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: MTR

Gene summary for MTR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTR

Gene ID

4548

Gene name5-methyltetrahydrofolate-homocysteine methyltransferase
Gene AliasHMAG
Cytomap1q43
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q99707


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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
4548MTRLZE2THumanEsophagusESCC1.87e-054.84e-010.082
4548MTRLZE4THumanEsophagusESCC8.46e-082.31e-010.0811
4548MTRLZE7THumanEsophagusESCC1.42e-086.16e-010.0667
4548MTRLZE24THumanEsophagusESCC1.01e-061.82e-010.0596
4548MTRLZE21THumanEsophagusESCC4.49e-022.24e-010.0655
4548MTRLZE6THumanEsophagusESCC6.39e-032.05e-010.0845
4548MTRP1T-EHumanEsophagusESCC5.47e-114.65e-010.0875
4548MTRP2T-EHumanEsophagusESCC1.94e-265.24e-010.1177
4548MTRP4T-EHumanEsophagusESCC1.36e-132.24e-010.1323
4548MTRP5T-EHumanEsophagusESCC2.98e-192.95e-010.1327
4548MTRP8T-EHumanEsophagusESCC2.77e-212.83e-010.0889
4548MTRP9T-EHumanEsophagusESCC2.52e-132.48e-010.1131
4548MTRP10T-EHumanEsophagusESCC2.74e-314.54e-010.116
4548MTRP11T-EHumanEsophagusESCC4.08e-113.98e-010.1426
4548MTRP12T-EHumanEsophagusESCC4.84e-182.90e-010.1122
4548MTRP15T-EHumanEsophagusESCC1.05e-173.90e-010.1149
4548MTRP16T-EHumanEsophagusESCC3.21e-345.28e-010.1153
4548MTRP17T-EHumanEsophagusESCC1.29e-042.39e-010.1278
4548MTRP20T-EHumanEsophagusESCC5.03e-102.02e-010.1124
4548MTRP21T-EHumanEsophagusESCC1.38e-152.62e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0000096LiverNAFLDsulfur amino acid metabolic process12/188234/187236.82e-051.45e-0312
GO:0009067LiverNAFLDaspartate family amino acid biosynthetic process9/188221/187239.81e-051.97e-039
GO:00425582LiverNAFLDpteridine-containing compound metabolic process11/188233/187232.45e-044.09e-0311
GO:0006555LiverNAFLDmethionine metabolic process7/188216/187235.17e-047.15e-037
GO:0009086LiverNAFLDmethionine biosynthetic process6/188212/187235.54e-047.46e-036
GO:00003777LiverNAFLDRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1882320/187236.21e-048.18e-0351
GO:00003987LiverNAFLDmRNA splicing, via spliceosome51/1882320/187236.21e-048.18e-0351
GO:00310993LiverNAFLDregeneration35/1882198/187236.67e-048.61e-0335
GO:0044272LiverNAFLDsulfur compound biosynthetic process28/1882148/187237.52e-049.52e-0328
GO:0000097LiverNAFLDsulfur amino acid biosynthetic process7/188217/187238.03e-049.95e-037
GO:00003757LiverNAFLDRNA splicing, via transesterification reactions51/1882324/187238.28e-041.02e-0251
GO:0071731LiverNAFLDresponse to nitric oxide7/188220/187232.44e-032.27e-027
GO:00344704LiverNAFLDncRNA processing57/1882395/187233.34e-032.93e-0257
GO:00063644LiverNAFLDrRNA processing35/1882225/187236.04e-034.54e-0235
GO:00615645LiverNAFLDaxon development64/1882467/187236.48e-034.69e-0264
GO:19021702LiverNAFLDcellular response to reactive nitrogen species6/188218/187236.55e-034.69e-026
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:000037512LiverCirrhoticRNA splicing, via transesterification reactions175/4634324/187235.95e-307.47e-27175
GO:000037712LiverCirrhoticRNA splicing, via transesterification reactions with bulged adenosine as nucleophile172/4634320/187234.02e-293.60e-26172
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0123021LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa006702LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa0123031LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa0067011LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
MTRSNVMissense_Mutationc.1733N>Tp.Ser578Phep.S578FQ99707protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0SX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
MTRSNVMissense_Mutationc.1957N>Ap.Gln653Lysp.Q653KQ99707protein_codingtolerated(0.58)benign(0)TCGA-A2-A0SX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
MTRSNVMissense_Mutationrs866499126c.3481G>Ap.Ala1161Thrp.A1161TQ99707protein_codingtolerated(0.1)benign(0.001)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTRSNVMissense_Mutationc.10N>Ap.Ala4Thrp.A4TQ99707protein_codingtolerated_low_confidence(0.88)benign(0)TCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MTRSNVMissense_Mutationc.1961G>Cp.Gly654Alap.G654AQ99707protein_codingtolerated(0.26)benign(0.001)TCGA-B6-A0RU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MTRinsertionIn_Frame_Insnovelc.1162_1163insGCATCTTCCTAGp.Lys388delinsSerIlePheLeuGlup.K388delinsSIFLEQ99707protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTRinsertionNonsense_Mutationnovelc.1164_1165insAATTGTTTCTAAAATATTCTTGTTGTAATp.Leu389AsnfsTer4p.L389Nfs*4Q99707protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTRdeletionFrame_Shift_Delnovelc.92delTp.Met31ArgfsTer10p.M31Rfs*10Q99707protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MTRSNVMissense_Mutationnovelc.461N>Gp.Ser154Cysp.S154CQ99707protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MTRSNVMissense_Mutationc.1649N>Cp.His550Prop.H550PQ99707protein_codingdeleterious(0)probably_damaging(1)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<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
4548MTRENZYME, DRUGGABLE GENOMEENZYME INHIBITOR15148588
4548MTRENZYME, DRUGGABLE GENOMEcarboplatinCARBOPLATIN21605004,29662106,19159907
4548MTRENZYME, DRUGGABLE GENOMEbenazeprilBENAZEPRIL15148588
4548MTRENZYME, DRUGGABLE GENOMEcisplatinCISPLATIN21605004,29662106,19159907
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