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Lin WP, Wu LY, Li WK, Lin WR, Wu R, White L, Abass R, Alanazi R, Towler J, Davies J, Abass A. Can AI Predict the Magnitude and Direction of Ortho-K Contact Lens Decentration to Limit Induced HOAs and Astigmatism? J Clin Med 2024; 13:5420. [PMID: 39336906 PMCID: PMC11432668 DOI: 10.3390/jcm13185420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Revised: 09/09/2024] [Accepted: 09/10/2024] [Indexed: 09/30/2024] Open
Abstract
Background: The aim is to investigate induced higher-order aberrations (HOA)s and astigmatism as a result of non-toric ortho-k lens decentration and utilise artificial intelligence (AI) to predict its magnitude and direction. Methods: Medmont E300 Video topographer was used to scan 249 corneas before and after ortho-k wear. Custom-built MATLAB codes extracted topography data and determined lens decentration from the boundary and midpoint of the central flattened treatment zone (TZ). An evaluation was carried out by conducting Zernike polynomial fittings via a computer-coded digital signal processing procedure. Finally, an AI-based machine learning neural network algorithm was developed to predict the direction and magnitude of TZ decentration. Results: Analysis of the first 21 Zernike polynomial coefficients indicate that the four low-order and four higher-order aberration terms were changed significantly by ortho-k wear. While baseline astigmatism was not correlated with lens decentration (R = 0.09), post-ortho-k astigmatism was moderately correlated with decentration (R = 0.38) and the difference in astigmatism (R = 0.3). Decentration was classified into three groups: ≤0.50 mm, reduced astigmatism by -0.9 ± 1 D; 0.5~1 mm, increased astigmatism by 0.8 ± 0.1 D; >1 mm, increased astigmatism by 2.7 ± 1.6 D and over 50% of lenses were decentred >0.5 mm. For lenses decentred >1 mm, 29.8% of right and 42.7% of left lenses decentred temporal-inferiorly and 13.7% of right and 9.4% of left lenses decentred temporal-superiorly. AI-based prediction successfully identified the decentration direction with accuracies of 70.2% for right and 71.8% for left lenses and predicted the magnitude of decentration with root-mean-square (RMS) of 0.31 mm and 0.25 mm for right and left eyes, respectively. Conclusions: Ortho-k lens decentration is common when fitting non-toric ortho-k lenses, resulting in induced HOAs and astigmatism, with the magnitude being related to the amount of decentration. AI-based algorithms can effectively predict decentration, potentially allowing for better control over ortho-k fitting and, thus, preferred clinical outcomes.
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Affiliation(s)
- Wen-Pin Lin
- Department of Optometry, University of Kang Ning, Taipei 11485, Taiwan
- Research and Development Centre, Brighten Optix Corporation, Taipei 111, Taiwan
| | - Lo-Yu Wu
- Research and Development Centre, Brighten Optix Corporation, Taipei 111, Taiwan
- Department of Optometry, Mackay Medical College, New Taipei 252, Taiwan
| | - Wen-Kai Li
- Research and Development Centre, Brighten Optix Corporation, Taipei 111, Taiwan
- Department of Power Mechanical Engineering, Nation Tsing Hua University, Hsinchu 300, Taiwan
| | - Wei-Ren Lin
- Department of Optometry, University of Kang Ning, Taipei 11485, Taiwan
| | - Richard Wu
- Research and Development Centre, Brighten Optix Corporation, Taipei 111, Taiwan
- College of Optometry, Pacific University, Forest Grove, OR 97116, USA
| | - Lynn White
- Research and Development Department, LWVision, Leicester LE18 1DF, UK
| | - Rowan Abass
- Wirral Grammar School for Girls, Bebington CH63 3AF, UK
| | - Rami Alanazi
- Department of Materials, Design and Manufacturing Engineering, School of Engineering, University of Liverpool, Liverpool L69 3GH, UK
| | - Joseph Towler
- Department of Materials, Design and Manufacturing Engineering, School of Engineering, University of Liverpool, Liverpool L69 3GH, UK
- Department of Eye and Vision, Institute of Life Course and Medical Sciences, University of Liverpool, Liverpool L7 8TX, UK
| | - Jay Davies
- Department of Materials, Design and Manufacturing Engineering, School of Engineering, University of Liverpool, Liverpool L69 3GH, UK
| | - Ahmed Abass
- Department of Materials, Design and Manufacturing Engineering, School of Engineering, University of Liverpool, Liverpool L69 3GH, UK
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Turnbull PRK, Goodman LK, Phillips JR. Dual-focus contact lenses for myopia control modify central retinal electrophysiology in humans. Ophthalmic Physiol Opt 2023; 43:1100-1109. [PMID: 37184059 DOI: 10.1111/opo.13163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 04/30/2023] [Accepted: 05/02/2023] [Indexed: 05/16/2023]
Abstract
