ArticleAlzheimer's research & therapy2021
Verbal intelligence is a more robust cross-sectional measure of cognitive reserve than level of education in healthy older adults.
Article in Alzheimer's research & therapy, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers.
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Who cites it
31 citing papers in PubMed, 66 citations in OpenAlex.
- Cognitive heterogeneity, health dynamics, and subjective well-being across adulthood: evidence from the German SOEP longitudinal panel.BMC public health · 2026Article
- Theoretical and practical challenges for capturing reserve and resilience in aging and Alzheimer's disease: A narrative review.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Review
- Comprehensive Demographic Correction Improves Sensitivity and Reduces Bias in Cognitive Assessment.medRxiv : the preprint server for health sciences · 2026Article
- Education, Cognitive Reserve, and Brain Pathology in Aging and Alzheimer's Disease: Evidence from Preclinical and Symptomatic Cohorts.medRxiv : the preprint server for health sciences · 2026Article
- Adult lifespan normative data (18-92 years) for executive function tests; the Stroop colour word test, COWAT and Hayling sentence completion test.Journal of neuropsychology · 2026Article
- Cognitive and brain health in women with early bilateral salpingo-oophorectomy: Implications for risk, resilience, and subjective cognitive decline.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Article
- Prediction of Verbal Abilities From Brain Connectivity Data Across the Lifespan Using a Machine Learning Approach.Human brain mapping · 2025Article
- Estimating Chronological Age From the Electrical Activity of the Brain: How EEG-Age Can Be Used as a Marker of General Brain Functioning.Psychophysiology · 2025Article
- The Feasibility of Large Language Models in Verbal Comprehension Assessment: Mixed Methods Feasibility Study.JMIR formative research · 2025Article
- Article
- Depressive symptoms mediate the relationship between cognitive reserve and cognitive performance in middle-aged and older Chinese adults: evidence from population-based and clinical PET cohorts including cognitively normal and cognitively impaired participants.Frontiers in aging neuroscience · 2025Article
- An fNIRS-based investigation of cerebral hemodynamic responses during verbal fluency task and n-back task in individuals with mild cognitive impairment.Frontiers in neurology · 2025Article
- Singing for memory: neural and cognitive effects of a choral intervention in older adults.Frontiers in aging neuroscience · 2025Article
- Reconsidering remission in recurrent late-life depression: clinical presentation and phenotypic predictors of relapse following successful antidepressant treatment.Psychological medicine · 2024Article
- Frontotemporal structure preservation underlies the protective effect of lifetime intellectual cognitive reserve on cognition in the elderly.Alzheimer's research & therapy · 2024Article
- Mapping computational cognitive profiles of aging to dissociable brain and sociodemographic factors.npj aging · 2024Article
- Soft skills and their relationship with life satisfaction and cognitive reserve in adulthood and older age.European journal of ageing · 2024Article
- Identifying longitudinal cognitive resilience from cross-sectional amyloid, tau, and neurodegeneration.Alzheimer's research & therapy · 2024Article
- Cognitive reserve modulates mental health in adulthood.Aging clinical and experimental research · 2024Article
- The Advanced BRain Imaging on ageing and Memory (ABRIM) data collection: Study design, data processing, and rationale.PloS one · 2024Article
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Authors and funding
9 authors at 2 institutions in 2 countries.
Funding
Abstract
backgroundCognitive reserve is most commonly measured using socio-behavioural proxy variables. These variables are easy to collect, have a straightforward interpretation, and are widely associated with reduced risk of dementia and cognitive decline in epidemiological studies. However, the specific proxies vary across studies and have rarely been assessed in complete models of cognitive reserve (i.e. alongside both a measure of cognitive outcome and a measure of brain structure). Complete models can test independent associations between proxies and cognitive function in addition to the moderation effect of proxies on the brain-cognition relationship. Consequently, there is insufficient empirical evidence guiding the choice of proxy measures of cognitive reserve and poor comparability across studies.
methodIn a cross-sectional study, we assessed the validity of 5 common proxies (education, occupational complexity, verbal intelligence, leisure activities, and exercise) and all possible combinations of these proxies in 2 separate community-dwelling older adult cohorts: The Irish Longitudinal Study on Ageing (TILDA; N = 313, mean age = 68.9 years, range = 54-88) and the Cognitive Reserve/Reference Ability Neural Network Study (CR/RANN; N = 234, mean age = 64.49 years, range = 50-80). Fifteen models were created with 3 brain structure variables (grey matter volume, hippocampal volume, and mean cortical thickness) and 5 cognitive variables (verbal fluency, processing speed, executive function, episodic memory, and global cognition).
resultsNo moderation effects were observed. There were robust positive associations with cognitive function, independent of brain structure, for 2 individual proxies (verbal intelligence and education) and 16 composites (i.e. combinations of proxies). Verbal intelligence was statistically significant in all models. Education was significant only in models with executive function as the cognitive outcome variable. Three robust composites were observed in more than two-thirds of brain-cognition models: the composites of (1) occupational complexity and verbal intelligence, (2) education and verbal intelligence, and (3) education, occupational complexity, and verbal intelligence. However, no composite had larger average effects nor was more robust than verbal intelligence alone.
conclusionThese results support the use of verbal intelligence as a proxy measure of CR in cross-sectional studies of cognitively healthy older adults.
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