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: PNPO

Gene summary for PNPO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PNPO

Gene ID

55163

Gene namepyridoxamine 5'-phosphate oxidase
Gene AliasHEL-S-302
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0006081

UniProtAcc

Q9NVS9


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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
55163PNPOLZE4THumanEsophagusESCC5.59e-041.50e-010.0811
55163PNPOLZE24THumanEsophagusESCC3.57e-082.92e-010.0596
55163PNPOP2T-EHumanEsophagusESCC2.96e-051.00e-010.1177
55163PNPOP4T-EHumanEsophagusESCC7.73e-061.71e-010.1323
55163PNPOP5T-EHumanEsophagusESCC2.91e-101.91e-010.1327
55163PNPOP8T-EHumanEsophagusESCC3.89e-061.43e-010.0889
55163PNPOP10T-EHumanEsophagusESCC5.47e-038.82e-020.116
55163PNPOP11T-EHumanEsophagusESCC2.40e-031.96e-010.1426
55163PNPOP16T-EHumanEsophagusESCC1.50e-112.01e-010.1153
55163PNPOP17T-EHumanEsophagusESCC7.35e-031.94e-010.1278
55163PNPOP20T-EHumanEsophagusESCC2.98e-031.47e-010.1124
55163PNPOP21T-EHumanEsophagusESCC2.31e-142.85e-010.1617
55163PNPOP22T-EHumanEsophagusESCC6.12e-112.41e-010.1236
55163PNPOP23T-EHumanEsophagusESCC9.63e-123.38e-010.108
55163PNPOP24T-EHumanEsophagusESCC1.20e-093.00e-010.1287
55163PNPOP26T-EHumanEsophagusESCC5.12e-092.21e-010.1276
55163PNPOP27T-EHumanEsophagusESCC6.74e-113.06e-010.1055
55163PNPOP28T-EHumanEsophagusESCC1.86e-051.20e-010.1149
55163PNPOP30T-EHumanEsophagusESCC2.52e-093.44e-010.137
55163PNPOP31T-EHumanEsophagusESCC1.75e-081.63e-010.1251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:00060818EsophagusESCCcellular aldehyde metabolic process40/855260/187238.30e-044.28e-0340
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:0009110EsophagusESCCvitamin biosynthetic process15/855220/187237.60e-032.71e-0215
GO:19016172LiverHCCorganic hydroxy compound biosynthetic process129/7958237/187231.32e-041.08e-03129
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:000608112LiverHCCcellular aldehyde metabolic process39/795860/187233.61e-042.50e-0339
GO:0072525LiverHCCpyridine-containing compound biosynthetic process22/795832/187232.43e-031.18e-0222
GO:0072524LiverHCCpyridine-containing compound metabolic process25/795838/187233.18e-031.47e-0225
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
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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
PNPOSNVMissense_Mutationnovelc.17N>Cp.Arg6Prop.R6PQ9NVS9protein_codingdeleterious_low_confidence(0.03)benign(0.174)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PNPOSNVMissense_Mutationc.288G>Tp.Met96Ilep.M96IQ9NVS9protein_codingtolerated(0.08)benign(0.048)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
PNPOSNVMissense_Mutationc.202N>Ap.Glu68Lysp.E68KQ9NVS9protein_codingtolerated(0.09)possibly_damaging(0.525)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PNPOinsertionFrame_Shift_Insnovelc.586_587insTCTTCTACTGGGAGCCACTTAACCGTCAGGTGp.Gln196LeufsTer31p.Q196Lfs*31Q9NVS9protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PNPOSNVMissense_Mutationc.49G>Ap.Glu17Lysp.E17KQ9NVS9protein_codingtolerated_low_confidence(0.95)benign(0)TCGA-EA-A3HQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PNPOSNVMissense_Mutationnovelc.746G>Ap.Arg249Hisp.R249HQ9NVS9protein_codingtolerated(0.24)benign(0.001)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PNPOSNVMissense_Mutationrs777671908c.745N>Tp.Arg249Cysp.R249CQ9NVS9protein_codingtolerated(0.06)benign(0.009)TCGA-AA-3980-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PNPOSNVMissense_Mutationc.623N>Ap.Gly208Aspp.G208DQ9NVS9protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PNPOdeletionFrame_Shift_Delnovelc.526_527delNNp.Ser176CysfsTer4p.S176Cfs*4Q9NVS9protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PNPOSNVMissense_Mutationrs754757019c.580N>Tp.Leu194Phep.L194FQ9NVS9protein_codingdeleterious(0.04)benign(0.19)TCGA-A5-A0G2-01Endometriumuterine 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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