Establishment of a new vault prediction formula after implantable collamer lens implantation based on factor analysis of multi-modal ophthalmic parameters of anterior and posterior chamber.

IF 4.9 2区 医学 Q1 OPHTHALMOLOGY Clinical and Experimental Ophthalmology Pub Date : 2024-08-09 DOI:10.1111/ceo.14433
Yijia Xu, Fang Liu, Yuhao Ye, Zhe Zhang, Lingling Niu, Peijun Yao, Xiaoying Wang, Xingtao Zhou, Jing Zhao
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Abstract

Background: To establish a novel vault prediction formula after implantable collamer lens (ICL) implantation that considers both anterior and posterior chamber characteristics with multi-modal parameters.

Methods: A total of 103 and 65 eyes were included in the development and validation groups, respectively. Exploratory factor analysis was performed using data from optical coherence tomography and ultrasound biomicroscopy in the development group to synthesise summative factors with different clinical significance. Dominant original metrics with heavy loadings on significant factors (absolute value of the loading coefficient >0.5) were screened for multivariate linear regression models using a stepwise method. The newly derived formula was evaluated and compared to the NK and KS formulas in the validation group.

Results: Six factors (anterior chamber angle, horizontal width, lens, iris, iridociliary complex and ciliary body) were generated after dimension reduction via factor analysis. Factors 2 (horizontal width), 3 (lens), and 5 (iridociliary complex) had a significant influence on the vault. When dominant metrics on these factors were screened for further model building, ICL size, anterior chamber width, crystalline lens rise, iris curvature, and iris-ciliary process distance were retained in the final formula, with an adjusted R2 of 0.698, a median absolute error of 81.97 mm, and a root-mean-square error of 103.35 mm.

Conclusions: Multiple intraocular components, including the lens, iris, and ciliary body, play important roles in vault determination. The new formula exhibits good accuracy for vault predictions and ICL size recommendations.

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基于对前后房多模态眼科参数的因子分析,建立植入式准分子透镜植入术后新穹窿预测公式。
背景:建立一种新型的植入式有晶体眼人工晶体(ICL)术后穹窿预测公式:建立一种新型穹窿预测公式,通过多模态参数同时考虑植入式有晶体眼(ICL)的前房和后房特征:开发组和验证组分别包括 103 只和 65 只眼睛。利用开发组的光学相干断层扫描和超声生物显微镜数据进行探索性因子分析,归纳出具有不同临床意义的总结性因子。采用逐步法筛选出在重要因子上有较高载荷的主要原始指标(载荷系数绝对值大于 0.5),用于多变量线性回归模型。在验证组中对新得出的公式进行评估,并与 NK 和 KS 公式进行比较:结果:通过因子分析缩减尺寸后产生了六个因子(前房角、水平宽度、晶状体、虹膜、虹膜睫状体复合体和睫状体)。因素 2(水平宽度)、3(晶状体)和 5(虹膜睫状体复合体)对穹窿有显著影响。在筛选这些因素的主要指标以进一步建立模型时,ICL尺寸、前房宽度、晶状体上升、虹膜曲率和虹膜睫状体距离被保留在最终公式中,调整后的R2为0.698,中位绝对误差为81.97毫米,均方根误差为103.35毫米:结论:包括晶状体、虹膜和睫状体在内的多种眼内成分在穹窿测定中起着重要作用。新公式在预测穹窿和推荐 ICL 大小方面表现出良好的准确性。
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来源期刊
CiteScore
7.60
自引率
12.50%
发文量
150
审稿时长
4-8 weeks
期刊介绍: Clinical & Experimental Ophthalmology is the official journal of The Royal Australian and New Zealand College of Ophthalmologists. The journal publishes peer-reviewed original research and reviews dealing with all aspects of clinical practice and research which are international in scope and application. CEO recognises the importance of collaborative research and welcomes papers that have a direct influence on ophthalmic practice but are not unique to ophthalmology.
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