Prominent health problems, socioeconomic deprivation, and higher brain age in lonely and isolated individuals: A population-based study.
Brain age
Loneliness
Machine learning
Neuroimaging
Risk factors
Social isolation
Journal
Behavioural brain research
ISSN: 1872-7549
Titre abrégé: Behav Brain Res
Pays: Netherlands
ID NLM: 8004872
Informations de publication
Date de publication:
24 09 2021
24 09 2021
Historique:
received:
08
02
2021
revised:
09
07
2021
accepted:
31
07
2021
pubmed:
7
8
2021
medline:
15
2
2022
entrez:
6
8
2021
Statut:
ppublish
Résumé
Loneliness is linked to increased risk for Alzheimer's disease, but little is known about factors potentially contributing to adverse brain health in lonely individuals. In this study, we used data from 24,867 UK Biobank participants to investigate risk factors related to loneliness and estimated brain age based on neuroimaging data. The results showed that on average, individuals who self-reported loneliness on a single yes/no item scored higher on neuroticism, depression, social isolation, and socioeconomic deprivation, performed less physical activity, and had higher BMI compared to individuals who did not report loneliness. In line with studies pointing to a genetic overlap of loneliness with neuroticism and depression, permutation feature importance ranked these factors as the most important for classifying lonely vs. not lonely individuals (ROC AUC = 0.83). While strongly linked to loneliness, neuroticism and depression were not associated with brain age estimates. Conversely, objective social isolation showed a main effect on brain age, and individuals reporting both loneliness and social isolation showed higher brain age relative to controls - as part of a prominent risk profile with elevated scores on socioeconomic deprivation and unhealthy lifestyle behaviours, in addition to neuroticism and depression. While longitudinal studies are required to determine causality, this finding may indicate that the combination of social isolation and a genetic predisposition for loneliness involves a risk for adverse brain health. Importantly, the results underline the complexity in associations between loneliness and adverse health outcomes, where observed risks likely depend on a combination of interlinked variables including genetic as well as social, behavioural, physical, and socioeconomic factors.
Identifiants
pubmed: 34358570
pii: S0166-4328(21)00398-3
doi: 10.1016/j.bbr.2021.113510
pii:
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
113510Subventions
Organisme : Medical Research Council
ID : G1001354
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_PC_17228
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_QA137853
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/K013351/1
Pays : United Kingdom
Informations de copyright
Copyright © 2021 The Author(s). Published by Elsevier B.V. All rights reserved.