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: ME1

Gene summary for ME1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ME1

Gene ID

4199

Gene namemalic enzyme 1
Gene AliasHUMNDME
Cytomap6q14.2
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P48163


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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
4199ME1HTA11_2487_2000001011HumanColorectumSER9.72e-033.49e-01-0.1808
4199ME1HTA11_1938_2000001011HumanColorectumAD8.61e-146.40e-01-0.0811
4199ME1HTA11_78_2000001011HumanColorectumAD1.81e-104.90e-01-0.1088
4199ME1HTA11_2112_2000001011HumanColorectumSER2.99e-035.26e-01-0.2196
4199ME1HTA11_83_2000001011HumanColorectumSER3.40e-043.70e-01-0.1526
4199ME1HTA11_1391_2000001011HumanColorectumAD6.76e-032.93e-01-0.059
4199ME1HTA11_99999970781_79442HumanColorectumMSS5.35e-103.61e-010.294
4199ME1HTA11_99999965104_69814HumanColorectumMSS3.68e-105.39e-010.281
4199ME1LZE2DHumanEsophagusHGIN2.51e-037.77e-010.0642
4199ME1LZE2THumanEsophagusESCC2.21e-111.25e+000.082
4199ME1LZE4THumanEsophagusESCC1.86e-381.37e+000.0811
4199ME1LZE7THumanEsophagusESCC2.15e-146.42e-010.0667
4199ME1LZE22THumanEsophagusESCC1.33e-066.21e-010.068
4199ME1LZE24THumanEsophagusESCC4.88e-133.67e-010.0596
4199ME1LZE21THumanEsophagusESCC2.20e-055.36e-010.0655
4199ME1P2T-EHumanEsophagusESCC3.84e-184.00e-010.1177
4199ME1P4T-EHumanEsophagusESCC1.81e-429.88e-010.1323
4199ME1P5T-EHumanEsophagusESCC1.14e-173.73e-010.1327
4199ME1P8T-EHumanEsophagusESCC1.62e-072.55e-010.0889
4199ME1P9T-EHumanEsophagusESCC1.05e-227.34e-010.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:004217632LiverCystregulation of protein catabolic process24/496391/187231.30e-045.59e-0324
GO:190336232LiverCystregulation of cellular protein catabolic process18/496255/187231.65e-046.59e-0318
GO:005254832LiverCystregulation of endopeptidase activity25/496432/187232.35e-048.42e-0325
GO:001988221LiverCystantigen processing and presentation10/496106/187235.10e-041.51e-0210
GO:190305032LiverCystregulation of proteolysis involved in cellular protein catabolic process15/496221/187238.46e-042.24e-0215
GO:001988421LiverCystantigen processing and presentation of exogenous antigen6/49647/187231.43e-033.44e-026
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004217620Oral cavityOSCCregulation of protein catabolic process254/7305391/187231.07e-253.22e-23254
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:190336220Oral cavityOSCCregulation of cellular protein catabolic process174/7305255/187232.04e-213.70e-19174
GO:190305020Oral cavityOSCCregulation of proteolysis involved in cellular protein catabolic process152/7305221/187232.16e-193.15e-17152
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:002290018Oral cavityOSCCelectron transport chain126/7305175/187236.65e-198.42e-17126
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:006113620Oral cavityOSCCregulation of proteasomal protein catabolic process132/7305187/187231.57e-181.81e-16132
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:005109820Oral cavityOSCCregulation of binding212/7305363/187233.88e-142.15e-12212
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:003009920Oral cavityOSCCmyeloid cell differentiation213/7305381/187231.24e-114.42e-10213
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00620ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa006201ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa006202ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa006203ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa006204ColorectumMSSPyruvate metabolism24/187547/84651.25e-051.35e-048.27e-0524
hsa012004ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa006205ColorectumMSSPyruvate metabolism24/187547/84651.25e-051.35e-048.27e-0524
hsa012005ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa0062010EsophagusHGINPyruvate metabolism16/138347/84652.27e-031.95e-021.55e-0216
hsa0120016EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0062013EsophagusHGINPyruvate metabolism16/138347/84652.27e-031.95e-021.55e-0216
hsa0120017EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0062023EsophagusESCCPyruvate metabolism32/420547/84658.11e-031.94e-029.94e-0332
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0062033EsophagusESCCPyruvate metabolism32/420547/84658.11e-031.94e-029.94e-0332
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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
ME1SNVMissense_Mutationnovelc.181A>Cp.Asn61Hisp.N61HP48163protein_codingdeleterious(0.02)possibly_damaging(0.787)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ME1SNVMissense_Mutationc.1364N>Ap.Ser455Tyrp.S455YP48163protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ME1SNVMissense_Mutationc.1696N>Gp.Ile566Valp.I566VP48163protein_codingtolerated_low_confidence(1)benign(0)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ME1SNVMissense_Mutationc.455N>Tp.Asp152Valp.D152VP48163protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ME1SNVMissense_Mutationrs775383665c.1030C>Tp.Arg344Cysp.R344CP48163protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3842-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
ME1SNVMissense_Mutationnovelc.1688T>Cp.Val563Alap.V563AP48163protein_codingtolerated(1)benign(0)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ME1SNVMissense_Mutationc.200N>Tp.Ser67Phep.S67FP48163protein_codingdeleterious(0.02)possibly_damaging(0.624)TCGA-AA-3973-01Colorectumcolon adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabSD
ME1SNVMissense_Mutationc.133N>Ap.Pro45Thrp.P45TP48163protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A01I-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ME1SNVMissense_Mutationrs868866711c.385N>Ap.Asp129Asnp.D129NP48163protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ME1SNVMissense_Mutationnovelc.178N>Cp.Lys60Glnp.K60QP48163protein_codingtolerated(0.47)benign(0.051)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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