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A data-driven cluster analysis to explore cognitive reserve and modifiable risk factors in early phases of cognitive decline

Academic Article
Publication Date:
2025
abstract:
: The present study was aimed to cluster sub-groups of patients with varying degrees of cognitive impairment (Subjective Cognitive Decline, mild or Major Neurocognitive Disorder) based on their modifiable risk factors and cognitive reserve with k-means analysis. As a secondary analysis, we described the identified clusters from different perspectives, i.e., socio-demographic characteristics, cognitive functioning, and mental health. The analysis revealed two clusters, which were composed by 27 and 43 patients characterized by protective (Cluster 1) and unprotective (Cluster 2) everyday life habits, respectively. The two groups showed significant differences across all examined dimensions, with Cluster 1 demonstrating a more favourable profile compared to Cluster 2. Specifically, Cluster 1 exhibited advantages in: (1) sociodemographic (education, technological skills, and occupation), (2) cognitive (global cognitive functioning, executive functioning, and working memory), and (3) mental health (mood state and quality of life) characteristics. Such a finding is representative of a more positive individual wellbeing for people who adopt protective behaviours. In the field of dementia prevention, these results support the importance to intervene proactively and simultaneously in the management of multiple risk factors during the entire lifespan.
Iris type:
1.1 Articolo in rivista
List of contributors:
Bernini, Sara; Valcarenghi, Alice; Ballante, Elena; Fassio, Federico; Picascia, Marta; Cavallini, Elena; Ramusino, Matteo Cotta; Costa, Alfredo; Vecchi, Tomaso; Tassorelli, Cristina; Bottiroli, Sara
Authors of the University:
BALLANTE ELENA
BERNINI SARA
BOTTIROLI SARA
CAVALLINI ELENA
COSTA ALFREDO ARTURO
TASSORELLI CRISTINA
VECCHI TOMASO ELIA
Handle:
https://iris.unipv.it/handle/11571/1518275
Published in:
SCIENTIFIC REPORTS
Journal
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URL

https://www.nature.com/articles/s41598-025-88340-6
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