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:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
GO:20012341ColorectumSERnegative regulation of apoptotic signaling pathway64/2897224/187233.98e-072.06e-0564
GO:00458611ColorectumSERnegative regulation of proteolysis88/2897351/187231.74e-067.50e-0588
GO:00313301ColorectumSERnegative regulation of cellular catabolic process70/2897262/187231.79e-067.70e-0570
GO:00525481ColorectumSERregulation of endopeptidase activity103/2897432/187232.86e-061.16e-04103
GO:19033631ColorectumSERnegative regulation of cellular protein catabolic process28/289775/187233.17e-061.25e-0428
GO:00109521ColorectumSERpositive regulation of peptidase activity55/2897197/187235.44e-062.00e-0455
GO:00421771ColorectumSERnegative regulation of protein catabolic process38/2897121/187238.20e-062.76e-0438
GO:00433931ColorectumSERregulation of protein binding54/2897196/187231.00e-053.31e-0454
GO:00971911ColorectumSERextrinsic apoptotic signaling pathway58/2897219/187231.76e-055.22e-0458
GO:19030511ColorectumSERnegative regulation of proteolysis involved in cellular protein catabolic process23/289764/187234.75e-051.18e-0323
GO:00109501ColorectumSERpositive regulation of endopeptidase activity47/2897179/187231.32e-042.66e-0347
GO:19017991ColorectumSERnegative regulation of proteasomal protein catabolic process18/289749/187232.24e-043.91e-0318
GO:2001236ColorectumSERregulation of extrinsic apoptotic signaling pathway39/2897151/187236.67e-048.94e-0339
GO:2001237ColorectumSERnegative regulation of extrinsic apoptotic signaling pathway27/289797/187231.31e-031.45e-0227
GO:00511001ColorectumSERnegative regulation of binding40/2897162/187231.46e-031.59e-0240
GO:00320911ColorectumSERnegative regulation of protein binding26/289794/187231.76e-031.81e-0226
GO:00421762ColorectumMSSregulation of protein catabolic process145/3467391/187232.03e-181.17e-15145
GO:19033622ColorectumMSSregulation of cellular protein catabolic process99/3467255/187231.90e-145.37e-1299
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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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