Evidence map›Paper›PMID 42747767›Full record

ArticleBehavior genetics2026

Genetics of Educational Attainment and Childhood Problem Behavior: Direct Genetic Effects, Cognitive Pathways, and Sex Differences.

Lyydia Alajääskö, Marina Aguiar-Palma, Abdel Abdellaoui, Titus Galama

Abstract read
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In one paragraph

Article in Behavior genetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–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

2 citing papers in PubMed.

  1. Genetic and Phenotypic Associations of the Polygenic Score of Delay Discounting and Life History Traits.American journal of human biology : the official journal of the Human Biology Council · 2026
    Article
  2. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Lyydia AlajääsköVrije Universiteit Amsterdam (VU), Amsterdam, The Netherlands. l.i.a.alajaasko@vu.nl.ORCID https://orcid.org/0009-0000-2156-8162
Marina Aguiar-PalmaVrije Universiteit Amsterdam (VU), Amsterdam, The Netherlands.
Abdel AbdellaouiAmsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands.
Titus GalamaVrije Universiteit Amsterdam (VU), Amsterdam, The Netherlands.

Funding

Amsterdam University Medical Centers FellowshipH2020 Marie Sk?odowska-Curie Actions 101073237Nederlandse Organisatie voor Wetenschappelijk Onderzoek 016.VIDI.185.044NIH HHS 01AG078522 and R01AG079554
6 · The paper itself

Abstract

We examined the genetic underpinnings of problem behavior in children and adolescents (4-17 years old) by leveraging a within-family trio design using data of European ancestry from the Lifelines cohort (N=3,160-4,611). We estimated direct genetic effects of educational attainment (EA) polygenic indices (PGIs), as a whole and decomposed into cognitive (Cog) and non-cognitive (NonCog) components via GWAS-by-subtraction, on a comprehensive set of internalizing and externalizing behaviors assessed via self- and parental report Achenbach System of Empirically Based Assessment (ASEBA) measures. We found that higher EA PGIs, particularly their Cog component, were robustly associated with lower levels of Attention Problems and Somatic Complaints, in parental and self-report samples respectively. These associations persisted after adjusting for parental PGIs, supporting a causal interpretation under counterfactual reasoning. In contrast, the NonCog EA PGI showed weaker and less consistent associations with problem behavior, though we cannot rule out that this reflects limited power to detect smaller effects. We observed pronounced sex differences, with associations largely driven by girls, for whom the Cog component was the primary predictor. In the self-report sample in particular, associations with Somatic Complaints were significantly stronger in girls, with no significant findings observed for boys. We also found that associations with Somatic Complaints were significantly larger in the self-report than the parental report sample, while for other scales, differences across informants were statistically negligible. Our findings contribute to a more holistic understanding of how EA-related genetics manifest in socioemotional processes beyond academic achievement.

Indexed as

ASEBACognitive/non-cognitiveEducational attainmentPolygenic indicesProblem behaviorSexSocioemotional skillsWithin-family trio design

Identifiers

What OpenQuestion holds

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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.