학술논문

Active Learning to Characterize the Full Contrast Sensitivity Function in Cataracts
Document Type
Clinical report
Source
Clinical Ophthalmology. September 30, 2022, Vol. 16, p3109, 10 p.
Subject
Data warehousing/data mining
Medical centers -- Comparative analysis
Decision-making -- Comparative analysis
Medical colleges -- Comparative analysis
Cataract -- Comparative analysis
Data mining -- Comparative analysis
Language
English
ISSN
1177-5483
Abstract
Background: To characterize contrast sensitivity function (CSF) in cataractous and pseudophakic eyes compared to healthy control eyes using a novel quantitative CSF test with active learning algorithms. Methods: This is a prospective observational study at an academic medical center. CSF was measured in eyes with visually significant cataract, at least 2+ nuclear sclerosis (NS) and visual acuity (VA) [greater than or equal to] 20/50, in pseudophakic eyes and in healthy controls with no more than 1+ NS and no visual complaints, using the Manifold Contrast Vision Meter. Outcomes included Area under the Log CSF (AULCSF) and CS thresholds at 1, 1.5, 3, 6, 12, and 18 cycles per degree (cpd). A subgroup analysis as performed on cataract eyes with VA [greater than or equal to] 20/25. Results: A total of 167 eyes were included, 58 eyes in the cataract group, 77 controls, and 32 pseudophakic eyes with respective median AULCSF of 1.053 (0.352) vs 1.228 (0.318) vs 1.256 (0.360). In our multivariate regression model, cataract was associated with significantly reduced AULCSF (P= 0.04, [beta]= -0.11) and contrast threshold at 6 cpd (P= 0.01, [beta]= -0.16) compared to controls. Contrast threshold at 6 cpd was significantly reduced even in the subgroup of cataractous eyes with VA [greater than or equal to] 20/25 (P=0.02, [beta]=-0.16). Conclusion: The novel qCSF test detected disproportionate significant contrast deficits at 6 cpd in cataract eyes; this remained significant even in the cataractous eyes with VA [greater than or equal to] 20/25. CSF testing may enhance cataract evaluation and surgical decision-making, particularly in patients with subjective visual complaints despite good VA. Keywords: cataract, contrast sensitivity function, Contrast sensitivity, qCSF method
Introduction Cataract surgery is one of the most commonly performed surgical procedures in all of medicine with an estimated 3.5 million cataract surgeries being performed in the United States every [...]