Disentangling multivariate relationships between cognition, language and social traits: structures of G, E, and r GE
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Background
Cognitive, language, and social abilities are complex, heritable and intertwined traits shaping children’s development and later mental health. To better understand cross-trait interrelationships, we model here the structures of shared genomic and shared non-genomic/residual (i.e. broadly environmental) influences, and their correlation (r GE ), investigating cognitive, language, and social behavioural/communication measures.
Methods
Data were obtained for unrelated children (8-13 years) from two population-based cohorts: the UK Avon Longitudinal Study of Parents and Children (ALSPAC, N≤6,543) and the US Adolescent Brain Cognitive Development℠ (ABCD) Study (N≤4,412), and analyses were carried out implementing an extended data-driven genetic-relationship-matrix structural equation modelling (GRM-SEM) approach.
Results
In ALSPAC, we identified two independent phenotypic domains, each captured by a structurally matching pair consisting of a genomic (A) and a non-genomic/residual (E) factor. The first domain reflected cognitive/language difficulties, with the largest genomic and residual factor loadings (λ A and λ E , respectively) for verbal IQ (λ A =0.73(SE=0.05); λ E =0.57(SE=0.07)). The second domain captured social difficulties, with the largest λ A and λ E for social communication measures (λ A =0.39(SE=0.10); λ E =0.82(SE=0.10)). We identified trait-specific r GE between pairs of A and E factors with different directions of effect (cognition/language r GE =0.89(SE=0.18), social r GE =-0.62(SE=0.17)). r GE patterns were linked to increased measurable A and E contributions for cognition/language difficulties, but decreased contributions for social problems. Analyses in ABCD confirmed the two domains for E and phenotypic structures, although genomic contributions were low.
Conclusions
In childhood, cognitive/language abilities versus social abilities are influenced by distinct genomic and/or environmental factors, potentially interlinked through trait-specific r GE , suggesting differences in developmental processes.
