Evidence map›Paper›PMID 34253231›Full record

ArticleAlzheimer's research & therapy2021

Verbal intelligence is a more robust cross-sectional measure of cognitive reserve than level of education in healthy older adults.

R Boyle, S P Knight, C De Looze, D Carey, S Scarlett, Y Stern, I H Robertson, R A Kenny, R Whelan

Open access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
31citing papers in PubMed
6.9field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

31 citing papers in PubMed, 66 citations in OpenAlex.

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  19. Cognitive reserve modulates mental health in adulthood.Aging clinical and experimental research · 2024
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 2 institutions in 2 countries.

R BoyleTrinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland.ORCID 0000-0003-0787-6892
S P KnightThe Irish Longitudinal Study on Ageing, Trinity College Dublin, Dublin, Ireland.ORCID 0000-0003-1245-4870
C De LoozeThe Irish Longitudinal Study on Ageing, Trinity College Dublin, Dublin, Ireland.
D CareyThe Irish Longitudinal Study on Ageing, Trinity College Dublin, Dublin, Ireland.
S ScarlettThe Irish Longitudinal Study on Ageing, Trinity College Dublin, Dublin, Ireland.
Y SternCognitive Neuroscience Division, Department of Neurology, Columbia University, New York City, USA.
I H RobertsonTrinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland.
R A KennyThe Irish Longitudinal Study on Ageing, Trinity College Dublin, Dublin, Ireland.
R WhelanTrinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland. robert.whelan@tcd.ie.ORCID 0000-0002-2790-7281
Trinity College Dublin · IEColumbia University · US

Funding

Exploring Cognitive Aging Using Reference Ability Neural NetworksR01AG038465 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI HABECK, CHRISTIAN GEORG, STERN, YAAKOV · 2011 to 2025
$17.0M
Imaging of Cognition, Learning and Memory in AgingR01AG026158 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI STERN, YAAKOV · 2004 to 2021
$10.9M
Exploring Cognitive Aging Using Refernce Ability Neural NetworksRF1AG038465 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI HABECK, CHRISTIAN GEORG, STERN, YAAKOV · 2016 to 2018
$7.6M
NIA NIH HHS R01 AG026158NIA NIH HHS RF1 AG038465
6 · The paper itself

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.

Indexed as

Cognitive ReserveAgedAged, 80 and overCognitionCross-Sectional StudiesEducational StatusHumansIntelligenceLongitudinal StudiesMiddle AgedNeuropsychological TestsCognitive ageingCognitive declineCognitive reserveNeuroimagingStructural MRI

Identifiers

PMID34253231
PMCPMC8276413
OpenAlexW3182151341

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.