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: MAT2A

Gene summary for MAT2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAT2A

Gene ID

4144

Gene namemethionine adenosyltransferase 2A
Gene AliasMATA2
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0006556

UniProtAcc

A0A140VJP5


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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
4144MAT2ALZE4THumanEsophagusESCC6.97e-079.88e-020.0811
4144MAT2ALZE8THumanEsophagusESCC2.41e-08-1.29e-020.067
4144MAT2ALZE20THumanEsophagusESCC3.71e-02-3.41e-010.0662
4144MAT2ALZE22D1HumanEsophagusHGIN2.39e-03-3.93e-010.0595
4144MAT2ALZE24THumanEsophagusESCC2.20e-023.86e-010.0596
4144MAT2AP1T-EHumanEsophagusESCC1.73e-026.44e-010.0875
4144MAT2AP2T-EHumanEsophagusESCC1.50e-207.32e-010.1177
4144MAT2AP4T-EHumanEsophagusESCC7.60e-082.07e-010.1323
4144MAT2AP5T-EHumanEsophagusESCC7.77e-112.37e-010.1327
4144MAT2AP8T-EHumanEsophagusESCC2.49e-201.58e-010.0889
4144MAT2AP9T-EHumanEsophagusESCC4.87e-15-1.42e-010.1131
4144MAT2AP10T-EHumanEsophagusESCC7.90e-092.69e-010.116
4144MAT2AP11T-EHumanEsophagusESCC2.09e-109.60e-010.1426
4144MAT2AP12T-EHumanEsophagusESCC5.72e-206.93e-010.1122
4144MAT2AP15T-EHumanEsophagusESCC2.38e-125.63e-010.1149
4144MAT2AP16T-EHumanEsophagusESCC1.31e-114.31e-010.1153
4144MAT2AP20T-EHumanEsophagusESCC3.49e-127.42e-010.1124
4144MAT2AP21T-EHumanEsophagusESCC6.96e-131.95e-010.1617
4144MAT2AP22T-EHumanEsophagusESCC5.04e-142.70e-010.1236
4144MAT2AP23T-EHumanEsophagusESCC1.62e-168.09e-010.108
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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
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
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:19908308EsophagusHGINcellular response to leukemia inhibitory factor23/258794/187233.92e-033.54e-0223
GO:19908238EsophagusHGINresponse to leukemia inhibitory factor23/258795/187234.51e-033.93e-0223
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:199082316EsophagusESCCresponse to leukemia inhibitory factor60/855295/187234.41e-042.48e-0360
GO:199083015EsophagusESCCcellular response to leukemia inhibitory factor59/855294/187236.19e-043.32e-0359
GO:00512592EsophagusESCCprotein complex oligomerization130/8552238/187233.29e-031.36e-02130
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:00442721LiverCirrhoticsulfur compound biosynthetic process58/4634148/187236.93e-057.83e-0458
GO:00067303LiverCirrhoticone-carbon metabolic process17/463440/187231.04e-024.61e-0217
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:0046500LiverHCCS-adenosylmethionine metabolic process13/795815/187235.67e-043.61e-0313
GO:0051291LiverHCCprotein heterooligomerization17/795825/187238.94e-033.45e-0217
GO:19908237Oral cavityOSCCresponse to leukemia inhibitory factor58/730595/187231.10e-051.14e-0458
GO:19908307Oral cavityOSCCcellular response to leukemia inhibitory factor57/730594/187231.75e-051.71e-0457
GO:00442724Oral cavityOSCCsulfur compound biosynthetic process82/7305148/187233.71e-053.31e-0482
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:0051259Oral cavityOSCCprotein complex oligomerization121/7305238/187231.29e-049.21e-04121
GO:199082315Oral cavityEOLPresponse to leukemia inhibitory factor26/221895/187232.91e-054.20e-0426
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012306EsophagusHGINBiosynthesis of amino acids21/138375/84657.38e-034.63e-023.68e-0221
hsa0123013EsophagusHGINBiosynthesis of amino acids21/138375/84657.38e-034.63e-023.68e-0221
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa012304LiverCirrhoticBiosynthesis of amino acids35/253075/84651.54e-037.83e-034.83e-0335
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa0123011LiverCirrhoticBiosynthesis of amino acids35/253075/84651.54e-037.83e-034.83e-0335
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa0123021LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa0123031LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa012305Oral cavityOSCCBiosynthesis of amino acids45/370475/84653.27e-038.23e-034.19e-0345
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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
MAT2ASNVMissense_Mutationc.115N>Cp.Asp39Hisp.D39HP31153protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAT2ASNVMissense_Mutationnovelc.148N>Tp.Pro50Serp.P50SP31153protein_codingdeleterious(0.01)possibly_damaging(0.666)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
MAT2ASNVMissense_Mutationc.251N>Cp.Arg84Prop.R84PP31153protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A0TS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAT2ASNVMissense_Mutationc.943N>Gp.Leu315Valp.L315VP31153protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-E9-A1RG-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
MAT2AinsertionFrame_Shift_Insnovelc.210_211insGGTGATCCACCTTGGCCGCCCAAAGTGCTGGGp.Ile71GlyfsTer49p.I71Gfs*49P31153protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MAT2ASNVMissense_Mutationc.1112N>Cp.Tyr371Serp.Y371SP31153protein_codingdeleterious(0)probably_damaging(0.998)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MAT2ASNVMissense_Mutationc.1067N>Ap.Arg356Hisp.R356HP31153protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MAT2ASNVMissense_Mutationc.416N>Cp.Phe139Serp.F139SP31153protein_codingdeleterious(0)probably_damaging(0.994)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MAT2ASNVMissense_Mutationnovelc.683N>Gp.Lys228Argp.K228RP31153protein_codingtolerated(0.14)benign(0.005)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MAT2ASNVMissense_Mutationnovelc.875N>Ap.Arg292Hisp.R292HP31153protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine 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
4144MAT2AENZYMEAG-270
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