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:0006637LiverNAFLDacyl-CoA metabolic process21/188296/187234.72e-046.74e-0321
GO:0035383LiverNAFLDthioester metabolic process21/188296/187234.72e-046.74e-0321
GO:00466532LiverNAFLDtetrahydrofolate metabolic process7/188219/187231.74e-031.80e-027
GO:00065754LiverNAFLDcellular modified amino acid metabolic process31/1882188/187233.98e-033.34e-0231
GO:0009068LiverNAFLDaspartate family amino acid catabolic process6/188218/187236.55e-034.69e-026
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
GO:000925922LiverHCCribonucleotide metabolic process240/7958385/187232.07e-151.51e-13240
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:000915022LiverHCCpurine ribonucleotide metabolic process226/7958368/187231.36e-137.69e-12226
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:00338652LiverHCCnucleoside bisphosphate metabolic process88/7958128/187231.63e-094.78e-0888
GO:00338752LiverHCCribonucleoside bisphosphate metabolic process88/7958128/187231.63e-094.78e-0888
GO:00340322LiverHCCpurine nucleoside bisphosphate metabolic process88/7958128/187231.63e-094.78e-0888
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
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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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