Integrative analysis of genomic and exposomic influences on youth mental health
| dc.contributor.author | Choi, K.W. | |
| dc.contributor.author | Wilson, M. | |
| dc.contributor.author | Ge, T. | |
| dc.contributor.author | Kandola, A. | |
| dc.contributor.author | Patel, C.J. | |
| dc.contributor.author | Lee, S.H. | |
| dc.contributor.author | Smoller, J.W. | |
| dc.date.issued | 2022 | |
| dc.description | Data source: Supporting information, https://doi.org/10.1111/jcpp.13664 | |
| dc.description.abstract | Background Understanding complex influences on mental health problems in young people is needed to inform early prevention strategies. Both genetic and environmental factors are known to influence youth mental health, but a more comprehensive picture of their interplay, including wide-ranging environmental exposures - that is, the exposome - is needed. We perform an integrative analysis of genomic and exposomic data in relation to internalizing and externalizing symptoms in a cohort of 4,314 unrelated youth from the Adolescent Brain and Cognitive Development (ABCD) Study. Methods Using novel GREML-based approaches, we model the variance in internalizing and externalizing symptoms explained by additive and interactive influences from the genome (G) and modeled exposome (E) consisting of up to 133 variables at the family, peer, school, neighborhood, life event, and broader environmental levels, including genome-by-exposome (G x E) and exposome-by-exposome (E x E) effects. Results A best-fitting integrative model with G, E, and G x E components explained 35% and 63% of variance in youth internalizing and externalizing symptoms, respectively. Youth in the top quintile of model-predicted risk accounted for the majority of individuals with clinically elevated symptoms at follow-up (60% for internalizing; 72% for externalizing). Of note, different domains of environmental exposures were most impactful for internalizing (life events) and externalizing (contextual including family, school, and peer-level factors) symptoms. In addition, variance explained by G x E contributions was substantially larger for externalizing (33%) than internalizing (13%) symptoms. Conclusions Advanced statistical genetic methods in a longitudinal cohort of youth can be leveraged to address fundamental questions about the role of 'nature and nurture' in developmental psychopathology. | |
| dc.identifier.citation | Journal of Child Psychology and Psychiatry, 2022; 63(10):1196-1205 | |
| dc.identifier.doi | 10.1111/jcpp.13664 | |
| dc.identifier.issn | 0021-9630 | |
| dc.identifier.issn | 1469-7610 | |
| dc.identifier.uri | https://hdl.handle.net/11541.2/30520 | |
| dc.language.iso | en | |
| dc.publisher | Wiley-Blackwell Publishing | |
| dc.relation.funding | National Institute of Mental Health K08MH127413 | |
| dc.relation.funding | Kaplen Fellowship on Depression from the Harvard Medical School | |
| dc.relation.funding | NARSAD Young Investigator Grant from the Brain & Behavior Research Foundation | |
| dc.relation.funding | Demarest Lloyd Jr. Foundation | |
| dc.relation.funding | Tommy Fuss Fund | |
| dc.relation.funding | National Institutes of Health U01DA041048 | |
| dc.relation.funding | National Institutes of Health U01DA050989 | |
| dc.relation.funding | National Institutes of Health U01DA051016 | |
| dc.relation.funding | National Institutes of Health U01DA041022 | |
| dc.relation.funding | National Institutes of Health U01DA051018 | |
| dc.relation.funding | National Institutes of Health U01DA051037 | |
| dc.relation.funding | National Institutes of Health U01DA050987 | |
| dc.relation.funding | National Institutes of Health U01DA041174 | |
| dc.relation.funding | National Institutes of Health U01DA041106 | |
| dc.relation.funding | National Institutes of Health U01DA041117 | |
| dc.relation.funding | National Institutes of Health U01DA041028 | |
| dc.relation.funding | National Institutes of Health U01DA041134 | |
| dc.relation.funding | National Institutes of Health U01DA050988 | |
| dc.relation.funding | National Institutes of Health U01DA051039 | |
| dc.relation.funding | National Institutes of Health U01DA041156 | |
| dc.relation.funding | National Institutes of Health U01DA041025 | |
| dc.relation.funding | National Institutes of Health U01DA041120 | |
| dc.relation.funding | National Institutes of Health U01DA051038 | |
| dc.relation.funding | National Institutes of Health U01DA041148 | |
| dc.relation.funding | National Institutes of Health U01DA041093 | |
| dc.relation.funding | National Institutes of Health U01DA041089 | |
| dc.relation.funding | National Institutes of Health U24DA041123 | |
| dc.relation.funding | National Institutes of Health U24DA041147 | |
| dc.rights | Copyright 2022 The Authors. Journal of Child Psychology and Psychiatry published by John Wiley & Sons Ltd on behalf of Association for Child and Adolescent Mental Health. This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made. (http://creativecommons.org/licenses/by-nc-nd/4.0/) | |
| dc.source.uri | https://doi.org/10.1111/jcpp.13664 | |
| dc.subject | exposome | |
| dc.subject | genetics | |
| dc.subject | youth mental health | |
| dc.subject | depression | |
| dc.subject | gene-environment interaction | |
| dc.subject | G x E | |
| dc.subject | heritability | |
| dc.title | Integrative analysis of genomic and exposomic influences on youth mental health | |
| dc.type | Journal article | |
| pubs.publication-status | Published | |
| ror.fileinfo | 12250309530001831 13252299150001831 Child Psychology Psychiatry - 2022 - Choi - Integrative analysis of genomic and exposomic influences on youth mental health (1) | |
| ror.mmsid | 9916674025201831 |
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