Evidence map›Paper›PMID 37439516›Full record

ArticleMultivariate behavioral research

Environment-by-PGS Interaction in the Classical Twin Design: An Application to Childhood Anxiety and Negative Affect.

Susanne Bruins, Jouke-Jan Hottenga, Michael C Neale, René Pool, Dorret I Boomsma, Conor V Dolan

Abstract readTwin Study
In one paragraph

Article in Multivariate behavioral research. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Adolescent music engagement is associated with less alcohol consumption and substance experimentation 5-11 years later: A genetically informative study.Psychology of addictive behaviors : journal of the Society of Psychologists in Addictive Behaviors · 2026
    Article
  3. 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

6 authors.

Susanne BruinsDepartment of Biological Psychology, Vrije Universiteit.ORCID 0000-0001-6808-7075
Jouke-Jan HottengaDepartment of Biological Psychology, Vrije Universiteit.ORCID 0000-0002-5668-2368
Michael C NealeDepartment of Biological Psychology, Vrije Universiteit.ORCID 0000-0003-4887-659X
René PoolDepartment of Biological Psychology, Vrije Universiteit.ORCID 0000-0001-5579-0933
Dorret I BoomsmaDepartment of Biological Psychology, Vrije Universiteit.ORCID 0000-0002-7099-7972
Conor V DolanDepartment of Biological Psychology, Vrije Universiteit.ORCID 0000-0002-2496-8492

Funding

Extensions of Mendelian Randomization Methodology for Combined Genomic and Methylomic AnalysisR01DA049867 · NIDA · VIRGINIA COMMONWEALTH UNIVERSITY · PI NEALE, MICHAEL CHURTON · 2020 to 2024
$1.9M
EPA EP-C-15-001NIDA NIH HHS R01 DA049867
6 · The paper itself

Abstract

One type of genotype-environment interaction occurs when genetic effects on a phenotype are moderated by an environment; or when environmental effects on a phenotype are moderated by genes. Here we outline these types of genotype-environment interaction models, and propose a test of genotype-environment interaction based on the classical twin design, which includes observed genetic variables (polygenic scores: PGSs) that account for part of the genetic variance of the phenotype. We introduce environment-by-PGS interaction and the results of a simulation study to address statistical power and parameter recovery. Next, we apply the model to empirical data on anxiety and negative affect in children. The power to detect environment-by-PGS interaction depends on the heritability of the phenotype, and the strength of the PGS. The simulation results indicate that under realistic conditions of sample size, heritability and strength of the interaction, the environment-by-PGS model is a viable approach to detect genotype-environment interaction. In 7-year-old children, we defined two PGS based on the largest genetic association studies for 2 traits that are genetically correlated to childhood anxiety and negative affect, namely major depression (MDD) and intelligence (IQ). We find that common environmental influences on negative affect are amplified for children with a lower IQ-PGS.

Indexed as

AnxietyGene-Environment InteractionAffectChildComputer SimulationFemaleGenotypeHumansIntelligenceMajor Depressive DisorderMaleModels, GeneticPhenotypeTwinsgenetic covariance structure modelingGenotype-environment (g × e) interactionmoderationmono- and dizygotic twinspolygenic scores (pgs)

Identifiers

PMID37439516
PMCPMC11157501

What OpenQuestion holds

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LicenceCC BY
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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.