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: PEX7

Gene summary for PEX7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEX7

Gene ID

5191

Gene nameperoxisomal biogenesis factor 7
Gene AliasPBD9B
Cytomap6q23.3
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

O00628


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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
5191PEX7C21HumanOral cavityOSCC6.21e-134.29e-010.2678
5191PEX7C30HumanOral cavityOSCC1.07e-331.07e+000.3055
5191PEX7C43HumanOral cavityOSCC1.97e-122.93e-010.1704
5191PEX7C46HumanOral cavityOSCC9.46e-123.51e-010.1673
5191PEX7C06HumanOral cavityOSCC2.06e-025.11e-010.2699
5191PEX7C08HumanOral cavityOSCC1.19e-103.51e-010.1919
5191PEX7LN46HumanOral cavityOSCC5.58e-031.80e-010.1666
5191PEX7LP15HumanOral cavityLP3.77e-047.48e-010.2174
5191PEX7SYSMH1HumanOral cavityOSCC9.79e-052.05e-010.1127
5191PEX7SYSMH2HumanOral cavityOSCC3.79e-092.33e-010.2326
5191PEX7SYSMH6HumanOral cavityOSCC5.99e-031.86e-010.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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: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
GO:00718068Oral cavityOSCCprotein transmembrane transport43/730559/187231.32e-072.22e-0643
GO:00650025Oral cavityOSCCintracellular protein transmembrane transport36/730551/187234.79e-065.47e-0536
GO:00447432Oral cavityOSCCprotein transmembrane import into intracellular organelle25/730536/187232.10e-041.38e-0325
GO:0006625Oral cavityOSCCprotein targeting to peroxisome14/730518/187239.51e-044.96e-0314
GO:0072662Oral cavityOSCCprotein localization to peroxisome14/730518/187239.51e-044.96e-0314
GO:0072663Oral cavityOSCCestablishment of protein localization to peroxisome14/730518/187239.51e-044.96e-0314
GO:0043574Oral cavityOSCCperoxisomal transport16/730522/187231.40e-036.79e-0316
GO:00070312Oral cavityOSCCperoxisome organization23/730536/187232.19e-039.95e-0323
GO:0015919Oral cavityOSCCperoxisomal membrane transport14/730520/187234.95e-031.94e-0214
GO:007259419Oral cavityLPestablishment of protein localization to organelle205/4623422/187236.76e-273.85e-24205
GO:0006605110Oral cavityLPprotein targeting156/4623314/187235.43e-221.62e-19156
GO:001703816Oral cavityLPprotein import95/4623206/187231.55e-111.13e-0995
GO:007180615Oral cavityLPprotein transmembrane transport36/462359/187233.37e-091.44e-0736
GO:006500213Oral cavityLPintracellular protein transmembrane transport31/462351/187234.70e-081.64e-0631
GO:004474311Oral cavityLPprotein transmembrane import into intracellular organelle22/462336/187233.76e-067.90e-0522
GO:00070311Oral cavityLPperoxisome organization17/462336/187232.74e-031.92e-0217
GO:00066251Oral cavityLPprotein targeting to peroxisome10/462318/187234.91e-033.06e-0210
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
PEX7SNVMissense_Mutationnovelc.189N>Gp.Ser63Argp.S63RO00628protein_codingtolerated(0.39)benign(0.065)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PEX7SNVMissense_Mutationc.272N>Gp.Ser91Trpp.S91WO00628protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0WW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PEX7SNVMissense_Mutationc.243N>Gp.His81Glnp.H81QO00628protein_codingdeleterious(0.04)possibly_damaging(0.776)TCGA-D8-A1XC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
PEX7SNVMissense_Mutationnovelc.674N>Tp.Gly225Valp.G225VO00628protein_codingtolerated(0.95)benign(0.092)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PEX7insertionNonsense_Mutationnovelc.685_686insATCCATTGCTGTTCTGAGTTATGTGGGGTp.Arg229AsnfsTer6p.R229Nfs*6O00628protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PEX7SNVMissense_Mutationrs769576852c.680A>Gp.Asp227Glyp.D227GO00628protein_codingdeleterious(0)benign(0.148)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PEX7SNVMissense_Mutationc.259N>Gp.Ser87Glyp.S87GO00628protein_codingtolerated(0.4)benign(0)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PEX7SNVMissense_Mutationc.131N>Ap.Gly44Aspp.G44DO00628protein_codingdeleterious(0)probably_damaging(1)TCGA-QG-A5Z1-01Colorectumcolon adenocarcinomaMale>=65III/IVUnspecificComplete Response
PEX7SNVMissense_Mutationnovelc.652N>Ap.Ala218Thrp.A218TO00628protein_codingdeleterious(0.02)benign(0.192)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PEX7SNVMissense_Mutationnovelc.968N>Tp.Ala323Valp.A323VO00628protein_codingtolerated_low_confidence(0.23)benign(0)TCGA-A5-A1OF-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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