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Published on: September 20, 2024
Exploration of shared diagnostic genes and mechanisms between crohn's disease and ischemic stroke by integrated
Chunlin Ren1, Xinmin Li2, Fangjie Yang1
1Rehabilitation Medicine College, Henan University of Chinese Medicine, 156 JinShui East Road, Zhengzhou, Henan, China.
Insights
Investigating shared genes between Crohn's disease (CD) and ischemic stroke (IS) reveals toll-like receptor (TLR) pathways. TLR2 and TLR8 show diagnostic potential for this comorbidity.
Area of Science:
- Genomics and Bioinformatics
- Immunology
- Computational Biology
Background:
- Crohn's disease (CD) is linked to an elevated risk of ischemic stroke (IS), yet the underlying biological mechanisms are not fully understood.
- Understanding comorbidities like CD-IS is crucial for elucidating complex disease mechanisms and improving patient outcomes.
Purpose of the Study:
- To identify shared diagnostic genes between CD and IS.
- To explore the molecular mechanisms and pathways implicated in the CD-IS comorbidity.
- To discover potential diagnostic biomarkers and therapeutic targets for CD-IS.
Main Methods:
- Utilized bioinformatics and machine learning on Gene Expression Omnibus data for CD and IS.
- Employed differential expression analysis, weighted gene co-expression network analysis (WGCNA), and protein-protein interaction networks.
- Performed functional enrichment, single-cell RNA sequencing, immune cell infiltration analysis, competing endogenous RNA network construction, and Mendelian randomization.
Main Results:
- Identified 20 shared genes, with the toll-like receptor (TLR) signaling pathway highlighted as critical.
- TLR2 and TLR8 emerged as core genes with significant diagnostic value (AUC > 0.80).
- rs73221365 polymorphism associated with both CD and IS; Resveratrol hexanoic acid identified as a potential therapeutic candidate.
Conclusions:
- TLR-mediated inflammatory responses play a pivotal role in the pathophysiology of CD-IS comorbidity.
- TLR2 and TLR8 represent promising diagnostic biomarkers for CD-IS.
- Findings provide a basis for developing precise diagnostics and targeted therapies for this comorbidity.
Abstract:
Investigating comorbidities of ischemic stroke (IS) enhances understanding of its intricate mechanisms. Crohn's disease (CD) is associated with an increased risk of IS, but the underlying mechanisms remain unclear. This study aims to identify shared diagnostic genes and explore the mechanisms underlying CD-IS comorbidity using bioinformatics and machine learning approaches. Gene expression data for CD and IS were obtained from the Gene Expression Omnibus. Shared genes were identified through differential expression and weighted gene co-expression network analyses (WGCNA). Functional enrichment analyses highlighted key biological pathways. Core genes were screened via machine learning algorithms and protein-protein interaction networks. Diagnostic nomograms were constructed, and single-cell RNA sequencing was used to characterize expression patterns of core genes. Immune cell infiltration was quantified using CIBERSORT, and a competing endogenous RNA network was built based on TarBase and SpongeScan databases. Mendelian randomization was performed to assess causal associations between core genes and disease risk. Candidate drugs were predicted using the Drug-Gene Interaction Database and validated through molecular docking. Twenty shared genes were identified through differential expression analysis and WGCNA. The toll-like receptor (TLR) signaling pathway was identified as a key pathway in CD-IS comorbidity. TLR2 and TLR8 were identified as core genes, with strong diagnostic performance (AUC > 0.80). The polymorphism of rs73221365 was associated with both CD and IS. Resveratrol hexanoic acid was a potential therapeutic candidate for CD-IS comorbidity. This study highlights the critical role of TLR-mediated inflammatory responses in CD-IS comorbidity. TLR2 and TLR8 may serve as promising diagnostic biomarkers. These findings advance understanding of the shared pathophysiology in CD-IS comorbidity and provide a foundation for developing precise diagnostics and targeted therapies.
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