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Article

Type 1 Diabetes and Cataracts: Investigating Mediating Effects of Serum Metabolites Using Bidirectional Mendelian Randomization

1
Shanghai Key Laboratory of Visual Impairment and Restoration, Eye Institute, Eye and Ear, Nose, and Throat Hospital of Fudan University, 83 Fenyang Road, Shanghai 200031, China
2
Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou 510080, China
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work.
Metabolites 2024, 14(11), 644; https://doi.org/10.3390/metabo14110644
Submission received: 10 October 2024 / Revised: 15 November 2024 / Accepted: 19 November 2024 / Published: 20 November 2024
(This article belongs to the Special Issue Metabolomics of the Eye and Adnexa)

Abstract

Purpose: To investigate the causal relationship between type 1 diabetes (T1D) and cataracts and to explore the mediating role of serum metabolites. Methods: This study employed bidirectional Mendelian randomization (MR) using genetic variants as instrumental variables to infer causality in both directions: from T1D to cataracts and cataracts to T1D. Genetic data for T1D, its complications, and cataracts were sourced from independent genome-wide association study (GWAS) datasets. A two-step multivariable MR combined with mediation analysis was conducted to evaluate the indirect effects of serum metabolites in the causal pathway from T1D to cataracts. Results: The MR analysis demonstrated a significant causal association between T1D and an increased risk of cataracts (OR = 1.01–1.05; p < 0.05). Further analysis showed that patients with T1D complications such as coma, ketoacidosis, nephropathy, and retinopathy exhibited a significantly higher risk of developing cataracts compared to those without complications. Sensitivity analyses upheld the robustness of these findings, with no evidence of heterogeneity or pleiotropy. Additionally, 102 serum metabolites were found to exhibit statistically significant mediation effects on cataract risk, with four (13-HODE + 9-HODE, 2-naphthol sulfate, docosadienoate (22:2n6), and X-12906) showing significant mediation effects. Specifically, 13-HODE + 9-HODE had a protective effect, while the other three metabolites were linked to an increased cataract risk. Conclusions: This study provides strong evidence of a causal link between T1D and cataracts, highlighting the mediating role of specific serum metabolites. These findings underscore the importance of early detection and management of cataracts in patients with T1D and suggest potential therapeutic targets for mitigating cataract risk. Further research should focus on replicating these findings in diverse populations and exploring the underlying metabolic pathways in greater detail.
Keywords: type 1 diabetes; cataracts; mendelian randomization; serum metabolites; genetic analysis type 1 diabetes; cataracts; mendelian randomization; serum metabolites; genetic analysis

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MDPI and ACS Style

Shi, Y.; Qin, J.; Li, Y.; Yang, J.; Lu, Y. Type 1 Diabetes and Cataracts: Investigating Mediating Effects of Serum Metabolites Using Bidirectional Mendelian Randomization. Metabolites 2024, 14, 644. https://doi.org/10.3390/metabo14110644

AMA Style

Shi Y, Qin J, Li Y, Yang J, Lu Y. Type 1 Diabetes and Cataracts: Investigating Mediating Effects of Serum Metabolites Using Bidirectional Mendelian Randomization. Metabolites. 2024; 14(11):644. https://doi.org/10.3390/metabo14110644

Chicago/Turabian Style

Shi, Yumeng, Jingxi Qin, Yankai Li, Jin Yang, and Yi Lu. 2024. "Type 1 Diabetes and Cataracts: Investigating Mediating Effects of Serum Metabolites Using Bidirectional Mendelian Randomization" Metabolites 14, no. 11: 644. https://doi.org/10.3390/metabo14110644

APA Style

Shi, Y., Qin, J., Li, Y., Yang, J., & Lu, Y. (2024). Type 1 Diabetes and Cataracts: Investigating Mediating Effects of Serum Metabolites Using Bidirectional Mendelian Randomization. Metabolites, 14(11), 644. https://doi.org/10.3390/metabo14110644

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