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Title: Cross-population validation of the PreMO risk indicator for predicting myopia onset in children
Authors: Fulton, JM
Leung, TW 
McCullough, SJ
Saunders, KJ
Logan, NS
Lam, CSY 
Doyle, L
Issue Date: Jan-2025
Source: Ophthalmic and physiological optics, Jan. 2025, v. 45, no. 1, p. 89-99
Abstract: Purpose: The Predicting Myopia Onset and progression (PreMO) risk indicator, developed using data generated from white children in the UK, incorporates age, spherical equivalent refraction (SER), axial length (AL) and parental myopia to stratify the likelihood of developing myopia. This study evaluated the PreMO's predictive accuracy using prospective datasets from independent samples of children in Hong Kong (HK) and an ethnically diverse cohort of children in the United Kingdom.
Methods: Non-myopic children (SER > –0.50 D) aged 6–8 and 9–10 years were scored using the PreMO risk indicator framework, integrating baseline cycloplegic SER, AL and parental myopia data. Scores were assigned risk categories as follows: 0 = no risk, 1–3 = low risk, 4–6 = moderate risk and 7–9 = high risk. SER at ≥15 years of age was used to define refractive outcomes as ‘myopic’ or ‘not myopic’.
PreMO's predictive accuracy was analysed via Receiver Operator Characteristic curves, with Youden's J-Index identifying the optimal risk score threshold. Sensitivity, specificity and area under the curve were determined and compared with those of singular predictors, that is, SER < +0.75 D and AL ≥ 23.07 mm at 6–8 years.
Results: In the cohort of children aged 6–8 years, a PreMO risk score ≥ 4 exhibited high sensitivity in predicting myopia onset in UK (0.97) and HK (0.94) children, with high specificity in UK (0.96) and moderate specificity in HK (0.64) children. In UK children aged 6–8 years, the PreMO outperformed singular predictors such as SER and AL. Among HK children aged 9–10 years, the PreMO score maintained high sensitivity (0.90) and moderate specificity (0.72).
Conclusions: A PreMO risk score ≥ 4 is a strong predictive indicator for future myopia onset, particularly in UK children. Despite high sensitivity in both UK and HK cohorts, specificity varied, indicating the need for contextual application of the tool, particularly in pre-myopic Asian children.
Keywords: Myopia
Myopia onset
Myopia prediction
Pre-myopia
PreMO risk indicator
Risk of myopia
Publisher: Wiley-Blackwell
Journal: Ophthalmic and physiological optics 
ISSN: 0275-5408
EISSN: 1475-1313
DOI: 10.1111/opo.13416
Rights: © 2024 The Author(s). Ophthalmic and Physiological Optics published by John Wiley & Sons Ltd on behalf of College of Optometrists.
This is an open access article under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
The following publication Fulton JM, Leung TW, McCullough SJ, Saunders KJ, Logan NS, Lam CSY, et al. Cross-population validation of the PreMO risk indicator for predicting myopia onset in children. Ophthalmic Physiol Opt. 2025; 45: 89–99 is available at https://doi.org/10.1111/opo.13416.
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