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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 \u2212\u20090.59, \u2212\u20099.92, and \u2212\u20092.32, 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.<\/jats:p>","DOI":"10.1038\/s41598-024-65887-4","type":"journal-article","created":{"date-parts":[[2024,7,6]],"date-time":"2024-07-06T11:01:29Z","timestamp":1720263689000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":29,"title":["Exploring the impacts of risk factors on mortality patterns of global Alzheimer\u2019s disease and related dementias from 1990 to 2021"],"prefix":"10.1038","volume":"14","author":[{"given":"Tofigh","family":"Mobaderi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anoshirvan","family":"Kazemnejad","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Masoud","family":"Salehi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,7,6]]},"reference":[{"key":"65887_CR1","doi-asserted-by":"publisher","first-page":"494","DOI":"10.1038\/s43587-023-00404-2","volume":"3","author":"WM van der Flier","year":"2023","unstructured":"van der Flier, W. 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