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: MCEE

Gene summary for MCEE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCEE

Gene ID

84693

Gene namemethylmalonyl-CoA epimerase
Gene AliasGLOD2
Cytomap2p13.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q96PE7


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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
84693MCEELZE4THumanEsophagusESCC5.67e-051.09e-010.0811
84693MCEELZE22THumanEsophagusESCC8.17e-041.67e-010.068
84693MCEELZE24THumanEsophagusESCC7.44e-112.83e-010.0596
84693MCEEP1T-EHumanEsophagusESCC3.03e-084.11e-010.0875
84693MCEEP2T-EHumanEsophagusESCC4.63e-172.58e-010.1177
84693MCEEP4T-EHumanEsophagusESCC2.12e-152.79e-010.1323
84693MCEEP5T-EHumanEsophagusESCC7.82e-061.10e-010.1327
84693MCEEP8T-EHumanEsophagusESCC8.13e-191.38e-010.0889
84693MCEEP9T-EHumanEsophagusESCC6.65e-091.63e-010.1131
84693MCEEP10T-EHumanEsophagusESCC1.38e-111.76e-010.116
84693MCEEP11T-EHumanEsophagusESCC6.20e-093.18e-010.1426
84693MCEEP12T-EHumanEsophagusESCC1.28e-262.57e-010.1122
84693MCEEP15T-EHumanEsophagusESCC2.41e-081.95e-010.1149
84693MCEEP16T-EHumanEsophagusESCC6.69e-131.71e-010.1153
84693MCEEP19T-EHumanEsophagusESCC1.10e-044.34e-010.1662
84693MCEEP20T-EHumanEsophagusESCC1.18e-164.44e-010.1124
84693MCEEP21T-EHumanEsophagusESCC8.10e-152.91e-010.1617
84693MCEEP22T-EHumanEsophagusESCC1.94e-232.18e-010.1236
84693MCEEP23T-EHumanEsophagusESCC3.12e-215.42e-010.108
84693MCEEP24T-EHumanEsophagusESCC2.70e-151.89e-010.1287
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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:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
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:00338655EsophagusESCCnucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00338755EsophagusESCCribonucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00340325EsophagusESCCpurine nucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:00066374EsophagusESCCacyl-CoA metabolic process55/855296/187231.45e-024.71e-0255
GO:00353834EsophagusESCCthioester metabolic process55/855296/187231.45e-024.71e-0255
GO:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa002809EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa006306EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0028014EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0063013EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa002806LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa0064010LiverNAFLDPropanoate metabolism12/104332/84652.44e-044.45e-033.58e-0312
hsa0120010LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0028011LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa0064011LiverNAFLDPropanoate metabolism12/104332/84652.44e-044.45e-033.58e-0312
hsa0120011LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0028041LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa0063021LiverHCCGlyoxylate and dicarboxylate metabolism24/402030/84652.66e-041.24e-036.88e-0424
hsa0064041LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0028051LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa0063031LiverHCCGlyoxylate and dicarboxylate metabolism24/402030/84652.66e-041.24e-036.88e-0424
hsa0064051LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
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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
MCEESNVMissense_Mutationc.206T>Cp.Leu69Prop.L69PQ96PE7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MCEESNVMissense_Mutationc.244C>Tp.His82Tyrp.H82YQ96PE7protein_codingdeleterious(0)probably_damaging(0.975)TCGA-DM-A0XF-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapymayoCR
MCEESNVMissense_Mutationc.122N>Ap.Ser41Tyrp.S41YQ96PE7protein_codingdeleterious(0)benign(0.232)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MCEESNVMissense_Mutationrs779113206c.376N>Ap.Glu126Lysp.E126KQ96PE7protein_codingdeleterious(0.01)possibly_damaging(0.528)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MCEEinsertionFrame_Shift_Insnovelc.419_420insAp.Lys141GlufsTer7p.K141Efs*7Q96PE7protein_codingTCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MCEESNVMissense_Mutationnovelc.310N>Ap.Arg104Serp.R104SQ96PE7protein_codingtolerated(0.37)benign(0)TCGA-05-4427-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapycisplatinCR
MCEESNVMissense_Mutationc.441N>Tp.Glu147Aspp.E147DQ96PE7protein_codingtolerated(0.71)benign(0.001)TCGA-44-7670-01Lunglung adenocarcinomaFemale<65I/IIChemotherapydocetaxelSD
MCEESNVMissense_Mutationc.198N>Tp.Lys66Asnp.K66NQ96PE7protein_codingdeleterious(0)benign(0.364)TCGA-46-3769-01Lunglung squamous cell carcinomaMale<65III/IVChemotherapycisplatinSD
MCEESNVMissense_Mutationnovelc.232N>Tp.Pro78Serp.P78SQ96PE7protein_codingtolerated(0.13)benign(0.027)TCGA-90-A4ED-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
MCEESNVMissense_Mutationc.299N>Tp.His100Leup.H100LQ96PE7protein_codingtolerated(0.05)benign(0.285)TCGA-BR-4361-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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