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: MTHFR

Gene summary for MTHFR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTHFR

Gene ID

4524

Gene namemethylenetetrahydrofolate reductase
Gene AliasMTHFR
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

P42898


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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
4524MTHFRLZE4THumanEsophagusESCC7.78e-037.10e-020.0811
4524MTHFRLZE7THumanEsophagusESCC9.25e-041.67e-010.0667
4524MTHFRLZE20THumanEsophagusESCC4.13e-026.77e-020.0662
4524MTHFRLZE22THumanEsophagusESCC4.49e-021.94e-010.068
4524MTHFRLZE24THumanEsophagusESCC3.31e-051.70e-010.0596
4524MTHFRP1T-EHumanEsophagusESCC1.97e-072.67e-010.0875
4524MTHFRP2T-EHumanEsophagusESCC7.02e-091.35e-010.1177
4524MTHFRP4T-EHumanEsophagusESCC1.90e-101.01e-010.1323
4524MTHFRP5T-EHumanEsophagusESCC4.32e-048.17e-020.1327
4524MTHFRP8T-EHumanEsophagusESCC3.82e-112.24e-010.0889
4524MTHFRP9T-EHumanEsophagusESCC4.37e-069.33e-020.1131
4524MTHFRP10T-EHumanEsophagusESCC7.70e-051.21e-010.116
4524MTHFRP15T-EHumanEsophagusESCC3.12e-091.29e-010.1149
4524MTHFRP16T-EHumanEsophagusESCC2.32e-067.47e-020.1153
4524MTHFRP20T-EHumanEsophagusESCC7.12e-068.59e-020.1124
4524MTHFRP21T-EHumanEsophagusESCC5.55e-171.33e-010.1617
4524MTHFRP23T-EHumanEsophagusESCC2.42e-078.25e-020.108
4524MTHFRP24T-EHumanEsophagusESCC9.19e-064.99e-020.1287
4524MTHFRP26T-EHumanEsophagusESCC2.71e-054.24e-020.1276
4524MTHFRP27T-EHumanEsophagusESCC2.68e-051.78e-010.1055
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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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:000758410EsophagusESCCresponse to nutrient114/8552174/187239.43e-081.56e-06114
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa015232EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0152311EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa006702LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa01523LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa0067011LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa015231LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
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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
MTHFRSNVMissense_Mutationc.632G>Ap.Gly211Glup.G211EP42898protein_codingtolerated(0.18)benign(0.01)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MTHFRSNVMissense_Mutationrs757268352c.1390N>Ap.Glu464Lysp.E464KP42898protein_codingtolerated(0.21)benign(0.013)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MTHFRSNVMissense_Mutationc.1681G>Cp.Glu561Glnp.E561QP42898protein_codingtolerated(0.08)possibly_damaging(0.623)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTHFRSNVMissense_Mutationc.1585A>Gp.Ile529Valp.I529VP42898protein_codingtolerated(1)benign(0.003)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTHFRSNVMissense_Mutationc.1499N>Tp.Pro500Leup.P500LP42898protein_codingtolerated(0.07)possibly_damaging(0.741)TCGA-C5-A1M9-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
MTHFRSNVMissense_Mutationrs772932189c.596N>Ap.Gly199Glup.G199EP42898protein_codingdeleterious(0)probably_damaging(0.995)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
MTHFRSNVMissense_Mutationrs121434297c.1091N>Cp.Leu364Prop.L364PP42898protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MTHFRSNVMissense_Mutationc.456N>Ap.Met152Ilep.M152IP42898protein_codingtolerated(0.19)benign(0.001)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTHFRSNVMissense_Mutationc.139A>Gp.Arg47Glyp.R47GP42898protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTHFRSNVMissense_Mutationnovelc.867N>Gp.Ile289Metp.I289MP42898protein_codingdeleterious(0)probably_damaging(1)TCGA-ZJ-AB0I-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
4524MTHFRENZYME, CLINICALLY ACTIONABLEpravastatinPRAVASTATIN18622257
4524MTHFRENZYME, CLINICALLY ACTIONABLEsulfasalazineSULFASALAZINE12083967
4524MTHFRENZYME, CLINICALLY ACTIONABLEETHANOLALCOHOL15894672
4524MTHFRENZYME, CLINICALLY ACTIONABLEolanzapineOLANZAPINE24725652
4524MTHFRENZYME, CLINICALLY ACTIONABLEALBUMINALBUMIN HUMAN11531629
4524MTHFRENZYME, CLINICALLY ACTIONABLEleucovorinLEUCOVORIN18245544,17700593,29845393,27864592,20819423,29134491,25331073,20385995,27557140,24980946,23407049
4524MTHFRENZYME, CLINICALLY ACTIONABLEl-methylfolate27035272,27520898,31058543
4524MTHFRENZYME, CLINICALLY ACTIONABLEcisplatinCISPLATIN21605004,29662106,27995989,20634689,19159907,19307503
4524MTHFRENZYME, CLINICALLY ACTIONABLEVitamin B-complex, Incl. Combinations27035272,27520898,31058543
4524MTHFRENZYME, CLINICALLY ACTIONABLEpemetrexedPEMETREXED29662106,24732178,20634689,19307503
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