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: PEX2

Gene summary for PEX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEX2

Gene ID

5828

Gene nameperoxisomal biogenesis factor 2
Gene AliasPAF1
Cytomap8q21.13
Gene Typeprotein-coding
GO ID

GO:0000038

UniProtAcc

P28328


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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
5828PEX2LZE2THumanEsophagusESCC4.61e-032.53e-010.082
5828PEX2LZE4THumanEsophagusESCC7.23e-183.89e-010.0811
5828PEX2LZE5THumanEsophagusESCC1.29e-041.71e-010.0514
5828PEX2LZE7THumanEsophagusESCC1.88e-073.21e-010.0667
5828PEX2LZE8THumanEsophagusESCC1.55e-143.24e-010.067
5828PEX2LZE20THumanEsophagusESCC8.05e-164.67e-010.0662
5828PEX2LZE22THumanEsophagusESCC9.95e-031.71e-010.068
5828PEX2LZE24THumanEsophagusESCC8.40e-236.74e-010.0596
5828PEX2LZE6THumanEsophagusESCC2.54e-041.41e-010.0845
5828PEX2P1T-EHumanEsophagusESCC7.98e-054.46e-010.0875
5828PEX2P2T-EHumanEsophagusESCC6.95e-345.09e-010.1177
5828PEX2P4T-EHumanEsophagusESCC2.01e-387.15e-010.1323
5828PEX2P5T-EHumanEsophagusESCC5.91e-162.97e-010.1327
5828PEX2P8T-EHumanEsophagusESCC9.60e-304.80e-010.0889
5828PEX2P9T-EHumanEsophagusESCC2.68e-173.20e-010.1131
5828PEX2P10T-EHumanEsophagusESCC8.76e-427.08e-010.116
5828PEX2P11T-EHumanEsophagusESCC2.04e-145.64e-010.1426
5828PEX2P12T-EHumanEsophagusESCC1.08e-407.40e-010.1122
5828PEX2P15T-EHumanEsophagusESCC4.42e-214.39e-010.1149
5828PEX2P16T-EHumanEsophagusESCC6.01e-407.47e-010.1153
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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
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:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0017038ColorectumADprotein import67/3918206/187236.34e-051.05e-0367
GO:0071806ColorectumADprotein transmembrane transport21/391859/187236.58e-034.08e-0221
GO:00725941ColorectumSERestablishment of protein localization to organelle111/2897422/187234.98e-094.49e-07111
GO:00901501ColorectumSERestablishment of protein localization to membrane68/2897260/187235.55e-062.01e-0468
GO:00066051ColorectumSERprotein targeting76/2897314/187233.19e-058.47e-0476
GO:00170381ColorectumSERprotein import49/2897206/187231.12e-031.29e-0249
GO:00718061ColorectumSERprotein transmembrane transport17/289759/187236.64e-034.69e-0217
GO:00901504ColorectumFAPestablishment of protein localization to membrane69/2622260/187236.40e-084.54e-0669
GO:00725944ColorectumFAPestablishment of protein localization to organelle96/2622422/187236.63e-073.20e-0596
GO:00066054ColorectumFAPprotein targeting74/2622314/187233.21e-061.17e-0474
GO:00170384ColorectumFAPprotein import47/2622206/187234.10e-044.94e-0347
GO:0006612ColorectumFAPprotein targeting to membrane30/2622131/187233.95e-032.75e-0230
GO:00650021ColorectumFAPintracellular protein transmembrane transport14/262251/187238.70e-034.98e-0214
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
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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
hsa041462LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041463LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
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
PEX2SNVMissense_Mutationrs564144139c.506N>Ap.Arg169Hisp.R169HP28328protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A13F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PEX2SNVMissense_Mutationc.904N>Ap.Val302Ilep.V302IP28328protein_codingtolerated_low_confidence(0.22)benign(0.084)TCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
PEX2SNVMissense_Mutationc.220G>Tp.Ala74Serp.A74SP28328protein_codingtolerated(0.13)probably_damaging(0.976)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PEX2SNVMissense_Mutationrs747866716c.205N>Gp.Ile69Valp.I69VP28328protein_codingtolerated(0.92)benign(0.007)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PEX2SNVMissense_Mutationrs199845625c.374N>Ap.Arg125Glnp.R125QP28328protein_codingtolerated(0.52)benign(0.167)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PEX2SNVMissense_Mutationnovelc.460N>Gp.Phe154Valp.F154VP28328protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PEX2SNVMissense_Mutationc.589N>Cp.Trp197Argp.W197RP28328protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PEX2SNVMissense_Mutationrs544763390c.892G>Ap.Glu298Lysp.E298KP28328protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.557)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PEX2SNVMissense_Mutationc.126N>Ap.His42Glnp.H42QP28328protein_codingtolerated(1)benign(0.01)TCGA-EI-6513-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
PEX2deletionFrame_Shift_Delc.268delTp.Ser90ProfsTer4p.S90Pfs*4P28328protein_codingTCGA-A6-5661-01Colorectumcolon 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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