State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Vision Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, China.
Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill.
JAMA Ophthalmol. 2024 Feb 1;142(2):115-122. doi: 10.1001/jamaophthalmol.2023.6015.
China has experienced both rapid urbanization and major increases in myopia prevalence. Previous studies suggest that green space exposure reduces the risk of myopia, but the association between myopia risk and specific geometry and distribution characteristics of green space has yet to be explored. These must be understood to craft effective interventions to reduce myopia.
To evaluate the associations between myopia and specific green space morphology using novel quantitative data from high-resolution satellite imaging.
DESIGN, SETTING, AND PARTICIPANTS: This prospective cohort study included students grades 1 to 4 (aged 6 to 9 years) in Shenzhen, China. Baseline data were collected in 2016-2017, and students were followed up in 2018-2019. Data were analyzed from September 2020 to January 2022.
Eight landscape metrics were calculated using land cover data from high-resolution Gaofen-2 satellite images to measure area, aggregation, and shape of green space.
The 2-year cumulative change in myopia prevalence at each school and incidence of myopia at the student level after 2 years were calculated as main outcomes. The associations between landscape metrics and school myopia were assessed, controlling for geographical, demographic, and socioeconomic factors. Principal component analyses were performed to further assess the joint effect of landscape metrics at the school and individual level.
A total of 138 735 students were assessed at baseline. Higher proportion, aggregation, and better connectivity of green space were correlated with slower increases in myopia prevalence. In the principal component regression, a 1-unit increase in the myopia-related green space morphology index (the first principal component) was negatively associated with a 1.7% (95% CI, -2.7 to -0.6) decrease in myopia prevalence change at the school level (P = .002). At the individual level, a 1-unit increase in myopia-related green space morphology index was associated with a 9.8% (95% CI, 4.1 to 15.1) reduction in the risk of incident myopia (P < .001), and the association remained after further adjustment for outdoor time, screen time, reading time, and parental myopia (adjusted odds ratio, 0.88; 95% CI, 0.80 to 0.97; P = .009).
Structure of green space was associated with a decreased relative risk of myopia, which may provide guidance for construction and renovation of schools. Since risk estimates only indicate correlations rather than causation, further interventional studies are needed to assess the effect on school myopia of urban planning and environmental designs, especially size and aggregation metrics of green space, on school myopia.
中国经历了快速的城市化和近视患病率的大幅上升。先前的研究表明,绿地暴露可以降低近视的风险,但绿地的特定形态和分布特征与近视风险之间的关系仍有待探索。为了制定有效的干预措施来降低近视,必须了解这些特征。
使用高分辨率卫星成像的新型定量数据评估近视与特定绿地形态之间的关系。
设计、设置和参与者:这是一项在中国深圳进行的 1 至 4 年级(6 至 9 岁)学生的前瞻性队列研究。基线数据收集于 2016-2017 年,并于 2018-2019 年进行了随访。数据分析于 2020 年 9 月至 2022 年 1 月进行。
使用高分辨率高分二号卫星图像的土地覆盖数据计算了 8 个景观指标,以衡量绿地的面积、聚集度和形状。
计算了每个学校的近视患病率 2 年累积变化率和学生层面 2 年后近视的发病率作为主要结果。在校正地理、人口统计学和社会经济因素后,评估了景观指标与学校近视之间的关系。进行主成分分析以进一步评估学校和个体层面景观指标的联合效应。
共评估了 138735 名学生的基线数据。较高的绿地比例、聚集度和更好的连通性与近视患病率的增长速度较慢相关。在主成分回归中,与近视相关的绿地形态指数(第一主成分)每增加 1 个单位,学校层面近视患病率变化降低 1.7%(95%CI,-2.7 至 -0.6)(P=0.002)。在个体层面,与近视相关的绿地形态指数每增加 1 个单位,近视风险降低 9.8%(95%CI,4.1 至 15.1)(P<0.001),并且在校正户外活动时间、屏幕时间、阅读时间和父母近视后,该关联仍然存在(调整后的优势比,0.88;95%CI,0.80 至 0.97;P=0.009)。
绿地结构与近视风险降低相关,这可能为学校的规划和设计提供指导。由于风险估计仅表明相关性而不是因果关系,因此需要进一步的干预研究来评估城市规划和环境设计对学校近视的影响,特别是绿地的大小和聚集度指标。