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: MEDAG

Gene summary for MEDAG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEDAG

Gene ID

84935

Gene namemesenteric estrogen dependent adipogenesis
Gene AliasAWMS3
Cytomap13q12.3
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q5VYS4


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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
84935MEDAGC51HumanOral cavityOSCC2.24e-065.09e-010.2674
84935MEDAGNEOLP-1HumanOral cavityNEOLP1.91e-054.19e-01-0.0194
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:00455983Oral cavityOSCCregulation of fat cell differentiation77/7305139/187236.36e-055.18e-0477
GO:00456006Oral cavityOSCCpositive regulation of fat cell differentiation41/730566/187231.20e-048.60e-0441
GO:004560022Oral cavityNEOLPpositive regulation of fat cell differentiation24/200566/187233.20e-081.35e-0624
GO:004559821Oral cavityNEOLPregulation of fat cell differentiation37/2005139/187231.12e-074.05e-0637
GO:004544422Oral cavityNEOLPfat cell differentiation50/2005229/187236.79e-071.93e-0550
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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
MEDAGSNVMissense_Mutationc.466N>Gp.Ile156Valp.I156VQ5VYS4protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
MEDAGSNVMissense_Mutationnovelc.615N>Ap.Phe205Leup.F205LQ5VYS4protein_codingtolerated(0.23)probably_damaging(0.969)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MEDAGinsertionIn_Frame_Insnovelc.363_364insTTTp.Val121_Gln122insPhep.V121_Q122insFQ5VYS4protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MEDAGinsertionNonsense_Mutationnovelc.364_365insCTCAACTATAAAGTGGGAATAGTAATAATACCATTAp.Gln122delinsProGlnLeuTerSerGlyAsnSerAsnAsnThrIleLysp.Q122delinsPQL*SGNSNNTIKQ5VYS4protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MEDAGSNVMissense_Mutationc.525G>Tp.Lys175Asnp.K175NQ5VYS4protein_codingdeleterious(0.03)benign(0.095)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MEDAGSNVMissense_Mutationc.320N>Tp.Arg107Metp.R107MQ5VYS4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-NH-A6GA-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
MEDAGSNVMissense_Mutationnovelc.891G>Tp.Glu297Aspp.E297DQ5VYS4protein_codingdeleterious_low_confidence(0.02)benign(0.416)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MEDAGSNVMissense_Mutationnovelc.847C>Ap.Leu283Ilep.L283IQ5VYS4protein_codingtolerated_low_confidence(0.12)possibly_damaging(0.724)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MEDAGSNVMissense_Mutationrs764239466c.493N>Tp.Arg165Trpp.R165WQ5VYS4protein_codingdeleterious(0.04)benign(0.007)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MEDAGSNVMissense_Mutationnovelc.464N>Cp.Val155Alap.V155AQ5VYS4protein_codingtolerated(0.36)benign(0.083)TCGA-AX-A3G8-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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