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: MGAT5

Gene summary for MGAT5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MGAT5

Gene ID

4249

Gene namealpha-1,6-mannosylglycoprotein 6-beta-N-acetylglucosaminyltransferase
Gene AliasGNT-V
Cytomap2q21.2-q21.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q09328


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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
4249MGAT5CCI_1HumanCervixCC7.83e-061.04e+000.528
4249MGAT5CCI_3HumanCervixCC4.67e-096.55e-010.516
4249MGAT5HTA11_347_2000001011HumanColorectumAD5.71e-034.88e-01-0.1954
4249MGAT5HTA11_411_2000001011HumanColorectumSER1.23e-049.22e-01-0.2602
4249MGAT5HTA11_2112_2000001011HumanColorectumSER2.85e-027.53e-01-0.2196
4249MGAT5HTA11_696_2000001011HumanColorectumAD5.48e-033.97e-01-0.1464
4249MGAT5HTA11_1391_2000001011HumanColorectumAD9.93e-035.98e-01-0.059
4249MGAT5HTA11_4255_2000001011HumanColorectumSER2.28e-039.52e-010.0446
4249MGAT5HTA11_7696_3000711011HumanColorectumAD1.89e-035.42e-010.0674
4249MGAT5HTA11_6818_2000001021HumanColorectumAD4.60e-141.39e+000.0588
4249MGAT5HTA11_99999970781_79442HumanColorectumMSS2.42e-381.42e+000.294
4249MGAT5HTA11_99999965062_69753HumanColorectumMSI-H1.26e-111.57e+000.3487
4249MGAT5HTA11_99999965104_69814HumanColorectumMSS3.70e-211.38e+000.281
4249MGAT5HTA11_99999971662_82457HumanColorectumMSS9.27e-321.84e+000.3859
4249MGAT5HTA11_99999973899_84307HumanColorectumMSS1.91e-091.15e+000.2585
4249MGAT5HTA11_99999974143_84620HumanColorectumMSS1.82e-391.47e+000.3005
4249MGAT5F007HumanColorectumFAP6.75e-044.52e-010.1176
4249MGAT5A002-C-010HumanColorectumFAP1.00e-093.84e-010.242
4249MGAT5A001-C-207HumanColorectumFAP1.27e-258.60e-010.1278
4249MGAT5A015-C-203HumanColorectumFAP1.65e-16-1.46e-02-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00436668CervixCCregulation of phosphoprotein phosphatase activity18/231158/187231.40e-041.70e-0318
GO:003530310CervixCCregulation of dephosphorylation31/2311128/187231.52e-041.83e-0331
GO:003530410CervixCCregulation of protein dephosphorylation24/231190/187231.73e-042.04e-0324
GO:00109218CervixCCregulation of phosphatase activity22/231184/187234.18e-044.23e-0322
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:00190807CervixCCviral gene expression21/231194/187234.68e-032.82e-0221
GO:00353087CervixCCnegative regulation of protein dephosphorylation10/231134/187236.40e-033.58e-0210
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019080ColorectumADviral gene expression42/391894/187231.90e-078.02e-0642
GO:0018279ColorectumADprotein N-linked glycosylation via asparagine15/391823/187235.47e-061.40e-0415
GO:0019082ColorectumADviral protein processing17/391829/187231.04e-052.40e-0417
GO:0018196ColorectumADpeptidyl-asparagine modification15/391824/187231.18e-052.62e-0415
GO:0010563ColorectumADnegative regulation of phosphorus metabolic process130/3918442/187231.26e-052.76e-04130
GO:0045936ColorectumADnegative regulation of phosphate metabolic process129/3918441/187231.81e-053.76e-04129
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00510ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa005101ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa005102ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa005103ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
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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
MGAT5SNVMissense_Mutationrs375709714c.700N>Ap.Glu234Lysp.E234KQ09328protein_codingtolerated(0.2)probably_damaging(0.991)TCGA-3C-AAAU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyzoladexSD
MGAT5SNVMissense_Mutationnovelc.133A>Cp.Met45Leup.M45LQ09328protein_codingtolerated(0.25)benign(0.001)TCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
MGAT5SNVMissense_Mutationrs548835362c.110N>Ap.Arg37Glnp.R37QQ09328protein_codingtolerated(0.12)benign(0.003)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MGAT5SNVMissense_Mutationc.1080N>Cp.Lys360Asnp.K360NQ09328protein_codingtolerated(0.06)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MGAT5SNVMissense_Mutationrs755158785c.742G>Ap.Ala248Thrp.A248TQ09328protein_codingtolerated(0.4)benign(0.003)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
MGAT5SNVMissense_Mutationnovelc.1304N>Tp.Ser435Ilep.S435IQ09328protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-D8-A27R-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cyclophosphamideSD
MGAT5SNVMissense_Mutationrs376303600c.1181C>Tp.Ser394Leup.S394LQ09328protein_codingtolerated(0.86)benign(0.007)TCGA-E9-A295-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MGAT5insertionFrame_Shift_Insnovelc.135_136insTTAACACACGCAGACGCACAp.Arg47ThrfsTer38p.R47Tfs*38Q09328protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
MGAT5insertionIn_Frame_Insnovelc.514_515insTTTTCATTGCTGAGGTTCAGTGTGGTCAAGp.Cys172delinsPhePheIleAlaGluValGlnCysGlyGlnGlyp.C172delinsFFIAEVQCGQGQ09328protein_codingTCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MGAT5insertionIn_Frame_Insnovelc.1901_1902insTGGAAGp.Pro634_Leu635insGlySerp.P634_L635insGSQ09328protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
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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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