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: MTRR

Gene summary for MTRR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTRR

Gene ID

4552

Gene name5-methyltetrahydrofolate-homocysteine methyltransferase reductase
Gene AliasMSR
Cytomap5p15.31
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q9UBK8


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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
4552MTRRLZE4THumanEsophagusESCC2.02e-031.26e-010.0811
4552MTRRLZE7THumanEsophagusESCC3.66e-091.90e-010.0667
4552MTRRLZE8THumanEsophagusESCC1.74e-031.13e-010.067
4552MTRRLZE24THumanEsophagusESCC1.36e-101.76e-010.0596
4552MTRRLZE6THumanEsophagusESCC2.63e-032.34e-010.0845
4552MTRRP1T-EHumanEsophagusESCC2.26e-051.64e-010.0875
4552MTRRP2T-EHumanEsophagusESCC1.12e-212.04e-010.1177
4552MTRRP4T-EHumanEsophagusESCC2.21e-081.78e-010.1323
4552MTRRP5T-EHumanEsophagusESCC1.49e-112.52e-010.1327
4552MTRRP8T-EHumanEsophagusESCC5.17e-151.99e-010.0889
4552MTRRP9T-EHumanEsophagusESCC7.69e-056.56e-020.1131
4552MTRRP10T-EHumanEsophagusESCC3.63e-183.23e-010.116
4552MTRRP11T-EHumanEsophagusESCC7.59e-113.51e-010.1426
4552MTRRP12T-EHumanEsophagusESCC3.42e-121.95e-010.1122
4552MTRRP15T-EHumanEsophagusESCC1.11e-128.68e-020.1149
4552MTRRP16T-EHumanEsophagusESCC1.47e-081.42e-010.1153
4552MTRRP17T-EHumanEsophagusESCC5.26e-032.23e-010.1278
4552MTRRP19T-EHumanEsophagusESCC5.03e-032.99e-010.1662
4552MTRRP20T-EHumanEsophagusESCC9.02e-192.59e-010.1124
4552MTRRP21T-EHumanEsophagusESCC1.21e-162.27e-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
∗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:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00086525EsophagusESCCcellular amino acid biosynthetic process51/855276/187231.30e-048.88e-0451
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:00425584EsophagusESCCpteridine-containing compound metabolic process25/855233/187234.30e-042.43e-0325
GO:19016075EsophagusESCCalpha-amino acid biosynthetic process45/855268/187235.13e-042.84e-0345
GO:00090674EsophagusESCCaspartate family amino acid biosynthetic process17/855221/187231.03e-035.19e-0317
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
GO:00067602EsophagusESCCfolic acid-containing compound metabolic process19/855226/187234.31e-031.71e-0219
GO:00090862EsophagusESCCmethionine biosynthetic process10/855212/187238.94e-033.12e-0210
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
GO:00466551EsophagusESCCfolic acid metabolic process11/855214/187231.30e-024.27e-0211
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
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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
MTRRSNVMissense_Mutationrs201557658c.773N>Tp.Ser258Leup.S258LQ9UBK8protein_codingdeleterious(0)possibly_damaging(0.827)TCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTRRSNVMissense_Mutationrs779803224c.571N>Cp.Ser191Argp.S191RQ9UBK8protein_codingtolerated(0.27)benign(0.054)TCGA-AO-A1KS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MTRRSNVMissense_Mutationc.1282N>Gp.Leu428Valp.L428VQ9UBK8protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A14Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
MTRRinsertionFrame_Shift_Insnovelc.2001_2002insGCAGCCCCTCAATTTCTTTTTAAGGTGCCTGAp.Leu668AlafsTer38p.L668Afs*38Q9UBK8protein_codingTCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
MTRRdeletionFrame_Shift_Delnovelc.447delNp.Phe150SerfsTer11p.F150Sfs*11Q9UBK8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MTRRSNVMissense_Mutationnovelc.540T>Gp.His180Glnp.H180QQ9UBK8protein_codingtolerated(0.57)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTRRSNVMissense_Mutationnovelc.1339G>Ap.Ala447Thrp.A447TQ9UBK8protein_codingtolerated(0.2)benign(0.272)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTRRSNVMissense_Mutationc.1978N>Tp.Gly660Cysp.G660CQ9UBK8protein_codingtolerated(0.16)probably_damaging(0.909)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
MTRRSNVMissense_Mutationc.76N>Ap.Glu26Lysp.E26KQ9UBK8protein_codingdeleterious(0.04)benign(0.005)TCGA-EK-A2RO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTRRSNVMissense_Mutationnovelc.1331N>Cp.Val444Alap.V444AQ9UBK8protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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
4552MTRRENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEfolic acid22926161
4552MTRRENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEVITAMIN B1212807760
4552MTRRENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEmethotrexateMETHOTREXATE16013960,29743634,15797993,18368069
4552MTRRENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEvitamin b-complex, plain22926161
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