Evidence map›Paper›PMID 34433680›Full record

Observational studyNeurology2021

Associations of the Lifestyle for Brain Health Index With Structural Brain Changes and Cognition: Results From the Maastricht Study.

Irene S Heger, Kay Deckers, Miranda T Schram, Coen D A Stehouwer, Pieter C Dagnelie, Carla J H van der Kallen, Annemarie Koster, Simone J P M Eussen, Jacobus F A Jansen, Frans R J Verhey and 2 more

Open access · hybridAbstract readObservational Study
In one paragraph

Observational study in Neurology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
41citing papers in PubMed, 2 pooled it
6.0field-weighted citation impact, top 3% 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

41 citing papers in PubMed, 2 syntheses or guidelines pooled it, 67 citations in OpenAlex.

  1. Umbrella review and Delphi study on modifiable factors for dementia risk reduction.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024
    Pooled it
  2. Pooled it
  3. Article
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  5. Article
  6. Article
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  8. Article
  9. The enigma of vascular dementia: current state and emerging perspectives.Journal of neural transmission (Vienna, Austria : 1996) · 2026
    Review
  10. Article
  11. Article
  12. Article
  13. Observational
  14. Lifestyle, genetic risk, plasma pTau217, and incident cognitive impairment in WRAP.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Article
  15. Article
  16. Article
  17. Observational
  18. Article
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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

12 authors at 1 institution in 2 countries.

Irene S HegerFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands. irene.heger@maastrichtuniversity.nl.ORCID 0000-0002-2083-7890
Kay DeckersFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0003-1339-2974
Miranda T SchramFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0001-8113-7604
Coen D A StehouwerFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0001-8752-3223
Pieter C DagnelieFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0003-1767-8814
Carla J H van der KallenFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0003-1468-8793
Annemarie KosterFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0003-1583-7391
Simone J P M EussenFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0003-0559-6838
Jacobus F A JansenFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0002-5271-8060
Frans R J VerheyFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0002-8307-8406
Martin P J van BoxtelFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0002-3221-2150
Sebastian KöhlerFrom the School for Mental Health and Neuroscience (I.S.H., K.D., M.T.S., J.F.A.J., F.R.J.V., M.P.J.v.B., S.K.), Department of Psychiatry and Neuropsychology (I.S.H., K.D., F.R.J.V., M.P.J.v.B., S.K.), School for Cardiovascular Diseases (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K., S.J.P.M.E.), Care and Public Health Research Institute (A.K.), Department of Social Medicine (A.K.), and Department of Epidemiology (S.J.P.M.E.), Maastricht University; and Heart and Vascular Center (M.T.S.), Department of Internal Medicine (M.T.S., C.D.A.S., P.C.D., C.J.H.v.d.K.), and Department of Radiology (J.F.A.J.), Maastricht University Medical Center+, the Netherlands.ORCID 0000-0002-2398-0609
Maastricht University · NL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND AND

objectivesObservational research has shown that a substantial proportion of all dementia cases worldwide are attributable to modifiable risk factors. Dementia risk scores might be useful to identify high-risk individuals and monitor treatment adherence. The objective of this study was to investigate whether a dementia risk score, the Lifestyle for Brain Health (LIBRA) index, is associated with MRI markers and cognitive functioning/impairment in the general population.

methodsCross-sectional data were used from the observational population-based cohort of The Maastricht Study. The weighted compound score of LIBRA (including 12 dementia risk and protective factors, e.g., hypertension, physical inactivity) was calculated, with higher scores indicating higher dementia risk. Standardized volumes of white matter, gray matter, and CSF (as proxy for general brain atrophy), white matter hyperintensities, and presence of cerebral small vessel disease were derived from 3T MRI. Cognitive functioning was tested in 3 domains: memory, information processing speed, and executive function and attention. Values ≤1.5 SDs below the average were defined as cognitive impairment. Multiple regression analyses and structural equation modeling were used, adjusted for age, sex, education, intracranial volume, and type 2 diabetes.

resultsParticipants (n = 4,164; mean age 59 years; 49.7% men) with higher LIBRA scores (mean 1.19, range -2.7 to 9.2), denoting higher dementia risk, had higher volumes of white matter hyperintensities (β = 0.051, DISCUSSION: Higher health- and lifestyle-based dementia risk is associated with markers of general brain atrophy, cerebrovascular pathology, and worse cognition, suggesting that LIBRA meaningfully summarizes individual lifestyle-related brain health. Improving LIBRA factors on an individual level might improve population brain health. Sex differences in lifestyle-related pathology and cognition need to be further explored. CLASSIFICATION OF EVIDENCE: This study provides Class II evidence that higher LIBRA scores are significantly associated with lower scores in some cognitive domains and a higher risk of cognitive impairment.

Indexed as

Life StyleRisk FactorsAgedAged, 80 and overBrainCognitionCross-Sectional StudiesDementiaFemaleHumansMaleMiddle Aged

Identifiers

PMID34433680
PMCPMC8480401
OpenAlexW3194625565

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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.