Deakin University
Browse

Identifying dementia risk profiles for targeted interventions: A latent class analysis of at-risk middle-aged Australians

Download (353.16 kB)
Version 2 2025-11-26, 01:10
Version 1 2025-11-21, 03:19
journal contribution
posted on 2025-11-26, 01:10 authored by Muhammad Rehan Sarwar, Amanda J Cross, Kali Godbee, Gopisankar Mohanannair Geethadevi, Parker Magin, Mary Tullipan, Amanda L Baker, Billie Bonevski, Stephanie A Ward, Ajay Mahal, Vincent VersaceVincent Versace, J Simon Bell, Kevin Mc NamaraKevin Mc Namara, Sharleen L O'reilly, Dennis Thomas, Elizabeth Manias, Kaarin J Anstey, Marlien Varnfield, Rajiv Jayasena, Rohan A Elliott, Cik Y Lee, Andrea HernanAndrea Hernan, Denise Van Den Bosch, Catherine Ferreira, Johnson George
Abstract INTRODUCTION This study aimed to identify distinct dementia risk profiles in middle‐aged adults with two or more potential dementia risk factors, to inform targeted prevention strategies. METHODS Cross‐sectional analysis of baseline sociodemographic, clinical, and dementia‐risk data from the HAPPI MIND trial. Dementia risk was assessed using the Australian National University Alzheimer's Disease Risk Index. Risk profiles were identified using latent class analysis (LCA). RESULTS Among 403 participants (mean age 56.4 ± 5.7 years, 62.5% female), the median number of dementia risk factors was 5.0; hyperlipidaemia (92.5%), low cognitive activity (72.5%), obesity (57.6%), and hypertension (52.7%) were the most prevalent. Several risk factors showed significant positive correlations. LCA identified three distinct classes: 1−High Cardiometabolic Burden; 2−High Behavioural and Psychosocial Risk ; and 3−Low Risk with Healthy Behaviours . DISCUSSION The identified latent classes highlight heterogeneity of dementia risk profile in midlife. Tailored, multidomain interventions addressing each group's specific needs may improve dementia risk profiles and support broader health outcomes. Highlights Middle‐aged Australians who participated in the HAPPI MIND dementia risk reduction trial had a median of five modifiable risk factors. Significant positive correlations were observed between behavioral and clinical risk factors, such as depression, along with poor diet, social isolation, and smoking. Latent class analysis revealed three distinct profiles: High Cardiometabolic Burden; High Behavioral and Psychosocial Risk; and Low Risk with Healthy Behaviors . The findings suggest there is a need for personalized, multidomain prevention strategies tailored to individual risk profiles in primary care.

History

Related Materials

  1. 1.

Location

United States

Open access

  • Yes

Language

eng

Journal

Alzheimers & Dementia

Volume

21

Article number

e70888

Pagination

1-14

ISSN

1552-5260

eISSN

1552-5279

Issue

11

Publisher

Wiley