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: MTHFD2L

Gene summary for MTHFD2L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTHFD2L

Gene ID

441024

Gene namemethylenetetrahydrofolate dehydrogenase (NADP+ dependent) 2 like
Gene AliasMTHFD2L
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

A0A024RDE0


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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
441024MTHFD2LLZE8THumanEsophagusESCC6.47e-061.05e-010.067
441024MTHFD2LLZE24THumanEsophagusESCC2.60e-051.52e-010.0596
441024MTHFD2LLZE6THumanEsophagusESCC4.96e-106.96e-010.0845
441024MTHFD2LP1T-EHumanEsophagusESCC3.72e-062.76e-010.0875
441024MTHFD2LP2T-EHumanEsophagusESCC9.80e-113.00e-010.1177
441024MTHFD2LP4T-EHumanEsophagusESCC1.23e-215.47e-010.1323
441024MTHFD2LP5T-EHumanEsophagusESCC5.91e-091.37e-010.1327
441024MTHFD2LP8T-EHumanEsophagusESCC4.31e-232.96e-010.0889
441024MTHFD2LP9T-EHumanEsophagusESCC3.68e-071.45e-010.1131
441024MTHFD2LP10T-EHumanEsophagusESCC3.07e-123.18e-010.116
441024MTHFD2LP11T-EHumanEsophagusESCC8.47e-075.24e-010.1426
441024MTHFD2LP12T-EHumanEsophagusESCC1.51e-192.35e-010.1122
441024MTHFD2LP15T-EHumanEsophagusESCC7.28e-102.12e-010.1149
441024MTHFD2LP16T-EHumanEsophagusESCC5.56e-143.21e-010.1153
441024MTHFD2LP17T-EHumanEsophagusESCC2.39e-042.05e-010.1278
441024MTHFD2LP21T-EHumanEsophagusESCC9.93e-521.20e+000.1617
441024MTHFD2LP22T-EHumanEsophagusESCC1.14e-152.11e-010.1236
441024MTHFD2LP23T-EHumanEsophagusESCC1.38e-256.04e-010.108
441024MTHFD2LP24T-EHumanEsophagusESCC9.75e-141.84e-010.1287
441024MTHFD2LP26T-EHumanEsophagusESCC2.43e-315.45e-010.1276
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
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
MTHFD2LSNVMissense_Mutationrs765684065c.808A>Gp.Ile270Valp.I270VQ9H903protein_codingtolerated(0.62)benign(0.163)TCGA-A8-A08C-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
MTHFD2LSNVMissense_Mutationnovelc.740G>Tp.Arg247Ilep.R247IQ9H903protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTHFD2LSNVMissense_Mutationrs779291421c.275N>Cp.Asn92Thrp.N92TQ9H903protein_codingdeleterious(0)possibly_damaging(0.793)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTHFD2LSNVMissense_Mutationrs775868972c.703N>Tp.Arg235Trpp.R235WQ9H903protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-FU-A3TQ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MTHFD2LdeletionFrame_Shift_Delrs761538540c.1033delAp.Ile345SerfsTer48p.I345Sfs*48Q9H903protein_codingTCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MTHFD2LSNVMissense_Mutationrs761954094c.467N>Ap.Arg156Glnp.R156QQ9H903protein_codingtolerated(0.25)probably_damaging(0.998)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MTHFD2LSNVMissense_Mutationnovelc.1000N>Tp.Leu334Phep.L334FQ9H903protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MTHFD2LSNVMissense_Mutationrs575932490c.172N>Ap.Glu58Lysp.E58KQ9H903protein_codingtolerated(1)benign(0.006)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MTHFD2LSNVMissense_Mutationc.578N>Tp.Ala193Valp.A193VQ9H903protein_codingdeleterious(0)probably_damaging(0.911)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MTHFD2LdeletionFrame_Shift_Delrs761538540c.1033delAp.Ile345SerfsTer48p.I345Sfs*48Q9H903protein_codingTCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
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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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