Lifestyle trajectories in middle-aged adults and their relationship with health indicators.
ageing
brain health
clustering
health
joint trajectories
k-means
lifestyles
multiple health behaviors
Journal
Frontiers in public health
ISSN: 2296-2565
Titre abrégé: Front Public Health
Pays: Switzerland
ID NLM: 101616579
Informations de publication
Date de publication:
2024
2024
Historique:
received:
05
04
2024
accepted:
16
05
2024
medline:
21
6
2024
pubmed:
21
6
2024
entrez:
21
6
2024
Statut:
epublish
Résumé
Understanding the impact of different lifestyle trajectories on health preservation and disease risk is crucial for effective interventions. This study analyzed lifestyle engagement over five years in 3,013 healthy adults aged 40-70 from the Barcelona Brain Health Initiative using K-means clustering. Nine modifiable risk factors were considered, including cognitive, physical, and social activity, vital plan, diet, obesity, smoking, alcohol consumption, and sleep. Self-reported diagnoses of new diseases at different time-points after baseline allowed to explore the association between these five profiles and health outcomes. The data-driven analysis classified subjects into five lifestyle profiles, revealing associations with health behaviors and risk factors. Those exhibiting high scores in health-promoting behaviors and low-risk behaviors, demonstrate a reduced likelihood of developing diseases ( Our findings have identified risk for distinct diseases associated to specific lifestyle patterns. These results could help in the personalization of interventions based on data-driven observation of behavioral patterns and policies that promote a healthy lifestyle and can lead to better health outcomes for people in an aging society.
Identifiants
pubmed: 38903574
doi: 10.3389/fpubh.2024.1412547
pmc: PMC11188459
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
1412547Informations de copyright
Copyright © 2024 Roca-Ventura, Solana-Sánchez, Cattaneo, Tormos-Muñoz, Pascual-Leone and Bartrés-Faz.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.