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DOI 10.1142/s0219720025500234

Медицинская библиотека · Journal of bioinformatics and computational biology · 2025

Mendelian randomization and AlphaFold3 analysis suggest putative causal plasma proteins in graves' disease.

Deng Bin, Liao Zhanlin, Huang Liangzhi, Chen Ting, Chen Qiao, Zhong Shuai, Huang Zugui

СтатьяПеревод пока не подготовлен

Аннотация

Graves' disease (GD) is a common autoimmune disorder. However, the circulating proteins that causally drive its pathogenesis remain largely unconfirmed by genetic evidence. Identifying such proteins is critical for developing novel therapeutics.

Methods

We performed a two-sample Mendelian randomization (MR) analysis using genetic instruments for 4907 plasma proteins and summary statistics from a GD genome-wide association study (GWAS) of European ancestry to identify causal proteins. We subsequently conducted protein-protein interaction (PPI) network analysis and used AlphaFold3 to model the structural impact of a key variant, rs41271951, in the top candidate protein, cathepsin S (CTSS).

Results

MR analysis identified 23 plasma proteins with putative causal effects on GD risk. Among these, CD5L showed the strongest evidence for colocalization (posterior [Formula: see text]), suggesting a shared causal variant. Network analysis revealed that these proteins converge on a novel complement-ECM-coagulation axis in GD pathogenesis. CTSS emerged as a central hub in this network. AlphaFold3 modeling suggested that the CTSS variant rs41271951 (p.Val7Ala), located within the signal peptide, induces subtle structural perturbations. The primary and most plausible consequence is a reduction in CTSS secretion and circulating levels, as supported by the pQTL data.

Conclusion

This multi-omics analysis proposes a novel complement-ECM-coagulation axis in GD. By structurally and functionally linking reduced CTSS abundance and secretion to genetic variation, we identify CTSS as a potential candidate for therapeutic repurposing in GD.

Для цитирования: Deng Bin, Liao Zhanlin, Huang Liangzhi, Chen Ting, Chen Qiao, Zhong Shuai, Huang Zugui. Mendelian randomization and AlphaFold3 analysis suggest putative causal plasma proteins in graves' disease.. Journal of bioinformatics and computational biology. 2025. DOI: 10.1142/s0219720025500234.

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