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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 6 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:007252217EsophagusESCCpurine-containing compound biosynthetic process120/8552200/187233.02e-052.51e-04120
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:000616417EsophagusESCCpurine nucleotide biosynthetic process113/8552191/187231.16e-048.04e-04113
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:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
Page: 1 2 3 4 5 6 7 8 9 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 

Top

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
Page: 1