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: MAGEA3

Gene summary for MAGEA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAGEA3

Gene ID

4102

Gene nameMAGE family member A3
Gene AliasCT1.3
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P43357


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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
4102MAGEA3P79T-EHumanEsophagusESCC2.53e-992.07e+000.1154
4102MAGEA3P80T-EHumanEsophagusESCC5.43e-782.34e+000.155
4102MAGEA3P82T-EHumanEsophagusESCC4.84e-321.57e+000.1072
4102MAGEA3P83T-EHumanEsophagusESCC5.88e-811.84e+000.1738
4102MAGEA3P84T-EHumanEsophagusESCC1.34e-045.67e-010.0933
4102MAGEA3P91T-EHumanEsophagusESCC1.76e-222.00e+000.1828
4102MAGEA3P107T-EHumanEsophagusESCC1.34e-811.99e+000.171
4102MAGEA3P126T-EHumanEsophagusESCC7.69e-242.05e+000.1125
4102MAGEA3P127T-EHumanEsophagusESCC1.47e-508.63e-010.0826
4102MAGEA3P128T-EHumanEsophagusESCC3.69e-732.84e+000.1241
4102MAGEA3HCC2HumanLiverHCC2.78e-048.22e-010.5341
4102MAGEA3S014HumanLiverHCC2.44e-441.11e+000.2254
4102MAGEA3S015HumanLiverHCC1.34e-391.22e+000.2375
4102MAGEA3S016HumanLiverHCC1.18e-451.03e+000.2243
4102MAGEA3C06HumanOral cavityOSCC5.31e-088.26e-010.2699
4102MAGEA3C07HumanOral cavityOSCC3.77e-111.97e+000.2491
4102MAGEA3C08HumanOral cavityOSCC1.06e-631.03e+000.1919
4102MAGEA3LP15HumanOral cavityLP1.14e-121.07e+000.2174
4102MAGEA3SYSMH1HumanOral cavityOSCC8.12e-345.06e-010.1127
4102MAGEA3ATC09HumanThyroidATC2.66e-175.27e-010.2871
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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
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:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
GO:003497625EsophagusHGINresponse to endoplasmic reticulum stress81/2587256/187231.47e-132.32e-1181
GO:200124227EsophagusHGINregulation of intrinsic apoptotic signaling pathway58/2587164/187232.57e-123.58e-1058
GO:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:004328126EsophagusHGINregulation of cysteine-type endopeptidase activity involved in apoptotic process59/2587209/187233.39e-081.97e-0659
GO:190589725EsophagusHGINregulation of response to endoplasmic reticulum stress31/258782/187235.25e-082.91e-0631
GO:200011626EsophagusHGINregulation of cysteine-type endopeptidase activity63/2587235/187239.71e-085.02e-0663
GO:007005920EsophagusHGINintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress25/258763/187233.41e-071.57e-0525
GO:200123427EsophagusHGINnegative regulation of apoptotic signaling pathway59/2587224/187234.68e-072.07e-0559
GO:200124325EsophagusHGINnegative regulation of intrinsic apoptotic signaling pathway33/258798/187234.73e-072.07e-0533
GO:005254726EsophagusHGINregulation of peptidase activity102/2587461/187236.29e-072.72e-05102
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
GO:19022359EsophagusHGINregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway15/258732/187236.76e-062.08e-0415
GO:190357320EsophagusHGINnegative regulation of response to endoplasmic reticulum stress18/258744/187238.97e-062.64e-0418
GO:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:00105076EsophagusHGINnegative regulation of autophagy27/258785/187231.72e-054.71e-0427
GO:190223620EsophagusHGINnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway11/258720/187231.73e-054.71e-0411
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
MAGEA3SNVMissense_Mutationc.418N>Ap.Val140Ilep.V140IP43357protein_codingtolerated(1)benign(0)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAGEA3SNVMissense_Mutationnovelc.711N>Gp.Ser237Argp.S237RP43357protein_codingdeleterious(0.02)possibly_damaging(0.582)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAGEA3SNVMissense_Mutationc.940N>Ap.Glu314Lysp.E314KP43357protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MAGEA3insertionFrame_Shift_Insnovelc.763_764insCTCCTACGATGGCCTGCTGGGTGp.Tyr255SerfsTer38p.Y255Sfs*38P43357protein_codingTCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
MAGEA3SNVMissense_Mutationc.326N>Ap.Leu109Hisp.L109HP43357protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
MAGEA3SNVMissense_Mutationc.892C>Tp.His298Tyrp.H298YP43357protein_codingdeleterious(0.01)benign(0.05)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MAGEA3SNVMissense_Mutationnovelc.295N>Ap.Pro99Thrp.P99TP43357protein_codingtolerated(0.1)benign(0.231)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
MAGEA3SNVMissense_Mutationnovelc.296N>Tp.Pro99Leup.P99LP43357protein_codingdeleterious(0.01)benign(0.231)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
MAGEA3SNVMissense_Mutationnovelc.228N>Gp.Asn76Lysp.N76KP43357protein_codingtolerated(0.98)benign(0.076)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAGEA3SNVMissense_Mutationnovelc.151G>Tp.Gly51Trpp.G51WP43357protein_codingdeleterious(0.02)probably_damaging(0.955)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<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
4102MAGEA3ENZYME, DRUGGABLE GENOMEAstuprotimut-RASTUPROTIMUT-R
4102MAGEA3ENZYME, DRUGGABLE GENOMEKITE-718
4102MAGEA3ENZYME, DRUGGABLE GENOMEvaccineEP-2101
4102MAGEA3ENZYME, DRUGGABLE GENOMEGL-0817BIROPEPIMUT-S
4102MAGEA3ENZYME, DRUGGABLE GENOMEMAGE-A3ASTUPROTIMUT-R
4102MAGEA3ENZYME, DRUGGABLE GENOMEvaccineGSK1572932AASTUPROTIMUT-R
4102MAGEA3ENZYME, DRUGGABLE GENOMEINCOMPLETE FREUND&APOS;S ADJUVANT10546159
4102MAGEA3ENZYME, DRUGGABLE GENOMEDNA VACCINE15750833
4102MAGEA3ENZYME, DRUGGABLE GENOMEPolynoma-1
4102MAGEA3ENZYME, DRUGGABLE GENOMEIDM-2101
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