A genetic risk score and number of myopic parents independently predict myopia

折射误差 线性回归 医学 纵向研究 均方预测误差 回顾性队列研究 回归分析 人口学 眼科 儿科 数学 统计 内科学 视力 病理 社会学
作者
Neema Ghorbani‐Mojarrad,Cathy Williams,Jeremy A. Guggenheim
出处
期刊:Ophthalmic and Physiological Optics [Wiley]
卷期号:38 (5): 492-502 被引量:53
标识
DOI:10.1111/opo.12579
摘要

Abstract Purpose To investigate whether a genetic risk score ( GRS ) improved performance of predicting refractive error compared to knowing a child's number of myopic parents ( NMP ) alone. Methods This was a retrospective analysis of data from the Avon Longitudinal Study of Parents and Children ( ALSPAC ) birth cohort study. Refractive error was assessed longitudinally between age 7–15 using non‐cycloplegic autorefraction. Genetic variants ( n = 149) associated with refractive error from a Consortium for Refractive Error And Myopia (CREAM) genome‐wide association study were used to calculate a GRS for each child. Using refractive error at ages 7 and 15 years as the outcome variable, coefficient of determination ( R 2 ) values were calculated via linear regression models for the predictors: NMP , GRS and a combined model. Results Number of myopic parents was weakly predictive of refractive error in children aged 7 years, R 2 = 3.0% (95% CI 1.8–4.1%, p < 0.0001) and aged 15 years, R 2 = 4.8% (3.1–6.5%, p < 0.0001). The GRS was also weakly predictive; age 7 years, R 2 = 1.1% (0.4–1.9%, p < 0.0001) and 15 years R 2 = 2.6% (1.3–3.9%, p < 0.0001). Combining the 2 variables gave larger R 2 values at age 7, R 2 = 3.7% (2.5–5.0%, p < 0.0001) and 15, R 2 = 7.0% (5.0–9.0%, p < 0.0001). The combined model improved performance at both ages (both p < 0.0001). Conclusion A GRS improved the ability to detect children at risk of myopia independently of knowing the NMP . We speculate this may be because NMP captures information concerning environmental risk factors for myopia. Nevertheless, further gains are required to make such predictive tests worthwhile in the clinical environment.
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