Evidence map›Paper›PMID 34467389›Full record

ArticleCerebral cortex (New York, N.Y. : 1991)2022

Education and Income Show Heterogeneous Relationships to Lifespan Brain and Cognitive Differences Across European and US Cohorts.

Kristine B Walhovd, Anders M Fjell, Yunpeng Wang, Inge K Amlien, Athanasia M Mowinckel, Ulman Lindenberger, Sandra Düzel, David Bartrés-Faz, Klaus P Ebmeier, Christian A Drevon and 19 more

Abstract read
In one paragraph

Article in Cerebral cortex (New York, N.Y. : 1991), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
45citing papers in PubMed, 2 pooled it
–field-weighted citation impact
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

45 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Selected social and lifestyle correlates of brain health markers: the Cross-Cohort Collaboration Consortium.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Pooled it
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  3. Review
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  19. Differences in cognitive function at 18 y of age explain the association between low education and early dementia risk.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  20. Article
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

29 authors.

Kristine B WalhovdCenter for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0317, Norway.
Anders M FjellCenter for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0317, Norway.
Yunpeng WangCenter for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0317, Norway.
Inge K AmlienCenter for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0317, Norway.
Athanasia M MowinckelCenter for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0317, Norway.
Ulman LindenbergerCenter for Lifespan Psychology, Max Planck Institute for Human Development, Berlin 14195, Germany.
Sandra DüzelCenter for Lifespan Psychology, Max Planck Institute for Human Development, Berlin 14195, Germany.
David Bartrés-FazDepartament de Medicina, Facultat de Medicina i Ciències de la Salut, Universitat de Barcelona, and Institut de Neurociències, Universitat de Barcelona, Barcelona 08036, Spain.
Klaus P EbmeierDepartment of Psychiatry, University of Oxford, Oxford OX3 7JX, UK.
Christian A DrevonVitas AS, Oslo 0349, Norway.
William F C BaaréDanish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital - Amager and Hvidovre, Copenhagen, Denmark.
Paolo GhislettaFaculty of Psychology and Educational Sciences, University of Geneva, Geneva, Switzerland.
Louise Baruël JohansenDanish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital - Amager and Hvidovre, Copenhagen, Denmark.
Rogier A KievitMRC Cognition and Brain Sciences Unit, University of Cambridge, Cambridge CB2 7EF, UK.
Richard N HensonMRC Cognition and Brain Sciences Unit, University of Cambridge, Cambridge CB2 7EF, UK.
Kathrine Skak MadsenDanish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital - Amager and Hvidovre, Copenhagen, Denmark.
Lars NybergCenter for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0317, Norway.
Jennifer R HarrisDivision for Health Data and Digitalisation, The Norwegian Institute of Public Health, Oslo 0213, Norway.
Cristina Solé-PadullésDepartament de Medicina, Facultat de Medicina i Ciències de la Salut, Universitat de Barcelona, and Institut de Neurociències, Universitat de Barcelona, Barcelona 08036, Spain.
Sara PudasUmeå Center for Functional Brain Imaging, Umeå University, Umeå 901 87, Sweden.
Øystein SørensenCenter for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0317, Norway.
René WesterhausenCenter for Lifespan Changes in Brain and Cognition, University of Oslo, Oslo 0317, Norway.
Enikő ZsoldosDepartment of Psychiatry, University of Oxford, Oxford OX3 7JX, UK.
Laura NawijnDepartment of Psychiatry, Amsterdam UMC, Vrije Universiteit, Amsterdam 1081 HJ, The Netherlands.
Torkild Hovde LyngstadDepartment of Sociology and Human Geography, Faculty of Social Sciences, University of Oslo, Oslo 0317, Norway.
Sana SuriDepartment of Psychiatry, University of Oxford, Oxford OX3 7JX, UK.
Brenda PenninxDepartment of Psychiatry, Amsterdam UMC, Vrije Universiteit, Amsterdam 1081 HJ, The Netherlands.
Ole J RogebergFrisch Centre, Oslo 0349, Norway.
Andreas M BrandmaierCenter for Lifespan Psychology, Max Planck Institute for Human Development, Berlin 14195, Germany.

