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: PEX6

Gene summary for PEX6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEX6

Gene ID

5190

Gene nameperoxisomal biogenesis factor 6
Gene AliasHMLR2
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A0A024RD09


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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
5190PEX6LZE2THumanEsophagusESCC2.57e-087.43e-010.082
5190PEX6P2T-EHumanEsophagusESCC3.18e-162.23e-010.1177
5190PEX6P4T-EHumanEsophagusESCC1.37e-081.49e-010.1323
5190PEX6P5T-EHumanEsophagusESCC3.49e-058.54e-020.1327
5190PEX6P8T-EHumanEsophagusESCC3.36e-064.84e-020.0889
5190PEX6P10T-EHumanEsophagusESCC3.56e-079.99e-020.116
5190PEX6P12T-EHumanEsophagusESCC3.69e-097.78e-020.1122
5190PEX6P15T-EHumanEsophagusESCC1.97e-061.29e-010.1149
5190PEX6P16T-EHumanEsophagusESCC4.12e-045.47e-020.1153
5190PEX6P23T-EHumanEsophagusESCC6.42e-031.51e-010.108
5190PEX6P24T-EHumanEsophagusESCC1.66e-087.46e-020.1287
5190PEX6P26T-EHumanEsophagusESCC8.90e-085.78e-020.1276
5190PEX6P27T-EHumanEsophagusESCC2.52e-121.50e-010.1055
5190PEX6P28T-EHumanEsophagusESCC7.30e-161.36e-010.1149
5190PEX6P30T-EHumanEsophagusESCC2.08e-041.40e-010.137
5190PEX6P31T-EHumanEsophagusESCC2.90e-036.61e-020.1251
5190PEX6P32T-EHumanEsophagusESCC4.29e-062.40e-020.1666
5190PEX6P48T-EHumanEsophagusESCC1.28e-056.70e-020.0959
5190PEX6P49T-EHumanEsophagusESCC7.45e-101.02e+000.1768
5190PEX6P57T-EHumanEsophagusESCC6.65e-131.07e-010.0926
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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
∗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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
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:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
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
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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
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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
PEX6SNVMissense_Mutationc.2749C>Gp.Leu917Valp.L917VQ13608protein_codingdeleterious(0)probably_damaging(0.925)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
PEX6SNVMissense_Mutationc.1927N>Cp.Ser643Argp.S643RQ13608protein_codingtolerated(0.11)benign(0.021)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PEX6SNVMissense_Mutationnovelc.1891G>Ap.Val631Metp.V631MQ13608protein_codingtolerated(0.05)possibly_damaging(0.447)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PEX6insertionFrame_Shift_Insnovelc.1404_1405insGGAGGGGCTGCCCAAGAGGTCAATTGTGTGTATGTp.Arg469GlyfsTer23p.R469Gfs*23Q13608protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
PEX6deletionFrame_Shift_Delnovelc.1568delNp.Pro523LeufsTer25p.P523Lfs*25Q13608protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PEX6deletionFrame_Shift_Delnovelc.2258delNp.Leu753ArgfsTer5p.L753Rfs*5Q13608protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PEX6SNVMissense_Mutationnovelc.958G>Cp.Glu320Glnp.E320QQ13608protein_codingdeleterious(0.02)benign(0.159)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PEX6SNVMissense_Mutationc.1752N>Cp.Gln584Hisp.Q584HQ13608protein_codingtolerated(0.55)benign(0.011)TCGA-C5-A7UC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PEX6SNVMissense_Mutationc.1504N>Ap.Glu502Lysp.E502KQ13608protein_codingdeleterious(0)benign(0.049)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PEX6SNVMissense_Mutationrs780239941c.1817N>Ap.Arg606Glnp.R606QQ13608protein_codingtolerated(0.88)benign(0)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=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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