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: MOGS

Gene summary for MOGS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MOGS

Gene ID

7841

Gene namemannosyl-oligosaccharide glucosidase
Gene AliasCDG2B
Cytomap2p13.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q13724


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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
7841MOGSHTA11_3410_2000001011HumanColorectumAD3.70e-041.42e-010.0155
7841MOGSHTA11_1938_2000001011HumanColorectumAD2.49e-063.08e-01-0.0811
7841MOGSHTA11_78_2000001011HumanColorectumAD1.23e-052.35e-01-0.1088
7841MOGSHTA11_347_2000001011HumanColorectumAD3.98e-144.17e-01-0.1954
7841MOGSHTA11_411_2000001011HumanColorectumSER1.85e-034.77e-01-0.2602
7841MOGSHTA11_3361_2000001011HumanColorectumAD5.23e-084.14e-01-0.1207
7841MOGSHTA11_83_2000001011HumanColorectumSER1.28e-053.42e-01-0.1526
7841MOGSHTA11_696_2000001011HumanColorectumAD1.17e-083.88e-01-0.1464
7841MOGSHTA11_866_2000001011HumanColorectumAD7.95e-032.03e-01-0.1001
7841MOGSHTA11_1391_2000001011HumanColorectumAD1.46e-125.20e-01-0.059
7841MOGSHTA11_546_2000001011HumanColorectumAD4.12e-033.18e-01-0.0842
7841MOGSHTA11_7862_2000001011HumanColorectumAD1.09e-064.19e-01-0.0179
7841MOGSHTA11_866_3004761011HumanColorectumAD3.46e-184.92e-010.096
7841MOGSHTA11_7663_2000001011HumanColorectumSER7.95e-054.82e-010.0131
7841MOGSHTA11_7696_3000711011HumanColorectumAD1.72e-052.63e-010.0674
7841MOGSHTA11_6818_2000001021HumanColorectumAD7.31e-093.95e-010.0588
7841MOGSHTA11_99999970781_79442HumanColorectumMSS2.49e-042.83e-010.294
7841MOGSHTA11_99999971662_82457HumanColorectumMSS1.32e-135.27e-010.3859
7841MOGSHTA11_99999973899_84307HumanColorectumMSS1.72e-033.83e-010.2585
7841MOGSHTA11_99999974143_84620HumanColorectumMSS3.18e-114.22e-010.3005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

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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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019080ColorectumADviral gene expression42/391894/187231.90e-078.02e-0642
GO:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:0019082ColorectumADviral protein processing17/391829/187231.04e-052.40e-0417
GO:0006487ColorectumADprotein N-linked glycosylation25/391865/187239.12e-048.71e-0325
GO:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00064571ColorectumSERprotein folding54/2897212/187231.04e-042.18e-0354
GO:00190801ColorectumSERviral gene expression29/289794/187231.32e-042.66e-0329
GO:00160322ColorectumMSSviral process157/3467415/187237.94e-216.19e-18157
GO:00190802ColorectumMSSviral gene expression41/346794/187231.74e-089.85e-0741
GO:00064572ColorectumMSSprotein folding71/3467212/187231.25e-075.91e-0671
GO:00190821ColorectumMSSviral protein processing17/346729/187231.81e-065.70e-0517
GO:00064871ColorectumMSSprotein N-linked glycosylation23/346765/187239.47e-049.54e-0323
GO:00160324ColorectumFAPviral process114/2622415/187233.00e-132.63e-10114
GO:00190804ColorectumFAPviral gene expression29/262294/187232.07e-055.05e-0429
GO:00190822ColorectumFAPviral protein processing11/262229/187231.20e-031.14e-0211
GO:00064861ColorectumFAPprotein glycosylation48/2622226/187231.85e-031.57e-0248
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa00510ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa005101ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa005102ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa005103ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa005104LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0051011LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
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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
MOGSSNVMissense_Mutationc.1750N>Ap.Asp584Asnp.D584NQ13724protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
MOGSSNVMissense_Mutationc.2008C>Gp.Gln670Glup.Q670EQ13724protein_codingtolerated(1)benign(0.014)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MOGSSNVMissense_Mutationc.1037N>Gp.Asn346Serp.N346SQ13724protein_codingtolerated(0.49)benign(0.001)TCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
MOGSinsertionNonsense_Mutationnovelc.2295_2296insTCTCTTTAATGAGATCAAAGGp.Ala765_Leu766insSerLeuTerTerAspGlnArgp.A765_L766insSL**DQRQ13724protein_codingTCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
MOGSinsertionNonsense_Mutationnovelc.2246_2247insAATAAATTGGAAAAAACATTTTGAACTCTATTGCTTTTGCp.Tyr749Terp.Y749*Q13724protein_codingTCGA-A8-A091-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
MOGSinsertionIn_Frame_Insnovelc.476_477insGCTACTCGGGAGGCTGAGGCAGGAGAATGGCGTGAACCTGGGp.Gln159_His160insLeuLeuGlyArgLeuArgGlnGluAsnGlyValAsnLeuGlyp.Q159_H160insLLGRLRQENGVNLGQ13724protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
MOGSinsertionFrame_Shift_Insnovelc.1390_1391insGAAAGp.Pro464ArgfsTer17p.P464Rfs*17Q13724protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MOGSinsertionNonsense_Mutationnovelc.1389_1390insGCTAGAGGTTGGTGACCCTGACGACTTGGCTTTCCTCp.Pro464AlafsTer5p.P464Afs*5Q13724protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MOGSSNVMissense_Mutationrs748805392c.2251C>Tp.Arg751Trpp.R751WQ13724protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MOGSSNVMissense_Mutationrs760636403c.2020C>Tp.Arg674Trpp.R674WQ13724protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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