[参数统计在视敏度数据中的应用]。

Q3 Medicine
V I Siplivy, T E Borisenko, M Chedly
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引用次数: 0

摘要

在全球的临床研究中,采用对数符号的 ETDRS 图表被广泛用于测量视力。然而,测量结果的分布往往偏离正态分布,这限制了参数统计方法的适用性,而参数统计方法比非参数统计方法更强大。正如 J.W. Tukey 所描述的那样,在出现明显偏斜的情况下,原始数据可以通过不同的指数(λ)进行幂变换。最佳变换被认为是最能使数据正常化的变换。常用视敏度符号的公式与 Tukey 的幂函数族中的特定成员重合,但不超过一个符号(十进制:λ=-1.0;对数:λ=0)。目的:本研究使用 Tukey 的幂变换来确定最适合参数统计方法的视敏度符号:该研究分析了几项大型多中心研究的原始测量结果和重建视力数据:印度中部眼科和医学研究(CIEMS)--4711 名参与者;早期糖尿病视网膜病变治疗研究(ETDRS)--3710 名参与者;老年性眼病研究 2(AREDS2)--4203 名参与者。原始数据是通过使用 ETDRS 方案测量 100 名健康志愿者的双眼视力获得的。每项多中心研究的视力分布都是根据相应出版物中的直方图重建的:在所有情况下,最佳转换的指数都更接近十进制符号(-1.0)而不是对数符号(0):CIEMS--λ=-1.31;ETDRS--λ=-0.8;AREDS2--λ=-0.88;原始数据--λ=-1.66。在任何情况下,最佳变换都没有通过 Shapiro-Wilk 正态性检验。分析原始数据时得到的分布最接近正态分布,这可能是由于 Shapiro-Wilk 检验对重复值的敏感性:作者建议使用十进制符号对视力敏锐度数据进行统计处理和表述,因为它更适合参数统计方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
[Application of parametric statistics to visual acuity data].

ETDRS charts with logarithmic notation are widely used for measuring visual acuity in clinical studies worldwide. However, the distribution of measurement results often deviates from normal, limiting the applicability of parametric statistical methods, which are more powerful than the non-parametric ones. In cases of significant skewness, raw data can undergo power transformation with varying exponents (λ), as described by J.W. Tukey. The optimal transformation is considered the one that best normalizes the data. The formulas for common visual acuity notations coincide with specific members of Tukey's power function family to within a sign (decimal: λ=-1.0; logarithmic: λ=0).

Purpose: This study uses Tukey's power transformations to identify the visual acuity notation most suitable for parametric statistical methods.

Material and methods: The study analyzed both original measurement results and reconstructed visual acuity data from several large multicenter studies: the Central India Eye and Medical Study (CIEMS) - 4711 participants; the Early Treatment Diabetic Retinopathy Study (ETDRS) - 3710 participants; the Age-related Eye Disease Study 2 (AREDS2) - 4203 participants. Original data were obtained by measuring visual acuity in both eyes of 100 healthy volunteers using the ETDRS protocol. Visual acuity distribution for each multicenter study was reconstructed from histograms in the corresponding publications.

Results: In all cases, the exponent for the optimal transformation was closer to that for decimal notation (-1.0) than logarithmic notation (0): CIEMS - λ=-1.31; ETDRS - λ=-0.8; AREDS2 - λ=-0.88; original data - λ=-1.66. The optimal transformation did not pass the Shapiro-Wilk test for normality in any of the cases. The distribution closest to normal was obtained when analyzing the original data, likely due to the Shapiro-Wilk test's sensitivity to repeating values.

Conclusion: The authors recommend using decimal notation for the statistical processing and presentation of visual acuity data, as it is more appropriate for parametric statistical methods.

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来源期刊
Vestnik oftalmologii
Vestnik oftalmologii Medicine-Ophthalmology
CiteScore
0.80
自引率
0.00%
发文量
129
期刊介绍: The journal publishes materials on the diagnosis and treatment of eye diseases, hygiene of vision, prevention of ophthalmic affections, history of Russian ophthalmology, organization of ophthalmological aid to the population, as well as the problems of special equipment. Original scientific articles and surveys on urgent problems of theory and practice of Russian and foreign ophthalmology are published. The journal contains book reviews on ophthalmology, information on the activities of ophthalmologists" scientific societies, chronicle of congresses and conferences.The journal is intended for ophthalmologists and scientific workers dealing with clinical problems of diseases of the eye and physiology of vision.
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