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Predicting Visual Disability in Glaucoma With Combinations of Vision Measures
Stephanie Lin1, Aleksandra Mihailovic1, Sheila K West1
1Ophthalmology, Johns Hopkins University/Wilmer Eye Institute, Baltimore, MD, USA.
Translational Vision Science & Technology
|April 20, 2018
Summary
Glaucoma vision is multidimensional. One to two visual tests, particularly visual field (VF) and contrast sensitivity (CS), sufficiently model activity limitations in glaucoma patients.
Area of Science:
- Ophthalmology
- Vision Science
- Gerontology
Background:
- Glaucoma is a leading cause of irreversible blindness.
- Understanding the dimensionality of vision in glaucoma is crucial for assessing disease impact.
- Existing visual measures may not fully capture the functional limitations experienced by patients.
Purpose of the Study:
- To determine the dimensionality of vision in glaucoma patients.
- To identify the optimal number and types of visual measures for modeling activity limitations.
- To assess the association between visual measures and quality of life in glaucoma.
Main Methods:
- Cross-sectional analysis of data from 150 older adults with glaucoma.
- Collected seven visual measures: integrated visual field (VF) sensitivity, visual acuity, contrast sensitivity (CS), area under the log CS function, color vision, stereoacuity, and visual acuity with noise.
- Employed principal component analysis for dimensionality and multivariable regression to model Glaucoma Quality of Life-15 (GQL-15) scores.
Main Results:
- All seven vision measures loaded onto a single principal component, explaining 56.9% of variance, indicating a multidimensional construct.
- Models using one, two, or three vision tests showed marginal increases in explained variance (adjusted R-squared up to 0.301).
- Contrast sensitivity (CS) was included in the best-performing models, suggesting its importance.
Conclusions:
- Vision in glaucoma is multidimensional, described by several correlated measures.
- Using more than two visual tests does not significantly enhance models of activity limitation.
- Visual field (VF) and contrast sensitivity (CS) are key measures for describing disability in glaucoma.
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