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: PEX5

Gene summary for PEX5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEX5

Gene ID

5830

Gene nameperoxisomal biogenesis factor 5
Gene AliasPBD2A
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A0A0S2Z480


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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
5830PEX5LZE8THumanEsophagusESCC1.31e-031.75e-010.067
5830PEX5LZE24THumanEsophagusESCC1.18e-071.63e-010.0596
5830PEX5P2T-EHumanEsophagusESCC3.00e-183.60e-010.1177
5830PEX5P4T-EHumanEsophagusESCC3.29e-112.82e-010.1323
5830PEX5P5T-EHumanEsophagusESCC3.24e-025.40e-020.1327
5830PEX5P8T-EHumanEsophagusESCC3.31e-121.63e-010.0889
5830PEX5P9T-EHumanEsophagusESCC6.53e-074.55e-020.1131
5830PEX5P10T-EHumanEsophagusESCC1.99e-081.36e-010.116
5830PEX5P11T-EHumanEsophagusESCC7.42e-051.38e-010.1426
5830PEX5P12T-EHumanEsophagusESCC1.77e-174.20e-010.1122
5830PEX5P15T-EHumanEsophagusESCC1.33e-051.56e-010.1149
5830PEX5P16T-EHumanEsophagusESCC3.31e-491.09e+000.1153
5830PEX5P20T-EHumanEsophagusESCC3.85e-051.69e-010.1124
5830PEX5P21T-EHumanEsophagusESCC2.17e-051.28e-010.1617
5830PEX5P22T-EHumanEsophagusESCC3.23e-214.70e-010.1236
5830PEX5P23T-EHumanEsophagusESCC1.26e-152.07e-010.108
5830PEX5P24T-EHumanEsophagusESCC1.11e-092.80e-010.1287
5830PEX5P26T-EHumanEsophagusESCC1.22e-192.35e-010.1276
5830PEX5P27T-EHumanEsophagusESCC4.57e-202.70e-010.1055
5830PEX5P28T-EHumanEsophagusESCC3.62e-101.87e-010.1149
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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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
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:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:0031333110EsophagusESCCnegative regulation of protein-containing complex assembly86/8552141/187231.74e-041.14e-0386
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:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:001703811LiverHCCprotein import140/7958206/187231.12e-136.46e-12140
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:007180611LiverHCCprotein transmembrane transport47/795859/187235.82e-091.51e-0747
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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
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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
PEX5SNVMissense_Mutationrs767347186c.733G>Ap.Glu245Lysp.E245Kprotein_codingdeleterious(0.02)benign(0.27)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PEX5SNVMissense_Mutationnovelc.625T>Cp.Tyr209Hisp.Y209Hprotein_codingdeleterious(0.03)possibly_damaging(0.801)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
PEX5deletionFrame_Shift_Delnovelc.664delNp.Phe222LeufsTer16p.F222Lfs*16protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PEX5SNVMissense_Mutationrs765907654c.1792N>Ap.Glu598Lysp.E598Kprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PEX5SNVMissense_Mutationrs755747771c.973N>Ap.Glu325Lysp.E325Kprotein_codingdeleterious(0.04)possibly_damaging(0.632)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
PEX5SNVMissense_Mutationnovelc.1777N>Tp.His593Tyrp.H593Yprotein_codingtolerated(0.46)probably_damaging(0.998)TCGA-C5-A7XC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PEX5SNVMissense_Mutationc.1739N>Ap.Arg580Hisp.R580Hprotein_codingdeleterious(0)possibly_damaging(0.866)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PEX5SNVMissense_Mutationc.1711N>Ap.Glu571Lysp.E571Kprotein_codingtolerated(0.14)possibly_damaging(0.804)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PEX5SNVMissense_Mutationc.964N>Tp.Arg322Trpp.R322Wprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PEX5SNVMissense_Mutationc.1705G>Ap.Ala569Thrp.A569Tprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AM-5821-01Colorectumcolon 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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