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: ME2

Gene summary for ME2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ME2

Gene ID

4200

Gene namemalic enzyme 2
Gene AliasODS1
Cytomap18q21.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P23368


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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
4200ME2HTA11_347_2000001011HumanColorectumAD7.06e-053.20e-01-0.1954
4200ME2HTA11_696_2000001011HumanColorectumAD4.68e-02-1.89e-01-0.1464
4200ME2A002-C-010HumanColorectumFAP2.99e-02-1.63e-010.242
4200ME2A001-C-207HumanColorectumFAP8.50e-04-3.23e-010.1278
4200ME2A015-C-203HumanColorectumFAP6.11e-16-2.57e-01-0.1294
4200ME2A002-C-201HumanColorectumFAP3.19e-09-3.41e-010.0324
4200ME2A002-C-203HumanColorectumFAP1.78e-04-2.28e-010.2786
4200ME2A001-C-119HumanColorectumFAP1.50e-02-2.75e-01-0.1557
4200ME2A001-C-108HumanColorectumFAP2.45e-14-2.82e-01-0.0272
4200ME2A002-C-205HumanColorectumFAP6.00e-11-3.55e-01-0.1236
4200ME2A015-C-005HumanColorectumFAP2.20e-03-2.89e-01-0.0336
4200ME2A015-C-006HumanColorectumFAP1.79e-06-3.20e-01-0.0994
4200ME2A015-C-106HumanColorectumFAP7.19e-04-1.77e-01-0.0511
4200ME2A002-C-114HumanColorectumFAP7.03e-09-3.07e-01-0.1561
4200ME2A015-C-104HumanColorectumFAP5.39e-18-3.47e-01-0.1899
4200ME2A001-C-014HumanColorectumFAP1.05e-06-3.08e-010.0135
4200ME2A002-C-016HumanColorectumFAP1.31e-13-2.37e-010.0521
4200ME2A015-C-002HumanColorectumFAP4.21e-07-4.38e-01-0.0763
4200ME2A001-C-203HumanColorectumFAP4.24e-05-2.15e-01-0.0481
4200ME2A002-C-116HumanColorectumFAP5.46e-12-2.56e-01-0.0452
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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:00196935StomachGCribose phosphate metabolic process56/1159396/187235.72e-096.22e-0756
GO:00091176StomachGCnucleotide metabolic process64/1159489/187231.05e-089.84e-0764
GO:00069796StomachGCresponse to oxidative stress60/1159446/187231.10e-081.01e-0660
GO:00067536StomachGCnucleoside phosphate metabolic process64/1159497/187231.97e-081.63e-0664
GO:00097436StomachGCresponse to carbohydrate40/1159253/187234.13e-082.85e-0640
GO:00342846StomachGCresponse to monosaccharide37/1159225/187234.67e-083.17e-0637
GO:00097466StomachGCresponse to hexose36/1159219/187237.14e-084.62e-0636
GO:00097496StomachGCresponse to glucose33/1159212/187238.93e-074.33e-0533
GO:00091525StomachGCpurine ribonucleotide biosynthetic process28/1159169/187231.69e-067.67e-0528
GO:00621976StomachGCcellular response to chemical stress44/1159337/187232.24e-069.73e-0544
GO:00091326StomachGCnucleoside diphosphate metabolic process22/1159124/187236.89e-062.57e-0422
GO:00092604StomachGCribonucleotide biosynthetic process28/1159182/187237.38e-062.71e-0428
GO:00713315StomachGCcellular response to hexose stimulus25/1159153/187237.68e-062.77e-0425
GO:00345996StomachGCcellular response to oxidative stress38/1159288/187238.45e-062.96e-0438
GO:00713265StomachGCcellular response to monosaccharide stimulus25/1159154/187238.64e-062.97e-0425
GO:00463904StomachGCribose phosphate biosynthetic process28/1159190/187231.68e-055.32e-0428
GO:00061644StomachGCpurine nucleotide biosynthetic process28/1159191/187231.86e-055.77e-0428
GO:00713335StomachGCcellular response to glucose stimulus24/1159151/187231.87e-055.77e-0424
GO:00713225StomachGCcellular response to carbohydrate stimulus25/1159163/187232.36e-056.90e-0425
GO:00425935StomachGCglucose homeostasis34/1159258/187232.54e-057.31e-0434
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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
hsa012006ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa006206ColorectumFAPPyruvate metabolism17/140447/84659.18e-045.20e-033.16e-0317
hsa012007ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa006207ColorectumFAPPyruvate metabolism17/140447/84659.18e-045.20e-033.16e-0317
hsa012008ColorectumCRCCarbon metabolism28/1091115/84655.43e-045.48e-033.72e-0328
hsa012009ColorectumCRCCarbon metabolism28/1091115/84655.43e-045.48e-033.72e-0328
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
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0062021LiverHCCPyruvate metabolism37/402047/84651.10e-058.03e-054.46e-0537
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0062031LiverHCCPyruvate metabolism37/402047/84651.10e-058.03e-054.46e-0537
hsa0120014Oral cavityOSCCCarbon metabolism74/3704115/84656.10e-063.05e-051.55e-0574
hsa006209Oral cavityOSCCPyruvate metabolism31/370447/84651.74e-034.73e-032.41e-0331
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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
ME2SNVMissense_Mutationc.985G>Cp.Glu329Glnp.E329QP23368protein_codingtolerated(0.24)benign(0.045)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ME2SNVMissense_Mutationc.1312G>Cp.Glu438Glnp.E438QP23368protein_codingtolerated(0.34)benign(0.009)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ME2SNVMissense_Mutationc.1722A>Tp.Glu574Aspp.E574DP23368protein_codingtolerated(0.15)benign(0.006)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
ME2SNVMissense_Mutationrs777347174c.437N>Cp.Ile146Thrp.I146TP23368protein_codingdeleterious(0)probably_damaging(0.969)TCGA-DG-A2KL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ME2SNVMissense_Mutationc.1099C>Tp.His367Tyrp.H367YP23368protein_codingdeleterious(0.04)probably_damaging(0.987)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ME2SNVMissense_Mutationrs766432811c.763G>Ap.Glu255Lysp.E255KP23368protein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ME2SNVMissense_Mutationc.1222N>Ap.Ala408Thrp.A408TP23368protein_codingdeleterious(0.05)possibly_damaging(0.555)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ME2SNVMissense_Mutationc.79N>Tp.Pro27Serp.P27SP23368protein_codingtolerated(0.56)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ME2SNVMissense_Mutationnovelc.733N>Gp.Arg245Glyp.R245GP23368protein_codingdeleterious(0.01)probably_damaging(0.963)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ME2SNVMissense_Mutationc.1014N>Cp.Gln338Hisp.Q338HP23368protein_codingtolerated(0.49)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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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