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Postoperative vault prediction for phakic implantable collamer lens surgery: LASSO formulas

To develop and evaluate reliable formulas for predicting postoperative vault more accurately after implantable collamer lens (ICL) surgery in a White patient population with varying degrees of ametropia. SETTING: Private clinical practice. DESIGN: Retrospective analysis on dataset split into a separ...

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Autores principales: Rocamora, Leandro, Orlando, José I., Lwowski, Christoph, Kohnen, Thomas, Mertens, Erik, Van Keer, Karel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Wolters Kluwer 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9872858/
https://www.ncbi.nlm.nih.gov/pubmed/36255226
http://dx.doi.org/10.1097/j.jcrs.0000000000001079
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author Rocamora, Leandro
Orlando, José I.
Lwowski, Christoph
Kohnen, Thomas
Mertens, Erik
Van Keer, Karel
author_facet Rocamora, Leandro
Orlando, José I.
Lwowski, Christoph
Kohnen, Thomas
Mertens, Erik
Van Keer, Karel
author_sort Rocamora, Leandro
collection PubMed
description To develop and evaluate reliable formulas for predicting postoperative vault more accurately after implantable collamer lens (ICL) surgery in a White patient population with varying degrees of ametropia. SETTING: Private clinical practice. DESIGN: Retrospective analysis on dataset split into a separate training and test set. METHODS: 115 eyes of 59 patients were used to train regression models predicting postoperative vault based on anterior segment optical coherence tomography (OCT) parameters (Least Absolute Shrinkage and Selection Operator [LASSO]-OCT formula), ocular biometry data (LASSO-Biometry formula), or data from both devices (LASSO-Full formula). The performance of these models was evaluated against the manufacturer's nomogram (Online Calculation and Ordering System [OCOS]) and Nakamura 1 (NK1) and 2 (NK2) formulas on a matched separate test set of 37 eyes of 19 patients. RESULTS: The mean preoperative spherical equivalent was −5.32 ± 3.37 (range: +3.75 to −17.375 diopters). The mean absolute errors of the estimated vs achieved postoperative vault for the LASSO-Biometry, LASSO-OCT, and LASSO-Full formulas were 144.1 ± 107.9 μm, 145.6 ± 100.6 μm, and 132.0 ± 86.6 μm, respectively. These results were significantly lower compared with the OCOS, NK1, and NK2 formulas (P < .006). Postoperative vault could be estimated within 500 μm in 97.3% (LASSO-Biometry) to 100% of cases (LASSO-OCT and LASSO-Full). CONCLUSIONS: The LASSO suite provided a set of powerful, reproducible yet convenient ICL sizing formulas with state-of-the-art performance in White patients, including those with low to moderate degrees of myopia. The calculator can be accessed at http://icl.emmetropia.be.
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spelling pubmed-98728582023-01-27 Postoperative vault prediction for phakic implantable collamer lens surgery: LASSO formulas Rocamora, Leandro Orlando, José I. Lwowski, Christoph Kohnen, Thomas Mertens, Erik Van Keer, Karel J Cataract Refract Surg Article To develop and evaluate reliable formulas for predicting postoperative vault more accurately after implantable collamer lens (ICL) surgery in a White patient population with varying degrees of ametropia. SETTING: Private clinical practice. DESIGN: Retrospective analysis on dataset split into a separate training and test set. METHODS: 115 eyes of 59 patients were used to train regression models predicting postoperative vault based on anterior segment optical coherence tomography (OCT) parameters (Least Absolute Shrinkage and Selection Operator [LASSO]-OCT formula), ocular biometry data (LASSO-Biometry formula), or data from both devices (LASSO-Full formula). The performance of these models was evaluated against the manufacturer's nomogram (Online Calculation and Ordering System [OCOS]) and Nakamura 1 (NK1) and 2 (NK2) formulas on a matched separate test set of 37 eyes of 19 patients. RESULTS: The mean preoperative spherical equivalent was −5.32 ± 3.37 (range: +3.75 to −17.375 diopters). The mean absolute errors of the estimated vs achieved postoperative vault for the LASSO-Biometry, LASSO-OCT, and LASSO-Full formulas were 144.1 ± 107.9 μm, 145.6 ± 100.6 μm, and 132.0 ± 86.6 μm, respectively. These results were significantly lower compared with the OCOS, NK1, and NK2 formulas (P < .006). Postoperative vault could be estimated within 500 μm in 97.3% (LASSO-Biometry) to 100% of cases (LASSO-OCT and LASSO-Full). CONCLUSIONS: The LASSO suite provided a set of powerful, reproducible yet convenient ICL sizing formulas with state-of-the-art performance in White patients, including those with low to moderate degrees of myopia. The calculator can be accessed at http://icl.emmetropia.be. Wolters Kluwer 2023-02 2022-10-14 /pmc/articles/PMC9872858/ /pubmed/36255226 http://dx.doi.org/10.1097/j.jcrs.0000000000001079 Text en Copyright © 2022 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of ASCRS and ESCRS https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) , where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal.
spellingShingle Article
Rocamora, Leandro
Orlando, José I.
Lwowski, Christoph
Kohnen, Thomas
Mertens, Erik
Van Keer, Karel
Postoperative vault prediction for phakic implantable collamer lens surgery: LASSO formulas
title Postoperative vault prediction for phakic implantable collamer lens surgery: LASSO formulas
title_full Postoperative vault prediction for phakic implantable collamer lens surgery: LASSO formulas
title_fullStr Postoperative vault prediction for phakic implantable collamer lens surgery: LASSO formulas
title_full_unstemmed Postoperative vault prediction for phakic implantable collamer lens surgery: LASSO formulas
title_short Postoperative vault prediction for phakic implantable collamer lens surgery: LASSO formulas
title_sort postoperative vault prediction for phakic implantable collamer lens surgery: lasso formulas
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9872858/
https://www.ncbi.nlm.nih.gov/pubmed/36255226
http://dx.doi.org/10.1097/j.jcrs.0000000000001079
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