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: PIPOX

Gene summary for PIPOX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIPOX

Gene ID

51268

Gene namepipecolic acid and sarcosine oxidase
Gene AliasLPIPOX
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9P0Z9


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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
51268PIPOXNAFLD1HumanLiverNAFLD9.45e-066.16e-01-0.04
51268PIPOXHCC1_MengHumanLiverHCC1.16e-531.41e-010.0246
51268PIPOXHCC1HumanLiverHCC7.94e-163.72e+000.5336
51268PIPOXHCC2HumanLiverHCC2.09e-193.31e+000.5341
51268PIPOXHCC5HumanLiverHCC1.83e-042.47e+000.4932
51268PIPOXPt14.bHumanLiverHCC7.01e-053.62e-010.018
51268PIPOXS016HumanLiverHCC1.94e-033.68e-010.2243
51268PIPOXS027HumanLiverHCC1.50e-069.77e-010.2446
51268PIPOXS028HumanLiverHCC8.31e-271.06e+000.2503
51268PIPOXS029HumanLiverHCC4.20e-231.10e+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:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:00092596LiverNAFLDribonucleotide metabolic process72/1882385/187231.51e-071.09e-0572
GO:00196936LiverNAFLDribose phosphate metabolic process73/1882396/187232.23e-071.53e-0573
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:1901606LiverNAFLDalpha-amino acid catabolic process25/188287/187238.67e-074.60e-0525
GO:00091507LiverNAFLDpurine ribonucleotide metabolic process67/1882368/187231.10e-065.44e-0567
GO:00061637LiverNAFLDpurine nucleotide metabolic process70/1882396/187231.93e-068.23e-0570
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
GO:0009066LiverNAFLDaspartate family amino acid metabolic process15/188249/187235.88e-051.30e-0315
GO:00338653LiverNAFLDnucleoside bisphosphate metabolic process28/1882128/187235.89e-051.30e-0328
GO:00338753LiverNAFLDribonucleoside bisphosphate metabolic process28/1882128/187235.89e-051.30e-0328
GO:00340323LiverNAFLDpurine nucleoside bisphosphate metabolic process28/1882128/187235.89e-051.30e-0328
GO:00425582LiverNAFLDpteridine-containing compound metabolic process11/188233/187232.45e-044.09e-0311
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa003108LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa04146LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa0031011LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa041461LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa002602LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa002603LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
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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
PIPOXSNVMissense_Mutationrs142705261c.488N>Ap.Arg163Glnp.R163QQ9P0Z9protein_codingtolerated(0.58)benign(0.013)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
PIPOXinsertionFrame_Shift_Insnovelc.669_670insCTCTTTTCTGCCCCAGGCAAAAGGCTTTCTGTCCp.Ile224LeufsTer69p.I224Lfs*69Q9P0Z9protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
PIPOXSNVMissense_Mutationnovelc.862N>Ap.Ala288Thrp.A288TQ9P0Z9protein_codingtolerated(0.44)benign(0.017)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIPOXSNVMissense_Mutationc.789N>Cp.Glu263Aspp.E263DQ9P0Z9protein_codingdeleterious(0.02)possibly_damaging(0.841)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PIPOXSNVMissense_Mutationnovelc.20N>Cp.Leu7Prop.L7PQ9P0Z9protein_codingdeleterious(0.03)possibly_damaging(0.564)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PIPOXSNVMissense_Mutationc.624N>Tp.Gln208Hisp.Q208HQ9P0Z9protein_codingdeleterious(0.01)possibly_damaging(0.571)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PIPOXSNVMissense_Mutationc.954C>Ap.Ser318Argp.S318RQ9P0Z9protein_codingtolerated(0.73)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PIPOXSNVMissense_Mutationnovelc.1012N>Tp.Asp338Tyrp.D338YQ9P0Z9protein_codingdeleterious(0.03)possibly_damaging(0.49)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PIPOXSNVMissense_Mutationc.1061N>Tp.Ala354Valp.A354VQ9P0Z9protein_codingdeleterious(0)probably_damaging(0.943)TCGA-AZ-6606-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolfiriPD
PIPOXSNVMissense_Mutationrs763783220c.167N>Ap.Arg56Glnp.R56QQ9P0Z9protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-F4-6808-01Colorectumcolon adenocarcinomaFemale<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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