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: MAGOH

Gene summary for MAGOH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAGOH

Gene ID

4116

Gene namemago homolog, exon junction complex subunit
Gene AliasMAGOH1
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0000184

UniProtAcc

P61326


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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
4116MAGOHGSM4909282HumanBreastIDC1.90e-337.01e-01-0.0288
4116MAGOHGSM4909285HumanBreastIDC9.21e-336.87e-010.21
4116MAGOHGSM4909286HumanBreastIDC7.77e-032.29e-010.1081
4116MAGOHGSM4909296HumanBreastIDC1.51e-032.61e-020.1524
4116MAGOHGSM4909297HumanBreastIDC7.20e-10-1.16e-010.1517
4116MAGOHGSM4909311HumanBreastIDC2.37e-20-1.76e-010.1534
4116MAGOHGSM4909312HumanBreastIDC2.26e-05-7.17e-020.1552
4116MAGOHGSM4909319HumanBreastIDC1.48e-25-2.38e-010.1563
4116MAGOHGSM4909320HumanBreastIDC4.28e-02-1.67e-010.1575
4116MAGOHGSM4909321HumanBreastIDC6.26e-13-2.70e-010.1559
4116MAGOHbrca2HumanBreastPrecancer1.57e-052.68e-01-0.024
4116MAGOHNCCBC14HumanBreastDCIS2.00e-02-4.98e-020.2021
4116MAGOHNCCBC5HumanBreastDCIS2.95e-072.03e-010.2046
4116MAGOHP1HumanBreastIDC1.15e-08-1.71e-010.1527
4116MAGOHDCIS2HumanBreastDCIS1.84e-641.82e-010.0085
4116MAGOHAEH-subject1HumanEndometriumAEH1.58e-07-2.88e-01-0.3059
4116MAGOHAEH-subject2HumanEndometriumAEH2.68e-08-2.87e-01-0.2525
4116MAGOHAEH-subject3HumanEndometriumAEH3.26e-06-1.93e-01-0.2576
4116MAGOHAEH-subject4HumanEndometriumAEH4.02e-03-2.66e-01-0.2657
4116MAGOHAEH-subject5HumanEndometriumAEH3.72e-06-2.80e-01-0.2953
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:000640219Oral cavityLPmRNA catabolic process97/4623232/187236.51e-092.65e-0797
GO:005102814Oral cavityLPmRNA transport62/4623130/187231.03e-083.90e-0762
GO:000038017Oral cavityLPalternative mRNA splicing, via spliceosome38/462377/187232.47e-065.43e-0538
GO:000095616Oral cavityLPnuclear-transcribed mRNA catabolic process50/4623112/187233.09e-066.63e-0550
GO:000018413Oral cavityLPnuclear-transcribed mRNA catabolic process, nonsense-mediated decay19/462337/187234.25e-044.08e-0319
GO:000038117Oral cavityLPregulation of alternative mRNA splicing, via spliceosome27/462360/187234.71e-044.43e-0327
GO:0008380112SkincSCCRNA splicing263/4864434/187232.45e-535.13e-50263
GO:0000375112SkincSCCRNA splicing, via transesterification reactions201/4864324/187234.07e-435.10e-40201
GO:0000377112SkincSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile197/4864320/187231.45e-411.14e-38197
GO:0000398112SkincSCCmRNA splicing, via spliceosome197/4864320/187231.45e-411.14e-38197
GO:190331126SkincSCCregulation of mRNA metabolic process162/4864288/187235.90e-282.46e-25162
GO:000641729SkincSCCregulation of translation226/4864468/187238.78e-262.62e-23226
GO:0006403111SkincSCCRNA localization120/4864201/187234.17e-241.01e-21120
GO:004348429SkincSCCregulation of RNA splicing97/4864148/187234.66e-241.08e-2197
GO:005068425SkincSCCregulation of mRNA processing92/4864137/187234.81e-241.08e-2192
GO:004802428SkincSCCregulation of mRNA splicing, via spliceosome67/4864101/187231.83e-171.98e-1567
GO:005065719SkincSCCnucleic acid transport92/4864163/187231.35e-161.33e-1492
GO:005065819SkincSCCRNA transport92/4864163/187231.35e-161.33e-1492
GO:005123619SkincSCCestablishment of RNA localization93/4864166/187231.78e-161.69e-1493
GO:005102816SkincSCCmRNA transport77/4864130/187231.06e-158.95e-1477
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030408BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0304013BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0304023BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0304033BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0304043BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0304053BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa030409EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304014EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304024EndometriumEECSpliceosome54/1237217/84653.78e-053.88e-042.89e-0454
hsa0304034EndometriumEECSpliceosome54/1237217/84653.78e-053.88e-042.89e-0454
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa030159EsophagusHGINmRNA surveillance pathway30/138397/84652.48e-042.69e-032.14e-0330
hsa030137EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0301514EsophagusHGINmRNA surveillance pathway30/138397/84652.48e-042.69e-032.14e-0330
hsa0301312EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
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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
MAGOHSNVMissense_Mutationc.280G>Ap.Asp94Asnp.D94NP61326protein_codingtolerated(1)benign(0.005)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
MAGOHSNVMissense_Mutationc.185G>Tp.Arg62Ilep.R62IP61326protein_codingdeleterious(0.03)possibly_damaging(0.88)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAGOHSNVMissense_Mutationc.196G>Ap.Asp66Asnp.D66NP61326protein_codingdeleterious(0.01)benign(0.071)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAGOHSNVMissense_Mutationc.293N>Ap.Ser98Tyrp.S98YP61326protein_codingdeleterious(0.02)benign(0.153)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MAGOHSNVMissense_Mutationrs749229462c.271N>Ap.Val91Ilep.V91IP61326protein_codingtolerated(0.33)benign(0.023)TCGA-EY-A549-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MAGOHSNVMissense_Mutationc.185N>Cp.Arg62Thrp.R62TP61326protein_codingdeleterious(0.02)possibly_damaging(0.851)TCGA-78-7150-01Lunglung adenocarcinomaMale<65I/IIChemotherapycarboplatinPD
MAGOHSNVMissense_Mutationnovelc.183G>Cp.Lys61Asnp.K61NP61326protein_codingdeleterious(0)possibly_damaging(0.733)TCGA-92-7340-01Lunglung squamous cell carcinomaFemale<65I/IIChemotherapycisplatinSD
MAGOHSNVMissense_Mutationnovelc.265N>Ap.Glu89Lysp.E89KP61326protein_codingdeleterious(0)probably_damaging(0.984)TCGA-CV-A6JM-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
MAGOHSNVMissense_Mutationc.373C>Gp.Leu125Valp.L125VP61326protein_codingdeleterious(0.02)probably_damaging(0.927)TCGA-HU-8249-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyxelodaCR
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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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