TY - JOUR
T1 - Polygenic risks for joint developmental trajectories of internalizing and externalizing problems
T2 - Findings from the ALSPAC cohort
AU - Speyer, Lydia Gabriela
AU - Neaves, Samuel
AU - Hall, Hildigunnur Anna
AU - Hemani, Gibran
AU - Lombardo, Michael Vincent
AU - Murray, Aja Louise
AU - Auyeung, Bonnie
AU - Luciano, Michelle
N1 - Funding Information:
The UK Medical Research Council and Wellcome (Grant ref: 217065/Z/19/Z) and the University of Bristol provide core support for ALSPAC. GWAS data were generated by Sample Logistics and Genotyping Facilities at Wellcome Sanger Institute and LabCorp (Laboratory Corporation of America) using support from 23andMe. This publication is the work of the authors, and L.G.S., S.N., H.A.H., G.H., M.V.L., A.L.M., B.A. and M.L. will serve as guarantors for the contents of this paper. A comprehensive list of grants funding (PDF, 459KB) is available on the ALSPAC website. Information on how to access the ALSPAC data can be found here: http://www.bristol.ac.uk/alspac/researchers/access/
Funding Information:
L.G.S. was funded by the University of Edinburgh through a Principal’s Careers Development Scholarship. H.A.H. was funded by the UK Economic and Social Research Council (ES/R500938/1). B.A. was supported by the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska‐Curie grant agreement (No.813546), the Baily Thomas Charitable Fund (TRUST/VC/AC/SG/469207686), the Data Driven Innovation Initiative and the UK Economic and Social Research Council (ES/N018877/1) during the course of this work. S.N., G.H., M.V.L., A.L.M. and M.L. have no funding to declare for this project. The study sponsors had no part in the design, data analysis and interpretation of this study, in the writing of the manuscript or in the decision to submit the paper for publication, and the authors’ work was independent of their funders. The authors have declared that they have no competing or potential conflicts of interest. Key points
Publisher Copyright:
© 2021 The Authors. Journal of Child Psychology and Psychiatry published by John Wiley & Sons Ltd on behalf of Association for Child and Adolescent Mental Health.
PY - 2021/12/2
Y1 - 2021/12/2
N2 - Background: Joint developmental trajectories of internalizing and externalizing problems show considerable heterogeneity; however, this can be parsed into a small number of meaningful subgroups. Doing so offered insights into risk factors that lead to different patterns of internalizing/externalizing trajectories. However, despite both domains of problems showing strong heritability, no study has yet considered genetic risks as predictors of joint internalizing/externalizing problem trajectories. Methods: Using parallel process latent class growth analysis, we estimated joint developmental trajectories of internalizing and externalizing difficulties assessed across ages 4 to 16 using the Strengths and Difficulties Questionnaire. Multinomial logistic regression was used to evaluate a range of demographic, perinatal, maternal mental health, and child and maternal polygenic predictors of group membership. Participants included 11,049 children taking part in the Avon Longitudinal Study of Parents and Children. Polygenic data were available for 7,127 children and 6,836 mothers. Results: A 5-class model was judged optimal: Unaffected, Moderate Externalizing Symptoms, High Externalizing Symptoms, Moderate Internalizing and Externalizing Symptoms and High Internalizing and Externalizing Symptoms. Male sex, lower maternal age, maternal mental health problems, maternal smoking during pregnancy, higher child polygenic risk scores for ADHD and lower polygenic scores for IQ distinguished affected classes from the unaffected class. Conclusions: While affected classes could be relatively well separated from the unaffected class, phenotypic and polygenic predictors were limited in their ability to distinguish between different affected classes. Results thus add to existing evidence that internalizing and externalizing problems have mostly shared risk factors.
AB - Background: Joint developmental trajectories of internalizing and externalizing problems show considerable heterogeneity; however, this can be parsed into a small number of meaningful subgroups. Doing so offered insights into risk factors that lead to different patterns of internalizing/externalizing trajectories. However, despite both domains of problems showing strong heritability, no study has yet considered genetic risks as predictors of joint internalizing/externalizing problem trajectories. Methods: Using parallel process latent class growth analysis, we estimated joint developmental trajectories of internalizing and externalizing difficulties assessed across ages 4 to 16 using the Strengths and Difficulties Questionnaire. Multinomial logistic regression was used to evaluate a range of demographic, perinatal, maternal mental health, and child and maternal polygenic predictors of group membership. Participants included 11,049 children taking part in the Avon Longitudinal Study of Parents and Children. Polygenic data were available for 7,127 children and 6,836 mothers. Results: A 5-class model was judged optimal: Unaffected, Moderate Externalizing Symptoms, High Externalizing Symptoms, Moderate Internalizing and Externalizing Symptoms and High Internalizing and Externalizing Symptoms. Male sex, lower maternal age, maternal mental health problems, maternal smoking during pregnancy, higher child polygenic risk scores for ADHD and lower polygenic scores for IQ distinguished affected classes from the unaffected class. Conclusions: While affected classes could be relatively well separated from the unaffected class, phenotypic and polygenic predictors were limited in their ability to distinguish between different affected classes. Results thus add to existing evidence that internalizing and externalizing problems have mostly shared risk factors.
KW - ALSPAC
KW - externalizing
KW - internalizing
KW - joint mental health trajectories
KW - polygenic risk
UR - http://www.scopus.com/inward/record.url?scp=85120433155&partnerID=8YFLogxK
U2 - 10.1111/jcpp.13549
DO - 10.1111/jcpp.13549
M3 - Article
AN - SCOPUS:85120433155
JO - Journal of Child Psychology and Psychiatry
JF - Journal of Child Psychology and Psychiatry
SN - 0021-9630
ER -