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: PEX13

Gene summary for PEX13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEX13

Gene ID

5194

Gene nameperoxisomal biogenesis factor 13
Gene AliasNALD
Cytomap2p15
Gene Typeprotein-coding
GO ID

GO:0001561

UniProtAcc

Q92968


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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
5194PEX13LZE2THumanEsophagusESCC1.94e-034.83e-010.082
5194PEX13LZE4THumanEsophagusESCC1.14e-207.06e-010.0811
5194PEX13LZE7THumanEsophagusESCC1.43e-042.10e-010.0667
5194PEX13LZE20THumanEsophagusESCC9.97e-102.66e-010.0662
5194PEX13LZE24THumanEsophagusESCC3.65e-194.89e-010.0596
5194PEX13LZE21THumanEsophagusESCC3.45e-063.25e-010.0655
5194PEX13LZE6THumanEsophagusESCC1.62e-079.54e-020.0845
5194PEX13P1T-EHumanEsophagusESCC3.52e-053.86e-010.0875
5194PEX13P2T-EHumanEsophagusESCC1.74e-305.17e-010.1177
5194PEX13P4T-EHumanEsophagusESCC3.68e-265.85e-010.1323
5194PEX13P5T-EHumanEsophagusESCC7.32e-162.15e-010.1327
5194PEX13P8T-EHumanEsophagusESCC4.57e-254.01e-010.0889
5194PEX13P9T-EHumanEsophagusESCC2.18e-123.11e-010.1131
5194PEX13P10T-EHumanEsophagusESCC4.38e-293.65e-010.116
5194PEX13P11T-EHumanEsophagusESCC1.18e-189.26e-010.1426
5194PEX13P12T-EHumanEsophagusESCC2.01e-204.25e-010.1122
5194PEX13P15T-EHumanEsophagusESCC2.82e-357.55e-010.1149
5194PEX13P16T-EHumanEsophagusESCC9.96e-354.59e-010.1153
5194PEX13P17T-EHumanEsophagusESCC7.90e-032.20e-010.1278
5194PEX13P19T-EHumanEsophagusESCC5.81e-044.74e-010.1662
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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
∗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:00193958EsophagusESCCfatty acid oxidation69/8552103/187239.95e-069.44e-0569
GO:00447433EsophagusESCCprotein transmembrane import into intracellular organelle29/855236/187231.91e-051.67e-0429
GO:00344407EsophagusESCClipid oxidation71/8552108/187232.00e-051.74e-0471
GO:00090628EsophagusESCCfatty acid catabolic process66/8552100/187233.21e-052.66e-0466
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00723297EsophagusESCCmonocarboxylic acid catabolic process74/8552122/187236.03e-043.27e-0374
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
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:00215436EsophagusESCCpallium development94/8552169/187235.79e-032.14e-0294
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:00435742EsophagusESCCperoxisomal transport16/855222/187239.46e-033.28e-0216
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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
hsa04146LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa041461LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
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
PEX13SNVMissense_Mutationnovelc.374N>Cp.Ser125Thrp.S125TQ92968protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PEX13SNVMissense_Mutationc.1114N>Ap.Glu372Lysp.E372KQ92968protein_codingtolerated(0.09)benign(0.021)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PEX13SNVMissense_Mutationc.31N>Tp.Pro11Serp.P11SQ92968protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PEX13SNVMissense_Mutationc.341N>Gp.Pro114Argp.P114RQ92968protein_codingtolerated(0.15)probably_damaging(0.959)TCGA-EW-A1IY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
PEX13insertionFrame_Shift_Insnovelc.304_305insCTGTTATCCTGACATTTTGGGAp.Gly102AlafsTer18p.G102Afs*18Q92968protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PEX13SNVMissense_Mutationc.635N>Tp.Ala212Valp.A212VQ92968protein_codingtolerated(0.08)benign(0.068)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PEX13SNVMissense_Mutationnovelc.206N>Cp.Asn69Thrp.N69TQ92968protein_codingtolerated(0.24)benign(0.079)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PEX13SNVMissense_Mutationc.41C>Tp.Thr14Ilep.T14IQ92968protein_codingtolerated(0.12)benign(0.063)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
PEX13SNVMissense_Mutationc.983N>Tp.Ala328Valp.A328VQ92968protein_codingdeleterious(0.02)benign(0.209)TCGA-AG-3591-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnspecificComplete Response
PEX13SNVMissense_Mutationnovelc.110N>Ap.Pro37Hisp.P37HQ92968protein_codingdeleterious(0.04)possibly_damaging(0.628)TCGA-AG-3726-01Colorectumrectum 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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