Development and validation of a dementia risk score in the UK Biobank and Whitehall II cohorts
- PMID: 37603383
- PMCID: PMC10577770
- DOI: 10.1136/bmjment-2023-300719
Development and validation of a dementia risk score in the UK Biobank and Whitehall II cohorts
Abstract
Background: Current dementia risk scores have had limited success in consistently identifying at-risk individuals across different ages and geographical locations.
Objective: We aimed to develop and validate a novel dementia risk score for a midlife UK population, using two cohorts: the UK Biobank, and UK Whitehall II study.
Methods: We divided the UK Biobank cohort into a training (n=176 611, 80%) and test sample (n=44 151, 20%) and used the Whitehall II cohort (n=2934) for external validation. We used the Cox LASSO regression to select the strongest predictors of incident dementia from 28 candidate predictors and then developed the risk score using competing risk regression.
Findings: Our risk score, termed the UK Biobank Dementia Risk Score (UKBDRS), consisted of age, education, parental history of dementia, material deprivation, a history of diabetes, stroke, depression, hypertension, high cholesterol, household occupancy, and sex. The score had a strong discrimination accuracy in the UK Biobank test sample (area under the curve (AUC) 0.8, 95% CI 0.78 to 0.82) and in the Whitehall cohort (AUC 0.77, 95% CI 0.72 to 0.81). The UKBDRS also significantly outperformed three other widely used dementia risk scores originally developed in cohorts in Australia (the Australian National University Alzheimer's Disease Risk Index), Finland (the Cardiovascular Risk Factors, Ageing, and Dementia score), and the UK (Dementia Risk Score).
Clinical implications: Our risk score represents an easy-to-use tool to identify individuals at risk for dementia in the UK. Further research is required to determine the validity of this score in other populations.
Keywords: Adult psychiatry; Delirium & cognitive disorders; PSYCHIATRY.
© Author(s) (or their employer(s)) 2023. Re-use permitted under CC BY. Published by BMJ.
Conflict of interest statement
Competing interests: None declared.
Figures
Similar articles
-
Role of cardiovascular health factors in mediating social inequalities in the incidence of dementia in the UK: two prospective, population-based cohort studies.EClinicalMedicine. 2024 Mar 14;70:102539. doi: 10.1016/j.eclinm.2024.102539. eCollection 2024 Apr. EClinicalMedicine. 2024. PMID: 38516105 Free PMC article.
-
Development of a novel dementia risk prediction model in the general population: A large, longitudinal, population-based machine-learning study.EClinicalMedicine. 2022 Sep 23;53:101665. doi: 10.1016/j.eclinm.2022.101665. eCollection 2022 Nov. EClinicalMedicine. 2022. PMID: 36187723 Free PMC article.
-
Sex differences in the association between major cardiovascular risk factors in midlife and dementia: a cohort study using data from the UK Biobank.BMC Med. 2021 May 19;19(1):110. doi: 10.1186/s12916-021-01980-z. BMC Med. 2021. PMID: 34006267 Free PMC article.
-
Risk factors, ethnicity and dementia: A UK Biobank prospective cohort study of White, South Asian and Black participants.PLoS One. 2022 Oct 12;17(10):e0275309. doi: 10.1371/journal.pone.0275309. eCollection 2022. PLoS One. 2022. PMID: 36223334 Free PMC article. Review.
-
Development and Validation of Risk Scores for All-Cause Mortality for a Smartphone-Based "General Health Score" App: Prospective Cohort Study Using the UK Biobank.JMIR Mhealth Uhealth. 2021 Feb 16;9(2):e25655. doi: 10.2196/25655. JMIR Mhealth Uhealth. 2021. PMID: 33591285 Free PMC article. Review.
Cited by
-
Mapping computational cognitive profiles of aging to dissociable brain and sociodemographic factors.NPJ Aging. 2024 Oct 31;10(1):50. doi: 10.1038/s41514-024-00171-3. NPJ Aging. 2024. PMID: 39482289 Free PMC article.
-
Identifying individuals at high risk for dementia in primary care: Development and validation of the DemRisk risk prediction model using routinely collected patient data.PLoS One. 2024 Oct 4;19(10):e0310712. doi: 10.1371/journal.pone.0310712. eCollection 2024. PLoS One. 2024. PMID: 39365767 Free PMC article.
-
Latent profiles of modifiable dementia risk factors in later midlife: relationships with incident dementia, cognition, and neuroimaging outcomes.Mol Psychiatry. 2024 Aug 5. doi: 10.1038/s41380-024-02685-4. Online ahead of print. Mol Psychiatry. 2024. PMID: 39103532
-
Feasibility of multiorgan risk prediction with routinely collected diagnostics: a prospective cohort study in the UK Biobank.BMJ Evid Based Med. 2024 Sep 20;29(5):313-323. doi: 10.1136/bmjebm-2023-112518. BMJ Evid Based Med. 2024. PMID: 38719437 Free PMC article.
-
Menopausal hormone therapy and the female brain: leveraging neuroimaging and prescription registry data from the UK Biobank cohort.medRxiv [Preprint]. 2024 Apr 12:2024.04.08.24305450. doi: 10.1101/2024.04.08.24305450. medRxiv. 2024. PMID: 38645009 Free PMC article. Preprint.
References
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical