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: ME3

Gene summary for ME3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ME3

Gene ID

10873

Gene namemalic enzyme 3
Gene AliasNADP-ME
Cytomap11q14.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q16798


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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
10873ME3male-WTAHumanThyroidPTC3.36e-071.03e-010.1037
10873ME3PTC01HumanThyroidPTC5.59e-057.20e-020.1899
10873ME3PTC04HumanThyroidPTC1.39e-051.22e-010.1927
10873ME3PTC06HumanThyroidPTC1.09e-093.08e-010.2057
10873ME3PTC07HumanThyroidPTC7.76e-101.49e-010.2044
10873ME3ATC09HumanThyroidATC2.33e-043.04e-010.2871
10873ME3ATC12HumanThyroidATC1.58e-031.02e-010.34
10873ME3ATC1HumanThyroidATC1.57e-043.54e-010.2878
10873ME3ATC2HumanThyroidATC1.12e-181.14e+000.34
10873ME3ATC4HumanThyroidATC9.88e-041.40e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000914526ThyroidPTCpurine nucleoside triphosphate biosynthetic process41/596869/187232.17e-062.91e-0541
GO:000913225ThyroidPTCnucleoside diphosphate metabolic process64/5968124/187233.80e-064.78e-0564
GO:000920626ThyroidPTCpurine ribonucleoside triphosphate biosynthetic process40/596868/187234.11e-065.11e-0540
GO:000675325ThyroidPTCnucleoside phosphate metabolic process205/5968497/187235.24e-066.35e-05205
GO:000911725ThyroidPTCnucleotide metabolic process202/5968489/187235.46e-066.60e-05202
GO:000914226ThyroidPTCnucleoside triphosphate biosynthetic process46/596885/187231.76e-051.83e-0446
GO:0046939110ThyroidPTCnucleotide phosphorylation52/5968101/187233.25e-053.08e-0452
GO:000920120ThyroidPTCribonucleoside triphosphate biosynthetic process40/596874/187236.30e-055.53e-0440
GO:000915224ThyroidPTCpurine ribonucleotide biosynthetic process78/5968169/187236.88e-056.01e-0478
GO:0006165110ThyroidPTCnucleoside diphosphate phosphorylation50/596899/187238.68e-057.22e-0450
GO:004639024ThyroidPTCribose phosphate biosynthetic process85/5968190/187231.30e-041.03e-0385
GO:000926024ThyroidPTCribonucleotide biosynthetic process81/5968182/187232.27e-041.65e-0381
GO:000609020ThyroidPTCpyruvate metabolic process51/5968106/187233.47e-042.39e-0351
GO:007252219ThyroidPTCpurine-containing compound biosynthetic process86/5968200/187235.85e-043.72e-0386
GO:000616419ThyroidPTCpurine nucleotide biosynthetic process81/5968191/187231.35e-037.65e-0381
GO:00460395ThyroidPTCGTP metabolic process15/596825/187233.45e-031.67e-0215
GO:000906033ThyroidATCaerobic respiration126/6293189/187231.21e-202.02e-18126
GO:000609134ThyroidATCgeneration of precursor metabolites and energy256/6293490/187236.55e-187.69e-16256
GO:004533333ThyroidATCcellular respiration140/6293230/187231.76e-171.89e-15140
GO:001598034ThyroidATCenergy derivation by oxidation of organic compounds177/6293318/187233.60e-162.92e-14177
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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
ME3SNVMissense_Mutationnovelc.990N>Ap.His330Glnp.H330QQ16798protein_codingtolerated(0.5)possibly_damaging(0.552)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ME3SNVMissense_Mutationc.121N>Ap.Ala41Thrp.A41TQ16798protein_codingtolerated(0.53)benign(0.003)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
ME3SNVMissense_Mutationnovelc.1081G>Ap.Glu361Lysp.E361KQ16798protein_codingdeleterious(0.04)benign(0.162)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
ME3SNVMissense_Mutationc.724N>Gp.Leu242Valp.L242VQ16798protein_codingdeleterious(0.01)benign(0.255)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ME3SNVMissense_Mutationc.431N>Tp.Ala144Valp.A144VQ16798protein_codingdeleterious(0.01)possibly_damaging(0.855)TCGA-D8-A1XC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
ME3insertionNonsense_Mutationnovelc.682_683insAGAGAAATGTTAAAAATAAGATATCAGCCACATAACAAGCACTAATp.Leu228GlnfsTer12p.L228Qfs*12Q16798protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ME3SNVMissense_Mutationnovelc.1108N>Ap.Asp370Asnp.D370NQ16798protein_codingdeleterious(0.03)possibly_damaging(0.654)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
ME3SNVMissense_Mutationrs369256814c.590N>Cp.Leu197Prop.L197PQ16798protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6138-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ME3SNVMissense_Mutationc.446G>Ap.Gly149Aspp.G149DQ16798protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3819-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ME3SNVMissense_Mutationc.988C>Ap.His330Asnp.H330NQ16798protein_codingtolerated(0.45)benign(0.076)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
10873ME3ENZYMEDHTANDROSTANOLONE1811987
10873ME3ENZYMEASPIRINASPIRIN8611656
10873ME3ENZYMEGLUTACONATEGLUTACONATE19595601
10873ME3ENZYMEMALEIC ACIDMALEIC ACID19595601
10873ME3ENZYMEMALONIC ACIDMALONIC ACID19595601
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