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: PEX10

Gene summary for PEX10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEX10

Gene ID

5192

Gene nameperoxisomal biogenesis factor 10
Gene AliasNALD
Cytomap1p36.32
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A0A024R068


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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
5192PEX10LZE4THumanEsophagusESCC1.00e-041.29e-010.0811
5192PEX10LZE20THumanEsophagusESCC1.44e-042.07e-010.0662
5192PEX10LZE22THumanEsophagusESCC2.78e-043.35e-010.068
5192PEX10LZE24THumanEsophagusESCC6.97e-266.25e-010.0596
5192PEX10LZE21THumanEsophagusESCC2.54e-023.75e-010.0655
5192PEX10P1T-EHumanEsophagusESCC1.06e-196.30e-010.0875
5192PEX10P2T-EHumanEsophagusESCC1.28e-416.85e-010.1177
5192PEX10P4T-EHumanEsophagusESCC1.65e-419.61e-010.1323
5192PEX10P5T-EHumanEsophagusESCC2.37e-173.55e-010.1327
5192PEX10P8T-EHumanEsophagusESCC3.67e-235.33e-010.0889
5192PEX10P9T-EHumanEsophagusESCC1.07e-102.43e-010.1131
5192PEX10P10T-EHumanEsophagusESCC1.90e-305.29e-010.116
5192PEX10P11T-EHumanEsophagusESCC2.49e-125.65e-010.1426
5192PEX10P12T-EHumanEsophagusESCC9.32e-275.22e-010.1122
5192PEX10P15T-EHumanEsophagusESCC1.36e-163.99e-010.1149
5192PEX10P16T-EHumanEsophagusESCC6.10e-214.61e-010.1153
5192PEX10P17T-EHumanEsophagusESCC1.73e-093.47e-010.1278
5192PEX10P19T-EHumanEsophagusESCC8.61e-129.85e-010.1662
5192PEX10P20T-EHumanEsophagusESCC3.82e-266.00e-010.1124
5192PEX10P21T-EHumanEsophagusESCC4.20e-397.73e-010.1617
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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
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
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:00718069EsophagusESCCprotein transmembrane transport47/855259/187239.02e-081.51e-0647
GO:00650026EsophagusESCCintracellular protein transmembrane transport40/855251/187231.76e-062.08e-0540
GO:00447433EsophagusESCCprotein transmembrane import into intracellular organelle29/855236/187231.91e-051.67e-0429
GO:00066252EsophagusESCCprotein targeting to peroxisome14/855218/187235.77e-032.14e-0214
GO:00726622EsophagusESCCprotein localization to peroxisome14/855218/187235.77e-032.14e-0214
GO:00726632EsophagusESCCestablishment of protein localization to peroxisome14/855218/187235.77e-032.14e-0214
GO:00435742EsophagusESCCperoxisomal transport16/855222/187239.46e-033.28e-0216
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:001703811LiverHCCprotein import140/7958206/187231.12e-136.46e-12140
GO:007180611LiverHCCprotein transmembrane transport47/795859/187235.82e-091.51e-0747
GO:006500211LiverHCCintracellular protein transmembrane transport41/795851/187233.41e-087.61e-0741
GO:00447431LiverHCCprotein transmembrane import into intracellular organelle29/795836/187233.42e-064.49e-0529
GO:0007031LiverHCCperoxisome organization23/795836/187237.85e-033.11e-0223
GO:007259418Oral cavityOSCCestablishment of protein localization to organelle284/7305422/187231.50e-321.35e-29284
GO:000660520Oral cavityOSCCprotein targeting204/7305314/187236.78e-211.13e-18204
GO:001703815Oral cavityOSCCprotein import136/7305206/187233.15e-152.08e-13136
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041466Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414611Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414621Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
hsa0414631Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
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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
PEX10SNVMissense_Mutationrs556603981c.925N>Ap.Gly309Serp.G309SO60683protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PEX10SNVMissense_Mutationrs769847524c.266C>Tp.Ser89Leup.S89LO60683protein_codingtolerated(0.71)benign(0)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PEX10SNVMissense_Mutationrs779337517c.476C>Tp.Ala159Valp.A159VO60683protein_codingtolerated(0.38)benign(0.015)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PEX10SNVMissense_Mutationrs778322648c.422N>Tp.Ala141Valp.A141VO60683protein_codingtolerated(1)benign(0.001)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PEX10SNVMissense_Mutationc.575N>Ap.Ala192Aspp.A192DO60683protein_codingdeleterious(0)probably_damaging(0.971)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PEX10SNVMissense_Mutationrs78620392c.956C>Tp.Ala319Valp.A319VO60683protein_codingdeleterious(0)benign(0.098)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
PEX10SNVMissense_Mutationrs762111818c.245C>Tp.Ser82Leup.S82LO60683protein_codingdeleterious(0)benign(0.355)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PEX10SNVMissense_Mutationrs149421567c.116C>Tp.Ala39Valp.A39VO60683protein_codingdeleterious(0)benign(0.131)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
PEX10SNVMissense_Mutationnovelc.536N>Cp.Val179Alap.V179AO60683protein_codingdeleterious(0.03)benign(0.161)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PEX10SNVMissense_Mutationrs78620392c.956N>Tp.Ala319Valp.A319VO60683protein_codingdeleterious(0)benign(0.098)TCGA-D1-A174-01Endometriumuterine corpus endometrioid carcinomaFemale<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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