Department of Biostatistics, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran.
Nutritional Sciences Research Center, Iran University of Medical Sciences, Tehran, Iran.
Sci Rep. 2024 Jul 6;14(1):15583. doi: 10.1038/s41598-024-65887-4.
Alzheimer's Disease and Related Dementias (ADRD) affect millions of people worldwide, with mortality rates influenced by several risk factors and exhibiting significant heterogeneity across geographical regions. This study aimed to investigate the impact of risk factors on global ADRD mortality patterns from 1990 to 2021, utilizing clustering and modeling techniques. Data on ADRD mortality rates, cardiovascular disease, and diabetes prevalence were obtained for 204 countries from the GBD platform. Additional variables such as HDI, life expectancy, alcohol consumption, and tobacco use prevalence were sourced from the UNDP and WHO. All the data were extracted for men, women, and the overall population. Longitudinal k-means clustering and generalized estimating equations were applied for data analysis. The findings revealed that cardiovascular disease had significant positive effects of 1.84, 3.94, and 4.70 on men, women, and the overall ADRD mortality rates, respectively. Tobacco showed positive effects of 0.92, 0.13, and 0.39, while alcohol consumption had negative effects of - 0.59, - 9.92, and - 2.32, on men, women, and the overall ADRD mortality rates, respectively. The countries were classified into five distinct subgroups. Overall, cardiovascular disease and tobacco use were associated with increased ADRD mortality rates, while moderate alcohol consumption exhibited a protective effect. Notably, tobacco use showed a protective effect in cluster A, as did alcohol consumption in cluster B. The effects of risk factors on ADRD mortality rates varied among the clusters, highlighting the need for further investigation into the underlying causal factors.
阿尔茨海默病和相关痴呆症(ADRD)影响着全球数百万人,其死亡率受多种风险因素影响,且在地理区域之间存在显著异质性。本研究旨在利用聚类和建模技术,调查 1990 年至 2021 年期间风险因素对全球 ADRD 死亡率模式的影响。我们从 GBD 平台获取了 204 个国家的 ADRD 死亡率、心血管疾病和糖尿病患病率的数据。此外,我们还从联合国开发计划署和世界卫生组织获取了人类发展指数(HDI)、预期寿命、酒精消费和烟草使用流行率等其他变量的数据。所有数据均按男性、女性和总人口进行提取。我们采用纵向 k-均值聚类和广义估计方程进行数据分析。研究结果表明,心血管疾病对男性、女性和总体 ADRD 死亡率分别具有显著的正效应,其效应值分别为 1.84、3.94 和 4.70。烟草对男性、女性和总体 ADRD 死亡率分别具有正效应,效应值分别为 0.92、0.13 和 0.39,而酒精消费对男性、女性和总体 ADRD 死亡率分别具有负效应,效应值分别为-0.59、-9.92 和-2.32。这些国家被分为五个不同的亚组。总的来说,心血管疾病和烟草使用与 ADRD 死亡率的增加有关,而适度的酒精消费则具有保护作用。值得注意的是,在亚组 A 中,烟草使用具有保护作用,而在亚组 B 中,酒精消费也具有保护作用。风险因素对 ADRD 死亡率的影响在不同亚组之间存在差异,这突显了进一步研究潜在因果因素的必要性。