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:005110121StomachCSGregulation of DNA binding17/1034118/187232.59e-044.69e-0317
GO:00506782StomachCSGregulation of epithelial cell proliferation38/1034381/187233.18e-045.42e-0338
GO:001095021StomachCSGpositive regulation of endopeptidase activity22/1034179/187233.65e-045.98e-0322
GO:004693921StomachCSGnucleotide phosphorylation15/1034101/187234.20e-046.64e-0315
GO:000724921StomachCSGI-kappaB kinase/NF-kappaB signaling30/1034281/187234.30e-046.76e-0330
GO:000167821StomachCSGcellular glucose homeostasis21/1034172/187235.37e-048.02e-0321
GO:00515912StomachCSGresponse to cAMP14/103493/187235.62e-048.29e-0314
GO:005109921StomachCSGpositive regulation of binding21/1034173/187235.80e-048.48e-0321
GO:006113621StomachCSGregulation of proteasomal protein catabolic process22/1034187/187236.68e-049.49e-0322
GO:00027642StomachCSGimmune response-regulating signaling pathway43/1034468/187237.58e-041.04e-0243
GO:19021052StomachCSGregulation of leukocyte differentiation29/1034279/187238.17e-041.11e-0229
GO:004338821StomachCSGpositive regulation of DNA binding10/103456/187238.83e-041.18e-0210
GO:00466832StomachCSGresponse to organophosphorus17/1034131/187238.87e-041.18e-0217
GO:00027612StomachCSGregulation of myeloid leukocyte differentiation16/1034120/187239.26e-041.22e-0216
GO:00713982StomachCSGcellular response to fatty acid8/103438/187239.35e-041.22e-028
GO:001049811StomachCSGproteasomal protein catabolic process44/1034490/187231.06e-031.34e-0244
GO:000616521StomachCSGnucleoside diphosphate phosphorylation14/103499/187231.06e-031.34e-0214
GO:005067321StomachCSGepithelial cell proliferation40/1034437/187231.22e-031.48e-0240
GO:19021062StomachCSGnegative regulation of leukocyte differentiation14/1034102/187231.42e-031.65e-0214
GO:19037072StomachCSGnegative regulation of hemopoiesis14/1034106/187232.06e-032.14e-0214
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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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