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: MGAT2

Gene summary for MGAT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MGAT2

Gene ID

4247

Gene namealpha-1,6-mannosyl-glycoprotein 2-beta-N-acetylglucosaminyltransferase
Gene AliasCDG2A
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q10469


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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
4247MGAT2LZE4THumanEsophagusESCC4.72e-079.92e-020.0811
4247MGAT2LZE20THumanEsophagusESCC3.87e-051.67e-010.0662
4247MGAT2LZE22THumanEsophagusESCC1.35e-033.32e-010.068
4247MGAT2LZE24THumanEsophagusESCC5.70e-133.55e-010.0596
4247MGAT2LZE21THumanEsophagusESCC2.98e-022.16e-010.0655
4247MGAT2P1T-EHumanEsophagusESCC1.20e-042.82e-010.0875
4247MGAT2P2T-EHumanEsophagusESCC3.06e-172.46e-010.1177
4247MGAT2P4T-EHumanEsophagusESCC1.85e-234.08e-010.1323
4247MGAT2P5T-EHumanEsophagusESCC2.43e-276.48e-010.1327
4247MGAT2P8T-EHumanEsophagusESCC1.16e-142.65e-010.0889
4247MGAT2P9T-EHumanEsophagusESCC3.45e-121.88e-010.1131
4247MGAT2P10T-EHumanEsophagusESCC2.56e-173.28e-010.116
4247MGAT2P11T-EHumanEsophagusESCC8.65e-114.43e-010.1426
4247MGAT2P12T-EHumanEsophagusESCC4.57e-163.70e-010.1122
4247MGAT2P15T-EHumanEsophagusESCC1.17e-245.79e-010.1149
4247MGAT2P16T-EHumanEsophagusESCC3.09e-081.75e-010.1153
4247MGAT2P17T-EHumanEsophagusESCC1.07e-083.18e-010.1278
4247MGAT2P19T-EHumanEsophagusESCC3.06e-094.62e-010.1662
4247MGAT2P20T-EHumanEsophagusESCC1.16e-102.24e-010.1124
4247MGAT2P21T-EHumanEsophagusESCC8.66e-172.88e-010.1617
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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
∗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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:000648714EsophagusESCCprotein N-linked glycosylation51/855265/187236.41e-081.13e-0651
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00181969EsophagusESCCpeptidyl-asparagine modification22/855224/187232.82e-063.21e-0522
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00182799EsophagusESCCprotein N-linked glycosylation via asparagine21/855223/187235.69e-065.90e-0521
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00190826EsophagusESCCviral protein processing24/855229/187234.50e-053.55e-0424
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:001603212LiverCirrhoticviral process203/4634415/187235.40e-273.76e-24203
GO:001908011LiverCirrhoticviral gene expression52/463494/187232.19e-101.08e-0852
GO:00182795LiverCirrhoticprotein N-linked glycosylation via asparagine16/463423/187237.54e-061.15e-0416
GO:00181965LiverCirrhoticpeptidyl-asparagine modification16/463424/187231.74e-052.37e-0416
GO:00064873LiverCirrhoticprotein N-linked glycosylation30/463465/187231.40e-041.36e-0330
GO:00160511LiverCirrhoticcarbohydrate biosynthetic process73/4634202/187231.91e-041.77e-0373
GO:00190824LiverCirrhoticviral protein processing15/463429/187231.59e-031.03e-0215
GO:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa005136EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051313EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa005104LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa005134LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0051011LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051311LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005132LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005133LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa005105Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa005135Oral cavityOSCCVarious types of N-glycan biosynthesis29/370442/84658.03e-042.32e-031.18e-0329
hsa0051012Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa0051312Oral cavityOSCCVarious types of N-glycan biosynthesis29/370442/84658.03e-042.32e-031.18e-0329
hsa0051022Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
hsa0051321Oral cavityLPVarious types of N-glycan biosynthesis22/241842/84659.58e-044.49e-032.90e-0322
hsa0051032Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
hsa0051331Oral cavityLPVarious types of N-glycan biosynthesis22/241842/84659.58e-044.49e-032.90e-0322
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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
MGAT2SNVMissense_Mutationnovelc.844G>Cp.Glu282Glnp.E282QQ10469protein_codingtolerated(0.46)benign(0.065)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MGAT2SNVMissense_Mutationc.725N>Tp.Trp242Leup.W242LQ10469protein_codingdeleterious(0.01)possibly_damaging(0.688)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MGAT2insertionNonsense_Mutationnovelc.1171_1172insTGGAATTCTATTTATAAGTAAAAp.Gln391LeufsTer6p.Q391Lfs*6Q10469protein_codingTCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
MGAT2SNVMissense_Mutationc.581N>Cp.Arg194Thrp.R194TQ10469protein_codingdeleterious(0.03)benign(0.102)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MGAT2SNVMissense_Mutationc.310N>Ap.Leu104Metp.L104MQ10469protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MGAT2insertionIn_Frame_Insnovelc.1227_1228insTTTTGGp.Glu409_Thr410insPheTrpp.E409_T410insFWQ10469protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MGAT2deletionFrame_Shift_Delc.341delNp.Arg116GlyfsTer48p.R116Gfs*48Q10469protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MGAT2SNVMissense_Mutationc.310C>Ap.Leu104Metp.L104MQ10469protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MGAT2SNVMissense_Mutationnovelc.742C>Ap.Leu248Ilep.L248IQ10469protein_codingtolerated(0.12)possibly_damaging(0.837)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MGAT2SNVMissense_Mutationnovelc.606N>Tp.Lys202Asnp.K202NQ10469protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A5DW-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
4247MGAT2ENZYMEPhenylmethanesulfonamide derivative 1
4247MGAT2ENZYMEDihydropyrimidinone derivative 4
4247MGAT2ENZYMEBicyclic pyrimidine derivative 1
4247MGAT2ENZYMEPyrimidine-4(3H)-one derivative 1
4247MGAT2ENZYMEN-containing heterocyclic derivative 1
4247MGAT2ENZYMEDihydropyrimidinone derivative 3
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