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: PCYOX1

Gene summary for PCYOX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCYOX1

Gene ID

51449

Gene nameprenylcysteine oxidase 1
Gene AliasPCL1
Cytomap2p13.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9UHG3


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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
51449PCYOX1HTA11_2487_2000001011HumanColorectumSER1.05e-022.82e-01-0.1808
51449PCYOX1HTA11_1938_2000001011HumanColorectumAD2.00e-095.51e-01-0.0811
51449PCYOX1HTA11_78_2000001011HumanColorectumAD1.21e-207.47e-01-0.1088
51449PCYOX1HTA11_347_2000001011HumanColorectumAD3.92e-461.02e+00-0.1954
51449PCYOX1HTA11_3361_2000001011HumanColorectumAD1.05e-023.56e-01-0.1207
51449PCYOX1HTA11_83_2000001011HumanColorectumSER2.40e-095.75e-01-0.1526
51449PCYOX1HTA11_696_2000001011HumanColorectumAD8.77e-113.98e-01-0.1464
51449PCYOX1HTA11_866_2000001011HumanColorectumAD2.79e-103.50e-01-0.1001
51449PCYOX1HTA11_1391_2000001011HumanColorectumAD2.06e-106.12e-01-0.059
51449PCYOX1HTA11_866_3004761011HumanColorectumAD2.83e-063.58e-010.096
51449PCYOX1HTA11_4255_2000001011HumanColorectumSER1.38e-025.26e-010.0446
51449PCYOX1HTA11_6801_2000001011HumanColorectumSER6.84e-078.03e-010.0171
51449PCYOX1HTA11_7696_3000711011HumanColorectumAD4.14e-072.95e-010.0674
51449PCYOX1HTA11_6818_2000001011HumanColorectumAD5.39e-064.52e-010.0112
51449PCYOX1HTA11_6818_2000001021HumanColorectumAD2.45e-094.85e-010.0588
51449PCYOX1HTA11_99999970781_79442HumanColorectumMSS3.95e-134.41e-010.294
51449PCYOX1HTA11_99999965062_69753HumanColorectumMSI-H3.71e-051.27e+000.3487
51449PCYOX1HTA11_99999965104_69814HumanColorectumMSS5.39e-136.53e-010.281
51449PCYOX1HTA11_99999971662_82457HumanColorectumMSS1.11e-156.48e-010.3859
51449PCYOX1HTA11_99999974143_84620HumanColorectumMSS2.67e-114.39e-010.3005
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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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0015698ColorectumADinorganic anion transport52/3918180/187236.83e-034.22e-0252
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
GO:00065752ColorectumMSI-Hcellular modified amino acid metabolic process25/1319188/187231.61e-032.39e-0225
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:000657511LiverCirrhoticcellular modified amino acid metabolic process70/4634188/187239.04e-059.69e-0470
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00065756Oral cavityOSCCcellular modified amino acid metabolic process91/7305188/187235.33e-032.07e-0291
GO:000657512Oral cavityLPcellular modified amino acid metabolic process64/4623188/187232.43e-031.73e-0264
GO:00065758SkincSCCcellular modified amino acid metabolic process73/4864188/187237.11e-056.85e-0473
GO:00065759ThyroidHTcellular modified amino acid metabolic process28/1272188/187237.21e-051.31e-0328
GO:000657513ThyroidPTCcellular modified amino acid metabolic process85/5968188/187238.29e-057.01e-0485
GO:000657522ThyroidATCcellular modified amino acid metabolic process82/6293188/187232.60e-031.20e-0282
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa009005EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa0090012EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa00900LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009001LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009004Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa0090011Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa009002Oral cavityLPTerpenoid backbone biosynthesis12/241823/84651.43e-024.59e-022.96e-0212
hsa009003Oral cavityLPTerpenoid backbone biosynthesis12/241823/84651.43e-024.59e-022.96e-0212
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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
PCYOX1SNVMissense_Mutationnovelc.52N>Ap.Leu18Metp.L18MQ9UHG3protein_codingtolerated(0.06)probably_damaging(0.994)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PCYOX1SNVMissense_Mutationnovelc.550N>Ap.His184Asnp.H184NQ9UHG3protein_codingtolerated(0.09)benign(0.076)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCYOX1SNVMissense_Mutationrs756161282c.143N>Tp.Ser48Leup.S48LQ9UHG3protein_codingdeleterious(0)probably_damaging(0.93)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
PCYOX1SNVMissense_Mutationc.514C>Gp.His172Aspp.H172DQ9UHG3protein_codingdeleterious(0)benign(0.09)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PCYOX1insertionNonsense_Mutationnovelc.923_924insTTTTGAAAAATAATCTTTTTTTTTTTp.Asp309PhefsTer4p.D309Ffs*4Q9UHG3protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PCYOX1SNVMissense_Mutationrs749505886c.214G>Ap.Gly72Argp.G72RQ9UHG3protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCYOX1SNVMissense_Mutationrs745845529c.412G>Ap.Val138Metp.V138MQ9UHG3protein_codingtolerated(0.34)benign(0.015)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCYOX1SNVMissense_Mutationc.1267N>Gp.Leu423Valp.L423VQ9UHG3protein_codingtolerated(0.31)benign(0.011)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
PCYOX1SNVMissense_Mutationnovelc.1183N>Tp.Pro395Serp.P395SQ9UHG3protein_codingtolerated(0.37)benign(0.005)TCGA-EA-A44S-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinSD
PCYOX1SNVMissense_Mutationrs773198726c.160C>Tp.Arg54Trpp.R54WQ9UHG3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3696-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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