TY - JOUR
T1 - Factors associated with healthy aging in Latin American populations
AU - Santamaria-Garcia, Hernando
AU - Sainz-Ballesteros, Agustín
AU - Hernandez, Hernán
AU - Moguilner, Sebastian
AU - Maito, Marcelo
AU - Ochoa-Rosales, Carolina
AU - Corley, Michael
AU - Valcour, Victor
AU - Miranda, J. Jaime
AU - Lawlor, Brian
AU - Ibanez, Agustin
N1 - Funding Information:
We thank the national aging survey teams from Chile, Uruguay, Colombia, Ecuador, Costa Rica and China for providing the data for this study. The manuscript appropriately cites lead authors and teams when necessary. A.I. is partially supported by grants from the Agencia Nacional de Investigación y Desarrollo (ANID)/Fondo Nacional de Desarrollo Científico y Tecnológico Regular (nos. 1210195, 1210176 and 1220995); ANID/Fondo de Financiamiento de Centros de Investigación en Áreas Prioritarias (FONDAP) (no. 15150012); ANID/Programa de Investigación Asociativa/Anillos de Investigación en Ciencia y Tecnología (ACT210096); Fondo de Fomento al Desarrollo Científico y Tecnológico (nos. ID20I10152 and ID22I10029); ANID/FONDAP (no. 15150012); Takeda Pharmaceuticals (no. CW2680521); and the Multi-partner Consortium to Expand Dementia Research in Latin America (ReDLat), which is supported by the Fogarty International Center and the National Institutes of Health, the National Institutes of Aging (nos. R01 AG057234, R01 AG075775, R01 AG21051 and CARDS-NIH), Alzheimer’s Association (no. SG-20-725707), Rainwater Charitable Foundation’s Tau Consortium, the Bluefield Project to Cure Frontotemporal Dementia and the Global Brain Health Institute. The contents of this publication are solely the responsibility of the authors and do not represent the official views of these institutions. The funders had no role in study design, data collection and analysis, decision to publish or preparation of the manuscript.
Publisher Copyright:
© 2023, The Author(s).
PY - 2023
Y1 - 2023
N2 - Latin American populations may present patterns of sociodemographic, ethnic and cultural diversity that can defy current universal models of healthy aging. The potential combination of risk factors that influence aging across populations in Latin American and Caribbean (LAC) countries is unknown. Compared to other regions where classical factors such as age and sex drive healthy aging, higher disparity-related factors and between-country variability could influence healthy aging in LAC countries. We investigated the combined impact of social determinants of health (SDH), lifestyle factors, cardiometabolic factors, mental health symptoms and demographics (age, sex) on healthy aging (cognition and functional ability) across LAC countries with different levels of socioeconomic development using cross-sectional and longitudinal machine learning models (n = 44,394 participants). Risk factors associated with social and health disparities, including SDH (β > 0.3), mental health (β > 0.6) and cardiometabolic risks (β > 0.22), significantly influenced healthy aging more than age and sex (with null or smaller effects: β < 0.2). These heterogeneous patterns were more pronounced in low-income to middle-income LAC countries compared to high-income LAC countries (cross-sectional comparisons), and in an upper-income to middle-income LAC country, Costa Rica, compared to China, a non-upper-income to middle-income LAC country (longitudinal comparisons). These inequity-associated and region-specific patterns inform national risk assessments of healthy aging in LAC countries and regionally tailored public health interventions.
AB - Latin American populations may present patterns of sociodemographic, ethnic and cultural diversity that can defy current universal models of healthy aging. The potential combination of risk factors that influence aging across populations in Latin American and Caribbean (LAC) countries is unknown. Compared to other regions where classical factors such as age and sex drive healthy aging, higher disparity-related factors and between-country variability could influence healthy aging in LAC countries. We investigated the combined impact of social determinants of health (SDH), lifestyle factors, cardiometabolic factors, mental health symptoms and demographics (age, sex) on healthy aging (cognition and functional ability) across LAC countries with different levels of socioeconomic development using cross-sectional and longitudinal machine learning models (n = 44,394 participants). Risk factors associated with social and health disparities, including SDH (β > 0.3), mental health (β > 0.6) and cardiometabolic risks (β > 0.22), significantly influenced healthy aging more than age and sex (with null or smaller effects: β < 0.2). These heterogeneous patterns were more pronounced in low-income to middle-income LAC countries compared to high-income LAC countries (cross-sectional comparisons), and in an upper-income to middle-income LAC country, Costa Rica, compared to China, a non-upper-income to middle-income LAC country (longitudinal comparisons). These inequity-associated and region-specific patterns inform national risk assessments of healthy aging in LAC countries and regionally tailored public health interventions.
UR - http://www.scopus.com/inward/record.url?scp=85167519723&partnerID=8YFLogxK
U2 - 10.1038/s41591-023-02495-1
DO - 10.1038/s41591-023-02495-1
M3 - Article
AN - SCOPUS:85167519723
SN - 1078-8956
JO - Nature Medicine
JF - Nature Medicine
ER -