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: MAGEA4

Gene summary for MAGEA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAGEA4

Gene ID

4103

Gene nameMAGE family member A4
Gene AliasCT1.4
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024RC12


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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
4103MAGEA4LZE2THumanEsophagusESCC2.05e-211.78e+000.082
4103MAGEA4LZE4THumanEsophagusESCC5.68e-073.08e-010.0811
4103MAGEA4P1T-EHumanEsophagusESCC4.53e-141.00e+000.0875
4103MAGEA4P5T-EHumanEsophagusESCC2.85e-731.44e+000.1327
4103MAGEA4P9T-EHumanEsophagusESCC2.41e-062.34e-010.1131
4103MAGEA4P16T-EHumanEsophagusESCC2.45e-831.58e+000.1153
4103MAGEA4P17T-EHumanEsophagusESCC1.45e-125.97e-010.1278
4103MAGEA4P24T-EHumanEsophagusESCC1.45e-461.15e+000.1287
4103MAGEA4P26T-EHumanEsophagusESCC1.87e-1543.30e+000.1276
4103MAGEA4P27T-EHumanEsophagusESCC2.06e-591.17e+000.1055
4103MAGEA4P28T-EHumanEsophagusESCC3.82e-721.42e+000.1149
4103MAGEA4P37T-EHumanEsophagusESCC2.34e-862.57e+000.1371
4103MAGEA4P38T-EHumanEsophagusESCC2.41e-073.32e-010.127
4103MAGEA4P44T-EHumanEsophagusESCC6.29e-051.90e-010.1096
4103MAGEA4P47T-EHumanEsophagusESCC9.62e-681.39e+000.1067
4103MAGEA4P48T-EHumanEsophagusESCC8.40e-041.05e-010.0959
4103MAGEA4P52T-EHumanEsophagusESCC7.28e-261.26e+000.1555
4103MAGEA4P54T-EHumanEsophagusESCC1.34e-092.74e-010.0975
4103MAGEA4P56T-EHumanEsophagusESCC3.08e-282.31e+000.1613
4103MAGEA4P57T-EHumanEsophagusESCC2.86e-209.54e-010.0926
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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
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:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:004578711LiverHCCpositive regulation of cell cycle172/7958313/187235.29e-066.58e-05172
GO:00457879Oral cavityOSCCpositive regulation of cell cycle173/7305313/187233.28e-097.44e-08173
GO:004578717SkincSCCpositive regulation of cell cycle120/4864313/187238.95e-071.64e-05120
GO:004578719ThyroidATCpositive regulation of cell cycle158/6293313/187234.18e-101.14e-08158
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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
MAGEA4SNVMissense_Mutationc.154N>Ap.Glu52Lysp.E52KP43358protein_codingtolerated(0.21)possibly_damaging(0.622)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MAGEA4SNVMissense_Mutationc.10N>Ap.Glu4Lysp.E4KP43358protein_codingtolerated(0.75)probably_damaging(0.936)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAGEA4SNVMissense_Mutationrs755062941c.805C>Tp.Arg269Cysp.R269CP43358protein_codingtolerated(0.08)benign(0.01)TCGA-BH-A1FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAGEA4SNVMissense_Mutationrs755062941c.805N>Tp.Arg269Cysp.R269CP43358protein_codingtolerated(0.08)benign(0.01)TCGA-E2-A15I-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MAGEA4SNVMissense_Mutationnovelc.728N>Ap.Pro243Hisp.P243HP43358protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAGEA4SNVMissense_Mutationrs747218857c.916N>Tp.Arg306Cysp.R306CP43358protein_codingdeleterious(0.03)possibly_damaging(0.502)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAGEA4SNVMissense_Mutationnovelc.442T>Ap.Phe148Ilep.F148IP43358protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A9UM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAGEA4SNVMissense_Mutationrs778001194c.499N>Ap.Val167Metp.V167MP43358protein_codingtolerated(0.08)possibly_damaging(0.53)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MAGEA4SNVMissense_Mutationc.545G>Ap.Cys182Tyrp.C182YP43358protein_codingdeleterious(0.04)probably_damaging(0.991)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAGEA4SNVMissense_Mutationc.446C>Tp.Pro149Leup.P149LP43358protein_codingtolerated(0.07)probably_damaging(1)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<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
4103MAGEA4NACAR-T cells targeting MAGE-A4
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