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[Optical quality with ocular aberrations in young myopic eyes with machine learning]
1Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, Clinical College of Ophthalmology of Tianjin Medical University, Tianjin Eye Institute, Tianjin Key Laboratory of Ophthalmology and Visual Science, Tianjin 300020, China.
Summary
Higher-order ocular aberrations in myopia decrease and then increase with age, being lowest between 25-35 years. Astigmatism with the rule decreases, while against-the-rule astigmatism increases with age.
Area of Science:
- Ophthalmology
- Optometry
- Biomedical Engineering
Context:
- Age-related changes in ocular aberrations are crucial for understanding refractive error progression.
- Myopia and myopic astigmatism are common refractive errors influenced by various factors, including age.
- Wavefront aberrometry provides detailed analysis of lower- and higher-order aberrations.
Purpose:
- To investigate age-related trends in ocular aberrations using machine learning in a large cohort of myopic and myopic astigmatic patients.
- To identify age groups with minimum higher-order aberrations and analyze changes in astigmatism types with age.
Summary:
- This retrospective study analyzed wavefront data from 1,507 myopic and myopic astigmatic patients (ages 15-40).
- Higher-order aberrations generally decreased and then increased with age, with minimums observed between 25-35 years.
- Astigmatism with the rule decreased with age, while astigmatism against the rule and oblique astigmatism increased.
Impact:
- Provides insights into the natural progression of ocular aberrations throughout adulthood.
- Highlights the age group (25-35 years) with potentially optimal visual quality in terms of higher-order aberrations.
- Contributes to a better understanding of refractive error development and management strategies.
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