INTRODUCTION Dual-focus contact lenses create two focal planes, one providing a clear retinal image while the other imposes myopic defocus on the retina to slow myopia progression. This study used global-flash multifocal electroretinogram (gmfERG) response amplitudes to compare central versus peripheral retinal responses under dual-focus conditions and to assess the optimal degree of myopic defocus compared with a single-vision control lens. METHODS Twenty participants each underwent three gmfERG trials, wearing a spectacle correction over dual-focus contact lenses with plano central power and peripheral secondary focal powers of either +2.00D, +4.00D or a plano single-vision lens. We compared amplitudes and latencies of the gmfERG direct and induced components (DC and IC) within participants, between the three different contact lens powers and at different retinal eccentricities (gmfERG ring). RESULTS We observed significant differences in the gmfERG responses between the single-vision and dual-focus contact lenses. Overall, DC amplitudes peaked between zero and +2.00D secondary power, while IC amplitudes were maximal between +2.00D and +4.00D. Compared with the single-vision control, the greatest increase in DC and IC amplitudes while wearing dual-focus lenses occurred within the central 10° of the retina. There was no interaction effect between gmfERG ring (eccentricity) and secondary power, and no difference in the latency of the gmfERG responses between different powers. CONCLUSION We found that dual-focus contact lenses with a +2.00D secondary power are close to that expected to induce the greatest increase in gmfERG responses relative to a single-vision lens. Dual-focus lenses produced the highest DC and IC response amplitudes relative to a single-vision lens in the central 10° of the retina. This suggests that dual-focus contact lenses slow myopia progression by modifying central rather than peripheral retinal activity.
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Affiliation(s)
- Philip R K Turnbull
- Myopia Laboratory, School of Optometry and Vision Science, The University of Auckland, Auckland, New Zealand
| | - Lucy K Goodman
- Myopia Laboratory, School of Optometry and Vision Science, The University of Auckland, Auckland, New Zealand
| | - John R Phillips
- Myopia Laboratory, School of Optometry and Vision Science, The University of Auckland, Auckland, New Zealand
- Department of Optometry, Asia University, Taichung, Taiwan
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Sánchez-González JM, De-Hita-Cantalejo C, Baustita-Llamas MJ, Sánchez-González MC, Capote-Puente R. The Combined Effect of Low-dose Atropine with Orthokeratology in Pediatric Myopia Control: Review of the Current Treatment Status for Myopia. J Clin Med 2020; 9:E2371. [PMID: 32722266 PMCID: PMC7465046 DOI: 10.3390/jcm9082371] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Revised: 06/30/2020] [Accepted: 07/23/2020] [Indexed: 12/21/2022] Open
Abstract
Pediatric myopia has become a major international public health concern. The prevalence of myopia has undergone a significant increase worldwide. The purpose of this review of the current literature was to evaluate the peer-reviewed scientific literature on the efficacy and safety of low-dose atropine treatment combined with overnight orthokeratology for myopia control. A search was conducted in Pubmed and Web of Science with the following search strategy: (atropine OR low-dose atropine OR 0.01% atropine) AND (orthokeratology OR ortho-k) AND (myopia control OR myopia progression). All included studies improved myopia control by the synergistic effect of orthokeratology with low-dose atropine, compared with orthokeratology treatment alone. All studies included a short or medium follow-up period; therefore longer-term studies are necessary to validate these results.
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Affiliation(s)
- José-María Sánchez-González
- Department of Physics of Condensed Matter, Optics Area, University of Seville, 41012 Seville, Spain; (C.D.-H.-C.); (M.-J.B.-L.); (M.C.S.-G.); (R.C.-P.)
- Department of Ophthalmology & Optometry, Tecnolaser Clinic Vision, 41018 Seville, Spain
| | - Concepción De-Hita-Cantalejo
- Department of Physics of Condensed Matter, Optics Area, University of Seville, 41012 Seville, Spain; (C.D.-H.-C.); (M.-J.B.-L.); (M.C.S.-G.); (R.C.-P.)
| | - María-José Baustita-Llamas
- Department of Physics of Condensed Matter, Optics Area, University of Seville, 41012 Seville, Spain; (C.D.-H.-C.); (M.-J.B.-L.); (M.C.S.-G.); (R.C.-P.)
| | - María Carmen Sánchez-González
- Department of Physics of Condensed Matter, Optics Area, University of Seville, 41012 Seville, Spain; (C.D.-H.-C.); (M.-J.B.-L.); (M.C.S.-G.); (R.C.-P.)
| | - Raúl Capote-Puente
- Department of Physics of Condensed Matter, Optics Area, University of Seville, 41012 Seville, Spain; (C.D.-H.-C.); (M.-J.B.-L.); (M.C.S.-G.); (R.C.-P.)
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