Funding

ABCD-USA Consortium: Coordinating CenterU24DA041147 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI SANDRA A BROWN, TERRY L. JERNIGAN · 2015 to 2026
$54.7M
ABCD-USA Consortium: Data Analysis, Informatics and Resource CenterU24DA041123 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ANDERS M DALE · 2015 to 2026
$51.5M
Mapping the Human Connectome: Structure, Function, and HeritabilityU54MH091657 · NIMH · WASHINGTON UNIVERSITY · PI UGURBIL, KAMIL, VAN ESSEN, DAVID C · 2010 to 2014
$34.7M
Adolescent Substance Use Initiation: Disentangling neurocognitive risks from consequences using longitudinal and genetically-informed methodsU01DA041120 · NIDA · UNIVERSITY OF MINNESOTA · PI Monica Luciana, Sylia Wilson · 2015 to 2026
$34.5M
ABCD-USA Consortium: Research ProjectU01DA041089 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Joanna Jacobus, Susan F. Tapert · 2015 to 2026
$31.7M
Prospective Research Studies of Maturation (PRISM)- Research ProjectU01DA041134 · NIDA · UTAH STATE HIGHER EDUCATION SYSTEM--UNIVERSITY OF UTAH · PI ERIN MCGLADE, PERRY FRANKLIN RENSHAW · 2015 to 2026
$29.2M
ABCD-USA CONSORTIUM: RESEARCH PROJECTU01DA041048 · NIDA · CHILDREN'S HOSPITAL OF LOS ANGELES · PI Megan Marie Herting, ELIZABETH R SOWELL · 2015 to 2026
$28.7M
ABCD-USA Consortium: Research ProjectU01DA041106 · NIDA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Mary M Heitzeg, Chandra Sekhar Sripada · 2015 to 2026
$24.9M
FIU-ABCD: Pathways and Mechanisms to Addiction in the Latino Youth of South FloridaU01DA041156 · NIDA · FLORIDA INTERNATIONAL UNIVERSITY · PI Raul Gonzalez, Angela R Laird · 2015 to 2026
$22.8M
ABCD-USA Consortium: Research ProjectU01DA041148 · NIDA · OREGON HEALTH & SCIENCE UNIVERSITY · PI Damien A Fair, Rebekah S Huber · 2015 to 2026
$22.3M
ABCD-USA: NYC Research ProjectU01DA041174 · NIDA · YALE UNIVERSITY · PI Arielle Ryan Baskin-Sommers, Betty J Casey · 2015 to 2026
$19.7M
Adolescent Brain Cognitive Development (ABCD) Prospective Research in Studies of Maturation (PRISM) ConsortiumU01DA041117 · NIDA · UNIVERSITY OF MARYLAND BALTIMORE · PI LINDA CHANG, THOMAS M ERNST · 2015 to 2026
$19.5M
Biotechnology and Biological Sciences Research Council BB/H008217/1Medical Research Council G1001354Medical Research Council MC_PC_17228Medical Research Council MC_QA137853Medical Research Council MC_UU_00005/8Medical Research Council MC_UU_00030/8Medical Research Council MR/K013351/1NIDA NIH HHS U01 DA041022NIDA NIH HHS U01 DA041025NIDA NIH HHS U01 DA041028NIDA NIH HHS U01 DA041048NIDA NIH HHS U01 DA041089NIDA NIH HHS U01 DA041093NIDA NIH HHS U01 DA041106NIDA NIH HHS U01 DA041117NIDA NIH HHS U01 DA041120NIDA NIH HHS U01 DA041134NIDA NIH HHS U01 DA041148NIDA NIH HHS U01 DA041156NIDA NIH HHS U01 DA041174NIDA NIH HHS U24 DA041123NIDA NIH HHS U24 DA041147NIMH NIH HHS U54 MH091657Wellcome Trust
6 · The paper itself

Abstract

Higher socio-economic status (SES) has been proposed to have facilitating and protective effects on brain and cognition. We ask whether relationships between SES, brain volumes and cognitive ability differ across cohorts, by age and national origin. European and US cohorts covering the lifespan were studied (4-97 years, N = 500 000; 54 000 w/brain imaging). There was substantial heterogeneity across cohorts for all associations. Education was positively related to intracranial (ICV) and total gray matter (GM) volume. Income was related to ICV, but not GM. We did not observe reliable differences in associations as a function of age. SES was more strongly related to brain and cognition in US than European cohorts. Sample representativity varies, and this study cannot identify mechanisms underlying differences in associations across cohorts. Differences in neuroanatomical volumes partially explained SES-cognition relationships. SES was more strongly related to ICV than to GM, implying that SES-cognition relations in adulthood are less likely grounded in neuroprotective effects on GM volume in aging. The relatively stronger SES-ICV associations rather are compatible with SES-brain volume relationships being established early in life, as ICV stabilizes in childhood. The findings underscore that SES has no uniform association with, or impact on, brain and cognition.

Indexed as

BrainLongevityAdultCognitionGray MatterHumansSocial Classbraincognitive functionlifespansocioeconomic status

Identifiers

PMID34467389
PMCPMC8841563

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Registered trials

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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.