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:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00434849BreastPrecancerregulation of RNA splicing34/1080148/187232.66e-124.75e-1034
GO:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00003759BreastPrecancerRNA splicing, via transesterification reactions52/1080324/187231.74e-112.22e-0952
GO:00003779BreastPrecancerRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1080320/187233.55e-114.04e-0951
GO:00003989BreastPrecancermRNA splicing, via spliceosome51/1080320/187233.55e-114.04e-0951
GO:00480249BreastPrecancerregulation of mRNA splicing, via spliceosome22/1080101/187235.29e-083.18e-0622
GO:19033118BreastPrecancerregulation of mRNA metabolic process38/1080288/187231.63e-065.97e-0538
GO:00506848BreastPrecancerregulation of mRNA processing23/1080137/187233.49e-061.13e-0423
GO:00064028BreastPrecancermRNA catabolic process31/1080232/187231.12e-052.93e-0431
GO:00003808BreastPrecanceralternative mRNA splicing, via spliceosome15/108077/187232.86e-056.37e-0415
GO:00064018BreastPrecancerRNA catabolic process34/1080278/187232.88e-056.39e-0434
GO:00003818BreastPrecancerregulation of alternative mRNA splicing, via spliceosome13/108060/187232.98e-056.58e-0413
GO:00346558BreastPrecancernucleobase-containing compound catabolic process42/1080407/187231.91e-043.06e-0342
GO:00467007BreastPrecancerheterocycle catabolic process44/1080445/187233.49e-044.88e-0344
GO:00442708BreastPrecancercellular nitrogen compound catabolic process44/1080451/187234.64e-046.12e-0344
GO:00009566BreastPrecancernuclear-transcribed mRNA catabolic process16/1080112/187236.87e-048.36e-0316
GO:00194397BreastPrecanceraromatic compound catabolic process44/1080467/187239.55e-041.07e-0244
GO:00064039BreastPrecancerRNA localization23/1080201/187231.34e-031.41e-0223
GO:19013617BreastPrecancerorganic cyclic compound catabolic process45/1080495/187231.73e-031.74e-0245
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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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