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: MTHFD2

Gene summary for MTHFD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTHFD2

Gene ID

10797

Gene namemethylenetetrahydrofolate dehydrogenase (NADP+ dependent) 2, methenyltetrahydrofolate cyclohydrolase
Gene AliasNMDMC
Cytomap2p13.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P13995


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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
10797MTHFD2LZE2THumanEsophagusESCC1.02e-081.32e+000.082
10797MTHFD2LZE4THumanEsophagusESCC4.71e-288.91e-010.0811
10797MTHFD2LZE7THumanEsophagusESCC8.95e-131.63e+000.0667
10797MTHFD2LZE8THumanEsophagusESCC1.83e-052.25e-010.067
10797MTHFD2LZE20THumanEsophagusESCC9.94e-031.91e-010.0662
10797MTHFD2LZE21D1HumanEsophagusHGIN3.13e-074.58e-010.0632
10797MTHFD2LZE22D1HumanEsophagusHGIN5.16e-053.18e-010.0595
10797MTHFD2LZE22THumanEsophagusESCC1.59e-078.54e-010.068
10797MTHFD2LZE24THumanEsophagusESCC1.31e-178.12e-010.0596
10797MTHFD2LZE21THumanEsophagusESCC3.68e-068.87e-010.0655
10797MTHFD2LZE6THumanEsophagusESCC3.12e-161.07e+000.0845
10797MTHFD2P1T-EHumanEsophagusESCC4.36e-109.48e-010.0875
10797MTHFD2P2T-EHumanEsophagusESCC8.07e-561.70e+000.1177
10797MTHFD2P4T-EHumanEsophagusESCC7.89e-511.82e+000.1323
10797MTHFD2P5T-EHumanEsophagusESCC1.71e-631.51e+000.1327
10797MTHFD2P8T-EHumanEsophagusESCC9.35e-143.42e-010.0889
10797MTHFD2P9T-EHumanEsophagusESCC3.86e-103.12e-010.1131
10797MTHFD2P10T-EHumanEsophagusESCC2.12e-239.01e-010.116
10797MTHFD2P11T-EHumanEsophagusESCC5.17e-181.08e+000.1426
10797MTHFD2P12T-EHumanEsophagusESCC8.28e-371.07e+000.1122
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00000961LiverCirrhoticsulfur amino acid metabolic process19/463434/187231.01e-041.05e-0319
GO:00091654LiverCirrhoticnucleotide biosynthetic process89/4634254/187231.45e-041.40e-0389
GO:19012934LiverCirrhoticnucleoside phosphate biosynthetic process89/4634256/187231.97e-041.82e-0389
GO:00725225LiverCirrhoticpurine-containing compound biosynthetic process69/4634200/187231.22e-038.24e-0369
GO:00061645LiverCirrhoticpurine nucleotide biosynthetic process65/4634191/187232.42e-031.46e-0265
GO:00090661LiverCirrhoticaspartate family amino acid metabolic process21/463449/187234.13e-032.21e-0221
GO:00090671LiverCirrhoticaspartate family amino acid biosynthetic process11/463421/187235.89e-032.95e-0211
GO:00067303LiverCirrhoticone-carbon metabolic process17/463440/187231.04e-024.61e-0217
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
GO:00086522LiverHCCcellular amino acid biosynthetic process58/795876/187231.98e-095.63e-0858
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:19016072LiverHCCalpha-amino acid biosynthetic process53/795868/187232.62e-097.16e-0853
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00436482LiverHCCdicarboxylic acid metabolic process68/795896/187231.73e-084.14e-0768
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa006702LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa0067011LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
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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
MTHFD2SNVMissense_Mutationc.582N>Cp.Lys194Asnp.K194NP13995protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MTHFD2SNVMissense_Mutationc.254N>Ap.Val85Aspp.V85DP13995protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
MTHFD2insertionFrame_Shift_Insnovelc.534_535insTCTCTCCCTCCCCATCCCCCTCCTCCTCCCTCTCCTTTCCTp.Gly179SerfsTer19p.G179Sfs*19P13995protein_codingTCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MTHFD2SNVMissense_Mutationrs771539434c.76N>Tp.Arg26Cysp.R26CP13995protein_codingtolerated(0.18)benign(0.006)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTHFD2SNVMissense_Mutationc.644C>Tp.Thr215Ilep.T215IP13995protein_codingdeleterious(0.01)possibly_damaging(0.783)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTHFD2SNVMissense_Mutationc.70N>Gp.Arg24Glyp.R24GP13995protein_codingtolerated(0.23)benign(0.026)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTHFD2SNVMissense_Mutationc.283N>Ap.Val95Metp.V95MP13995protein_codingdeleterious(0.02)possibly_damaging(0.619)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MTHFD2SNVMissense_Mutationc.947N>Tp.Thr316Ilep.T316IP13995protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MTHFD2SNVMissense_Mutationnovelc.1018N>Ap.Leu340Metp.L340MP13995protein_codingdeleterious_low_confidence(0.05)benign(0.201)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MTHFD2SNVMissense_Mutationnovelc.859N>Tp.Pro287Serp.P287SP13995protein_codingtolerated(0.42)benign(0.006)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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