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部分亚洲国家慢性呼吸道疾病死亡率及其相关因素:来自面板误差修正模型的证据

Chronic respiratory disease mortality and its associated factors in selected Asian countries: evidence from panel error correction model.

作者信息

Baptista Emerson Augusto, Dey Sudeshna, Pal Soumya

机构信息

Asian Demographic Research Institute (ADRI), Shanghai University, Shanghai, 200444, China.

Karnataka Health Promotion Trust (KHPT), Bengaluru, Karnataka, 560044, India.

出版信息

BMC Public Health. 2021 Jan 6;21(1):53. doi: 10.1186/s12889-020-10042-7.

Abstract

BACKGROUND

Chronic Respiratory Diseases (CRDs) in Asian countries are a growing concern in terms of morbidity and mortality. However, a systematic understanding of the increasing age-adjusted mortality rate of chronic respiratory disease (CRD) and its associated factors is not readily available for many Asian countries. We aimed to determine country-level factors affecting CRD mortality using a panel error correction model.

METHODS

Based on data from the Global Burden of Disease Study 2017, we estimated the trends and distribution of CRD mortality for selected Asian countries from 2010 to 2017. Furthermore, we evaluated the relationship between CRD mortality and Gross Domestic Product (GDP) per capita, average years of schooling, urbanization, and pollutant emission (PM2.5 concentration) using a fixed-effect model. We corrected the estimates for heteroscedasticity and autocorrelation through Prais-Winsten adjustment along with robust standard error.

RESULTS

Between 2010 and 2017, approximately 21.4 million people died from chronic respiratory diseases in the countries studied. Age-standardized crude mortality rate from CRDs in the period had minimum and maximum values of 8.19 (Singapore in 2016) and 155.42 (North Korea in 2010) per 100,000 population, respectively. The coefficients corrected for autocorrelation and heteroskedasticity based on the final model of our study (Prais-Winsten), showed that all explanatory variables were statistically significant (p < 0.001). The model shows that the 1% increase in GDP per capita results in a 20% increase (0.203) in the CRD mortality rate and that a higher concentration of air pollution is also positively associated with the CRD deaths (0.00869). However, an extra year of schooling reduces the mortality rate by 4.79% (- 0.0479). Further, rate of urbanization is negatively associated with the CRD death rate (- 0.0252).

CONCLUSIONS

Our results indicate that both socioeconomic and environmental factors impact CRD mortality rates. Mortality due to CRD increases with rising GDP per capita and decreases with the percentage of the total population residing in urban areas. Further, mortality increases with greater exposure to PM2.5. Also, higher years of schooling mitigate rising CRD mortality rates, showing that education can act as a safety net against CRD mortality. These results are an outcome of sequential adjustments in the final model specification to correct for heteroscedasticity and autocorrelation.

摘要

背景

在亚洲国家,慢性呼吸道疾病(CRD)的发病率和死亡率日益受到关注。然而,许多亚洲国家对慢性呼吸道疾病(CRD)年龄调整死亡率上升及其相关因素缺乏系统的了解。我们旨在使用面板误差修正模型确定影响CRD死亡率的国家层面因素。

方法

基于2017年全球疾病负担研究的数据,我们估计了2010年至2017年选定亚洲国家CRD死亡率的趋势和分布。此外,我们使用固定效应模型评估了CRD死亡率与人均国内生产总值(GDP)、平均受教育年限、城市化和污染物排放(PM2.5浓度)之间的关系。我们通过普赖斯-温斯坦调整以及稳健标准误差对异方差和自相关的估计进行了校正。

结果

2010年至2017年期间,在所研究的国家中,约有2140万人死于慢性呼吸道疾病。在此期间,CRD的年龄标准化粗死亡率每10万人中最小值和最大值分别为8.19(2016年新加坡)和155.42(2010年朝鲜)。根据我们研究的最终模型(普赖斯-温斯坦)校正自相关和异方差后的系数表明,所有解释变量均具有统计学意义(p < 0.001)。该模型表明,人均GDP每增加1%,CRD死亡率将增加20%(0.203),空气污染浓度升高也与CRD死亡呈正相关(0.00869)。然而,多接受一年教育可使死亡率降低4.79%(-0.0479)。此外,城市化率与CRD死亡率呈负相关(-0.0252)。

结论

我们的结果表明,社会经济和环境因素均会影响CRD死亡率。CRD导致的死亡率随着人均GDP的增长而上升,随着城市常住人口比例的下降而降低。此外,接触更多PM2.5会使死亡率增加。而且,受教育年限增加可缓解CRD死亡率的上升,表明教育可作为抵御CRD死亡率的安全网。这些结果是最终模型规范中为校正异方差和自相关而进行的顺序调整的结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/87a7/7788752/f197cbf396a7/12889_2020_10042_Fig1_HTML.jpg

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