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: PXMP4

Gene summary for PXMP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PXMP4

Gene ID

11264

Gene nameperoxisomal membrane protein 4
Gene AliasPMP24
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9Y6I8


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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
11264PXMP4LZE22THumanEsophagusESCC1.07e-022.32e-010.068
11264PXMP4LZE24THumanEsophagusESCC8.96e-215.57e-010.0596
11264PXMP4LZE21THumanEsophagusESCC4.93e-021.86e-010.0655
11264PXMP4P2T-EHumanEsophagusESCC2.05e-021.08e-010.1177
11264PXMP4P4T-EHumanEsophagusESCC6.30e-143.61e-010.1323
11264PXMP4P5T-EHumanEsophagusESCC2.04e-081.74e-010.1327
11264PXMP4P8T-EHumanEsophagusESCC1.89e-142.59e-010.0889
11264PXMP4P9T-EHumanEsophagusESCC4.68e-021.15e-010.1131
11264PXMP4P10T-EHumanEsophagusESCC9.69e-203.45e-010.116
11264PXMP4P11T-EHumanEsophagusESCC2.07e-021.73e-010.1426
11264PXMP4P12T-EHumanEsophagusESCC6.05e-102.98e-010.1122
11264PXMP4P15T-EHumanEsophagusESCC1.97e-071.77e-010.1149
11264PXMP4P16T-EHumanEsophagusESCC2.73e-092.34e-010.1153
11264PXMP4P17T-EHumanEsophagusESCC3.09e-093.38e-010.1278
11264PXMP4P20T-EHumanEsophagusESCC3.78e-041.76e-010.1124
11264PXMP4P21T-EHumanEsophagusESCC4.92e-234.52e-010.1617
11264PXMP4P22T-EHumanEsophagusESCC9.06e-071.37e-010.1236
11264PXMP4P23T-EHumanEsophagusESCC4.12e-102.50e-010.108
11264PXMP4P24T-EHumanEsophagusESCC8.76e-132.68e-010.1287
11264PXMP4P26T-EHumanEsophagusESCC1.02e-153.66e-010.1276
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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
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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
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
PXMP4SNVMissense_Mutationc.125A>Gp.Lys42Argp.K42RQ9Y6I8protein_codingtolerated(0.06)possibly_damaging(0.67)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
PXMP4SNVMissense_Mutationnovelc.542N>Tp.Ser181Leup.S181LQ9Y6I8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0B0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PXMP4SNVMissense_Mutationc.527C>Tp.Ser176Phep.S176FQ9Y6I8protein_codingdeleterious(0.02)benign(0.044)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PXMP4SNVMissense_Mutationrs182672515c.524N>Ap.Arg175Glnp.R175QQ9Y6I8protein_codingtolerated(0.29)benign(0.014)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PXMP4SNVMissense_Mutationnovelc.357C>Ap.Asn119Lysp.N119KQ9Y6I8protein_codingtolerated(0.21)benign(0.216)TCGA-AJ-A3NF-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapychemoCR
PXMP4SNVMissense_Mutationnovelc.281A>Gp.Tyr94Cysp.Y94CQ9Y6I8protein_codingtolerated(0.16)benign(0)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PXMP4SNVMissense_Mutationc.419G>Ap.Arg140Hisp.R140HQ9Y6I8protein_codingdeleterious(0)benign(0.16)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PXMP4SNVMissense_Mutationc.335N>Ap.Gly112Aspp.G112DQ9Y6I8protein_codingdeleterious(0)probably_damaging(0.951)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PXMP4SNVMissense_Mutationnovelc.616A>Gp.Asn206Aspp.N206DQ9Y6I8protein_codingdeleterious(0.02)probably_damaging(0.965)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PXMP4SNVMissense_Mutationc.265N>Tp.Arg89Cysp.R89CQ9Y6I8protein_codingtolerated(0.65)benign(0)TCGA-D1-A177-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
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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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