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Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis

机译:中国南方儿童屈光纵向增长的模式:聚类和主成分分析

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摘要

In the present study we attempt to use hypothesis-independent analysis in investigating the patterns in refraction growth in Chinese children, and to explore the possible risk factors affecting the different components of progression, as defined by Principal Component Analysis (PCA). A total of 637 first-born twins in Guangzhou Twin Eye Study with 6-year annual visits (baseline age 7–15 years) were available in the analysis. Cluster 1 to 3 were classified after a partitioning clustering, representing stable, slow and fast progressing groups of refraction respectively. Baseline age and refraction, paternal refraction, maternal refraction and proportion of two myopic parents showed significant differences across the three groups. Three major components of progression were extracted using PCA: “Average refraction”, “Acceleration” and the combination of “Myopia stabilization” and “Late onset of refraction progress”. In regression models, younger children with more severe myopia were associated with larger “Acceleration”. The risk factors of “Acceleration” included change of height and weight, near work, and parental myopia, while female gender, change of height and weight were associated with “Stabilization”, and increased outdoor time was related to “Late onset of refraction progress”. We therefore concluded that genetic and environmental risk factors have different impacts on patterns of refraction progression.
机译:在本研究中,我们尝试使用假设独立分析来研究中国儿童屈光发育的模式,并探讨影响主成分分析(PCA)定义的不同进展成分的可能危险因素。分析中共有637位广州双眼研究的初生双胞胎进行了6年的年度随访(基线年龄为7-15岁)。在分区聚类之后对聚类1至3进行分类,分别代表稳定,缓慢和快速进行的折射组。基线年龄和屈光度,父亲屈光度,母亲屈光度和两个近视父母的比例在三组中有显着差异。使用PCA提取了三个主要的进展成分:“平均屈光度”,“加速度”以及“近视稳定度”和“屈光度晚期发作”的组合。在回归模型中,近视较严重的幼儿与较大的“加速度”相关。 “加速”的危险因素包括身高和体重的变化,附近工作和父母近视,而女性,身高和体重的变化与“稳定”有关,而户外活动时间的增加与“屈光迟缓发作有关”。 ”。因此,我们得出结论,遗传和环境风险因素对验光进展模式有不同的影响。

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