Evidence map›Paper›PMID 40909789›Full record

ArticleResearch square2025

Genetics of educational attainment and social problem behaviors: Robust estimates of direct genetic effects.

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

Abstract readPreprint
In one paragraph

Article in Research square, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Lyydia AlajääsköVrije Universiteit Amsterdam (VU), The Netherlands.ORCID 0009-0000-2156-8162
Marina Aguiar-PalmaVrije Universiteit Amsterdam (VU), The Netherlands.
Abdel AbdellaouiAmsterdam UMC, University of Amsterdam, The Netherlands.
Titus GalamaVrije Universiteit Amsterdam (VU), The Netherlands.

Funding

Genotyping the Understanding America Study to generate novel opportunities for research on cognitive functioning and dementiaR01AG079554 · NIA · UNIVERSITY OF SOUTHERN CALIFORNIA · PI FAUL, JESSICA, GALAMA, TITUS JOHANNES · 2023 to 2025
$7.6M
Genetic Differences in the Causal Effect of Education Quantity and Quality on Cognitive Functioning and Dementia Diagnosis Later in LifeR01AG078522 · NIA · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Silvia Helena Barcellos · 2022 to 2026
$3.9M
NIA NIH HHS R01 AG078522NIA NIH HHS R01 AG079554
6 · The paper itself

Abstract

This study examines the genetic underpinnings of (problematic) socioemotional behaviors in children (6-18 years old) by leveraging a within-family trio design using data from the Lifelines cohort (N=3,090-4,510). Socio-emotional development is key to understanding long-term educational, occupational, and mental health outcomes. Yet, their genetic foundations are not fully understood. We estimate direct genetic effects of educational attainment (EA)-related polygenic indices (PGIs), as a whole and decomposed into cognitive (Cog) and non-cognitive (NonCog) components, on a comprehensive set of internalizing and externalizing behaviors assessed via self- and parental-reported Achenbach System of Empirically Based Assessment (ASEBA) measures. Our findings reveal that higher EA-related PGIs, particularly their cognitive component, are robustly associated with lower levels of attention problems, rule-breaking, and somatic complaints. These effects persist after adjusting for parental genetics, supporting a causal interpretation. Some associations-such as those of the NonCog EA PGI with attention problems and rule-breaking, and of the full EA PGI with externalizing behaviors-lose statistical significance when parental genetics are included, suggesting that small environmentally mediated parental influences may play a role. We also find notable sex differences, with stronger associations in girls, especially for internalizing traits, and observe modest (although insignificant) differences between self- and parent-reported outcomes. Our findings contribute novel evidence that cognitive genetics influence behavioral development and highlight the value of family-based genetic designs for uncovering the complex interplay of genes and environment in socio-emotional functioning.

Indexed as

cognitive/non-cognitive traitseducational attainmentpolygenic indicessexSocial behavioral traitswithin-family trio design

Identifiers

PMID40909789
PMCPMC12408008

What Socratic 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 Socratic graph.