ORIGINAL RESEARCH article
Front. Psychol.
Sec. Cognition
Volume 16 - 2025 | doi: 10.3389/fpsyg.2025.1510971
Clustering on longitudinal lifestyle trajectories and their impact on cognitive performance
Provisionally accepted- 1Guttmann Brain Health Institute, Barcelona, Spain
- 2Departament de Medicina, Facultat de Medicina i Ciències de la Salut, i Institut de Neurociències, Universitat de Barcelona,, Barcelona, Spain
- 3Fundació Institut d’Investigació en Ciències de la Salut Germans Trias i Pujol, Badalona, Spain
- 4Autonomous University of Barcelona, Barcelona, Catalonia, Spain
- 5Hinda and Arthur Marcus Institute for Aging Research, Harvard Medical School, Roslindale, Massachusetts, United States
- 6Department of Neurology, Harvard Medical School, Boston, Massachusetts, United States
- 7August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Catalonia, Spain
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Lifestyle factors proved its contribution to resilience against cognitive decline and age-related diseases. This study aims to explore the use of longitudinal data clustering to investigate the relationship between self-reported lifestyle trajectories-encompassing modifiable risk factors such as cognitive activity, physical exercise, sleep, socialization, nutrition, alcohol consumption, tobacco use, and BMI-and cognitive performance assessed with in-person neuropsychological testing in healthy middle-aged adults. Data were from the Barcelona Brain Health Initiative (BBHI), an ongoing longitudinal prospective cohort study. Our results reveal the strong impact of adhering to healthy lifestyle patterns on cognitive status. This shows that specific combinations of modifiable factors may be more influential on cognitive maintenance, and that adhering to a higher number of healthy behaviors positively impacts cognitive performance underscoring the significance of education, cognitive activity, psychological health factors and socialization. In the studied period -middle-age to older adults -the cognitive trajectories generally exhibited stability. In conclusion, our findings suggest that k-means clustering successfully identified five unique specific lifestyle profiles with meaningful associations to cognitive status in middle-aged adults, offering promising insights for the development and customization of lifestyle interventions aimed at enhancing brain health and resilience to cognitive decline.
Keywords: lifestyle & behaviour, Clustering analysis, Brain health, Longitudinal analyses, Cognition, Neuropsychological assesment
Received: 17 Oct 2024; Accepted: 10 Jul 2025.
Copyright: © 2025 Roca-Ventura, Solana-Sánchez, Cattaneo, Alviarez, España-Irla, Redondo-Camós, Delgado-Gallén, Romero, Buloz-Osorio, Pascual-Leone and Bartrés-Faz. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: Alba Roca-Ventura, Guttmann Brain Health Institute, Barcelona, Spain
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