Cp.His69Prop.H69PQ06278protein_codingdeleterious(0.02)benign(0.047)TCGA-EW-A1J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
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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
316AOX1DRUGGABLE GENOMEMenadioneMENADIONE
316AOX1DRUGGABLE GENOMEazathioprineAZATHIOPRINE19500084
316AOX1DRUGGABLE GENOMEfebuxostatFEBUXOSTAT27798726
316AOX1DRUGGABLE GENOMEallopurinolALLOPURINOL27798726
316AOX1DRUGGABLE GENOMEXK469
316AOX1DRUGGABLE GENOMEIsovanillinISOVANILLIN
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