Achim Langenbucher, Jascha Wendelstein, Nóra Szentmáry, Alan Cayless, Peter Hoffmann, Guillaume Debellmaniere, Damien Gatinel
{"title":"Performance of a simplified strategy for formula constant optimisation in intraocular lens power calculation","authors":"Achim Langenbucher, Jascha Wendelstein, Nóra Szentmáry, Alan Cayless, Peter Hoffmann, Guillaume Debellmaniere, Damien Gatinel","doi":"10.1111/aos.16692","DOIUrl":null,"url":null,"abstract":"PurposeTo investigate the performance of a simple prediction scheme for the formula constants optimised for a mean refractive prediction error.MethodsAnalysis based on a dataset of 888 eyes before and after cataract surgery with IOL implantation (Hoya Vivinex). IOLMaster 700 biometric data, power of the implanted lens and postoperative spherical equivalent refraction were used to calculate the optimised constants (.)<jats:sub>opt</jats:sub> for SRKT, HofferQ, Holladay and Haigis formula with an iterative nonlinear optimisation. For detuning start values by ±1.5 from (.)<jats:sub>opt</jats:sub>, the predicted formula constants (.)<jats:sub>pred</jats:sub> were calculated and compared with (.)<jats:sub>opt</jats:sub>. Formula performance metrics mean (MPE), median (MEDPE), mean absolute (MAPE), median absolute (MEDAPE), root mean squared (RMSPE) and standard deviation (SDPE) of the formula prediction error were analysed for (.)<jats:sub>opt</jats:sub> and (.)<jats:sub>pred</jats:sub>.Results(.)<jats:sub>pred</jats:sub> – (.)<jats:sub>opt</jats:sub> showed a 2nd order parabolic behaviour with maximal deviations up to 0.09 at the tails of detuning and a minimal deviation up to −0.01 for all formulae. The performance curves of different metrics of PE as functions of detuning variations show that the formula constants for zeroing MPE and MEDPE yield almost identical formula constants, optimisation for MAPE, MEDAPE and RMSPE yielded formula constants very close to (.)<jats:sub>opt</jats:sub>, and optimisation for SDPE could result in formula constants up to 0.5 off (.)<jats:sub>opt</jats:sub> which is unacceptable for clinical use.ConclusionThis simple prediction scheme for formula constant optimisation for zero mean refraction error performs excellently in our monocentric dataset, even for larger deviations of the start value from (.)<jats:sub>opt</jats:sub>. Further studies with multicentric data and larger sample sizes are required to investigate the performance in a clinical setting further.","PeriodicalId":6915,"journal":{"name":"Acta Ophthalmologica","volume":"44 1","pages":""},"PeriodicalIF":3.0000,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Acta Ophthalmologica","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1111/aos.16692","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"OPHTHALMOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
PurposeTo investigate the performance of a simple prediction scheme for the formula constants optimised for a mean refractive prediction error.MethodsAnalysis based on a dataset of 888 eyes before and after cataract surgery with IOL implantation (Hoya Vivinex). IOLMaster 700 biometric data, power of the implanted lens and postoperative spherical equivalent refraction were used to calculate the optimised constants (.)opt for SRKT, HofferQ, Holladay and Haigis formula with an iterative nonlinear optimisation. For detuning start values by ±1.5 from (.)opt, the predicted formula constants (.)pred were calculated and compared with (.)opt. Formula performance metrics mean (MPE), median (MEDPE), mean absolute (MAPE), median absolute (MEDAPE), root mean squared (RMSPE) and standard deviation (SDPE) of the formula prediction error were analysed for (.)opt and (.)pred.Results(.)pred – (.)opt showed a 2nd order parabolic behaviour with maximal deviations up to 0.09 at the tails of detuning and a minimal deviation up to −0.01 for all formulae. The performance curves of different metrics of PE as functions of detuning variations show that the formula constants for zeroing MPE and MEDPE yield almost identical formula constants, optimisation for MAPE, MEDAPE and RMSPE yielded formula constants very close to (.)opt, and optimisation for SDPE could result in formula constants up to 0.5 off (.)opt which is unacceptable for clinical use.ConclusionThis simple prediction scheme for formula constant optimisation for zero mean refraction error performs excellently in our monocentric dataset, even for larger deviations of the start value from (.)opt. Further studies with multicentric data and larger sample sizes are required to investigate the performance in a clinical setting further.
期刊介绍:
Acta Ophthalmologica is published on behalf of the Acta Ophthalmologica Scandinavica Foundation and is the official scientific publication of the following societies: The Danish Ophthalmological Society, The Finnish Ophthalmological Society, The Icelandic Ophthalmological Society, The Norwegian Ophthalmological Society and The Swedish Ophthalmological Society, and also the European Association for Vision and Eye Research (EVER).
Acta Ophthalmologica publishes clinical and experimental original articles, reviews, editorials, educational photo essays (Diagnosis and Therapy in Ophthalmology), case reports and case series, letters to the editor and doctoral theses.