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: MEPCE

Gene summary for MEPCE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEPCE

Gene ID

56257

Gene namemethylphosphate capping enzyme
Gene AliasBCDIN3
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q7L2J0


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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
56257MEPCELZE4THumanEsophagusESCC7.05e-03-2.72e-020.0811
56257MEPCELZE7THumanEsophagusESCC7.17e-041.53e-010.0667
56257MEPCELZE20THumanEsophagusESCC5.33e-091.23e-010.0662
56257MEPCELZE24THumanEsophagusESCC7.77e-103.14e-010.0596
56257MEPCEP1T-EHumanEsophagusESCC4.12e-126.41e-010.0875
56257MEPCEP2T-EHumanEsophagusESCC2.21e-314.89e-010.1177
56257MEPCEP4T-EHumanEsophagusESCC5.17e-125.50e-020.1323
56257MEPCEP5T-EHumanEsophagusESCC4.89e-10-4.11e-020.1327
56257MEPCEP8T-EHumanEsophagusESCC1.14e-157.37e-020.0889
56257MEPCEP9T-EHumanEsophagusESCC3.06e-141.72e-010.1131
56257MEPCEP10T-EHumanEsophagusESCC6.18e-161.94e-010.116
56257MEPCEP11T-EHumanEsophagusESCC1.25e-053.18e-010.1426
56257MEPCEP12T-EHumanEsophagusESCC1.55e-162.02e-010.1122
56257MEPCEP15T-EHumanEsophagusESCC2.27e-162.08e-010.1149
56257MEPCEP16T-EHumanEsophagusESCC2.97e-141.64e-010.1153
56257MEPCEP17T-EHumanEsophagusESCC1.20e-063.21e-010.1278
56257MEPCEP20T-EHumanEsophagusESCC2.60e-121.82e-010.1124
56257MEPCEP21T-EHumanEsophagusESCC2.22e-177.79e-020.1617
56257MEPCEP22T-EHumanEsophagusESCC5.63e-12-3.29e-020.1236
56257MEPCEP23T-EHumanEsophagusESCC4.02e-134.01e-010.108
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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
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:190018018EsophagusESCCregulation of protein localization to nucleus102/8552136/187232.84e-121.13e-10102
GO:190018217EsophagusESCCpositive regulation of protein localization to nucleus70/855287/187232.63e-118.99e-1070
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:00987812EsophagusESCCncRNA transcription45/855256/187231.05e-071.72e-0645
GO:004593116EsophagusESCCpositive regulation of mitotic cell cycle83/8552121/187232.78e-074.08e-0683
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:19019896EsophagusESCCpositive regulation of cell cycle phase transition77/8552115/187233.20e-063.58e-0577
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
MEPCESNVMissense_Mutationrs754062405c.536N>Gp.Ser179Cysp.S179CQ7L2J0protein_codingtolerated(0.11)benign(0.417)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MEPCESNVMissense_Mutationc.1313N>Cp.Lys438Thrp.K438TQ7L2J0protein_codingdeleterious(0.03)benign(0.11)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MEPCESNVMissense_Mutationc.1933N>Cp.Glu645Glnp.E645QQ7L2J0protein_codingtolerated(0.1)possibly_damaging(0.659)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
MEPCESNVMissense_Mutationnovelc.1087N>Tp.Arg363Cysp.R363CQ7L2J0protein_codingdeleterious(0)probably_damaging(0.985)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
MEPCESNVMissense_Mutationnovelc.1525G>Ap.Glu509Lysp.E509KQ7L2J0protein_codingtolerated(0.09)benign(0.003)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MEPCEinsertionFrame_Shift_Insnovelc.1909_1910insGTTTCGGGGCCGGGp.Tyr637CysfsTer11p.Y637Cfs*11Q7L2J0protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MEPCEinsertionFrame_Shift_Insnovelc.1911_1912insGTCCp.Tyr638ValfsTer26p.Y638Vfs*26Q7L2J0protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MEPCEdeletionFrame_Shift_Delnovelc.2037delNp.Leu680CysfsTer19p.L680Cfs*19Q7L2J0protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MEPCESNVMissense_Mutationnovelc.1088G>Ap.Arg363Hisp.R363HQ7L2J0protein_codingdeleterious(0.05)probably_damaging(0.98)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEPCESNVMissense_Mutationnovelc.1058C>Gp.Ser353Cysp.S353CQ7L2J0protein_codingdeleterious(0.01)benign(0.156)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
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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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