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: STAG3

Gene summary for STAG3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STAG3

Gene ID

10734

Gene namestromal antigen 3
Gene AliasSTAG3
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9UJ98


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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
10734STAG3C43HumanOral cavityOSCC4.20e-204.40e-010.1704
10734STAG3C46HumanOral cavityOSCC1.32e-265.33e-010.1673
10734STAG3C57HumanOral cavityOSCC2.24e-103.55e-010.1679
10734STAG3LN46HumanOral cavityOSCC1.96e-186.08e-010.1666
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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:00008191LiverHCCsister chromatid segregation128/7958202/187231.59e-094.73e-08128
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:0098813LiverHCCnuclear chromosome segregation157/7958281/187233.82e-064.95e-05157
GO:00070624LiverHCCsister chromatid cohesion38/795862/187232.18e-031.09e-0238
GO:00008193Oral cavityOSCCsister chromatid segregation135/7305202/187238.88e-166.52e-14135
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:00988132Oral cavityOSCCnuclear chromosome segregation162/7305281/187231.56e-104.56e-09162
GO:00070626Oral cavityOSCCsister chromatid cohesion37/730562/187237.79e-044.23e-0337
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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
STAG3SNVMissense_Mutationrs539912996c.1402C>Tp.Arg468Cysp.R468Cprotein_codingdeleterious(0)benign(0.014)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
STAG3SNVMissense_Mutationnovelc.239A>Gp.Lys80Argp.K80Rprotein_codingtolerated(0.23)probably_damaging(0.968)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STAG3SNVMissense_Mutationrs746707797c.1780N>Ap.Asp594Asnp.D594Nprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STAG3SNVMissense_Mutationc.3047N>Tp.Ser1016Phep.S1016Fprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
STAG3SNVMissense_Mutationnovelc.2854N>Ap.Pro952Thrp.P952Tprotein_codingtolerated(0.12)probably_damaging(0.922)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
STAG3SNVMissense_Mutationc.331N>Tp.Met111Leup.M111Lprotein_codingtolerated(0.29)benign(0.006)TCGA-D8-A1XR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
STAG3SNVMissense_Mutationrs539912996c.1402N>Tp.Arg468Cysp.R468Cprotein_codingdeleterious(0)benign(0.014)TCGA-LL-A5YN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
STAG3insertionFrame_Shift_Insnovelc.633_634insTTGTGCTTCTTGGCAAAGCAp.Pro212LeufsTer36p.P212Lfs*36protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
STAG3insertionNonsense_Mutationnovelc.2451_2452insCTTCCCAGGTGAGTGTGGGTCTTAGATGGGATAATp.Gly818LeufsTer4p.G818Lfs*4protein_codingTCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STAG3insertionNonsense_Mutationnovelc.2030_2031insGCTCGGCTGAAGGACTGGGAGGGTCTGACAAGCp.Arg677_Phe678insLeuGlyTerArgThrGlyArgValTerGlnAlap.R677_F678insLG*RTGRV*QAprotein_codingTCGA-B6-A0I5-01Breastbreast invasive 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
10734STAG3DRUG RESISTANCEVEMURAFENIBVEMURAFENIB27500726
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