ArticleScientific reports2024
Mendelian randomization reveals that abnormal lipid metabolism mediates the causal relationship between body mass index and keratoconus.
Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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Who cites it
4 citing papers in PubMed.
- Obesity and Keratoconus: A Mediation Study Based on the Chinese Keratoconus Cohort.Translational vision science & technology · 2026Article
- Investigation of region-of-interest-based functional connectivity within the default mode network among adolescents with depression complicated by obesity.BMC psychiatry · 2025Article
- Evaluating the impact of gut microbiota, circulating cytokines and plasma metabolites on febrile seizure risk in Mendelian randomization study.Scientific reports · 2025Article
- Correlation of tear cortisol levels with morphological and biomechanical parameters of keratoconus.Frontiers in medicine · 2025Article
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Authors and funding
10 authors.
Funding
Abstract
Previous studies suggest that a high body mass index (BMI) may be a risk factor for keratoconus (KC), but the causal relationship remains unclear. This study used Mendelian randomization (MR) to investigate this connection and explore the mediating role of circulating serum metabolites and inflammatory factors in this association. Two-sample MR analysis was conducted to assess the relationship between BMI and KC. The study employed a two-step MR approach to evaluate the mediating roles of 91 inflammatory markers and 249 serum metabolites in the BMI-KC relationship. Inverse variance weighting (IVW) was the primary method, and multiple sensitivity analyses were performed to ensure robustness. IVW analysis revealed a positive causal relationship between BMI and KC (OR IVW = 1.811, 95% CI 1.005-3.262, P = 0.048). Although IL-12β and IL-4 were causally associated with KC, they did not mediate the BMI-KC relationship. Five serum metabolites were identified as potential mediators, with HDL cholesterol and triglyceride ratios showing significance. This study clarified the causal relationship between high BMI and KC, suggesting that high BMI may induce KC through lipid metabolism abnormalities. These findings underscore the importance of managing BMI for KC prevention.
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Registered trials
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