Polygenic risk score for attention-deficit/hyperactivity disorder and brain functional networks segregation in a community-based sample
- PMID: 36811275
- PMCID: PMC10067387
- DOI: 10.1111/gbb.12838
Polygenic risk score for attention-deficit/hyperactivity disorder and brain functional networks segregation in a community-based sample
Abstract
Neuroimaging studies suggest that brain development mechanisms might explain at least some behavioural and cognitive attention-deficit/hyperactivity disorder (ADHD) symptoms. However, the putative mechanisms by which genetic susceptibility factors influence clinical features via alterations of brain development remain largely unknown. Here, we set out to integrate genomics and connectomics tools by investigating the associations between an ADHD polygenic risk score (ADHD-PRS) and functional segregation of large-scale brain networks. With this aim, ADHD symptoms score, genetic and rs-fMRI (resting-state functional magnetic resonance image) data obtained in a longitudinal community-based cohort of 227 children and adolescents were analysed. A follow-up was conducted approximately 3 years after the baseline, with rs-fMRI scanning and ADHD likelihood assessment in both stages. We hypothesised a negative correlation between probable ADHD and the segregation of networks involved in executive functions, and a positive correlation with the default-mode network (DMN). Our findings suggest that ADHD-PRS is correlated with ADHD at baseline, but not at follow-up. Despite not surviving for multiple comparison correction, we found significant correlations between ADHD-PRS and segregation of cingulo-opercular networks and DMN at baseline. ADHD-PRS was negatively correlated with the segregation level of cingulo-opercular networks but positively correlated with the DMN segregation. These directions of associations corroborate the proposed counter-balanced role of attentional networks and DMN in attentional processes. However, the association between ADHD-PRS and brain networks functional segregation was not found at follow-up. Our results provide evidence for specific influences of genetic factors on development of attentional networks and DMN. We found significant correlations between polygenic risk score for ADHD (ADHD-PRS) and segregation of cingulo-opercular networks and default-mode network (DMN) at baseline. ADHD-PRS was negatively correlated with the segregation level of cingulo-opercular networks but positively correlated with the DMN segregation.
Keywords: ADHD; DMN; GWAS; network segregation; networks; polygenic risk score; rs-fMRI.
© 2023 The Authors. Genes, Brain and Behavior published by International Behavioural and Neural Genetics Society and John Wiley & Sons Ltd.
Conflict of interest statement
Pedro Mario Pan received payment or honaria for lectures and presentations in educational eventos for Sandoz, Daiichi Sankyo, Eurofama, Abbot, Libbs, Instituto Israelita de Pesquisa e Ensino Albert Einstein, Instituto de D'Or de Pesquisa e Ensino. Luis Augusto Rohde has received grant or research support from, served as a consultant to, and served on the speakers' bureau of Abbott, Aché, Bial, Medice, Novartis/Sandoz, Pfizer/Upjohn, and Shire/Takeda in the last 3 years. The ADHD and Juvenile Bipolar Disorder Outpatient Programs chaired by Dr Rohde have received unrestricted educational and research support from the following pharmaceutical companies in the last 3 years: Novartis/Sandoz and Shire/Takeda. Dr Rohde has received authorship royalties from Oxford Press and ArtMed. Dr. Rodrigo Affonseca Bressan has been on the speakers' bureau/advisory board of AstraZeneca, Bristol, Janssen, and Lundbeck. Dr. Bressan has also received research grants from Janssen, Eli‐Lilly, Lundbeck, Novartis, Roche, FAPESP, CNPq, CAPES, Fundação E.J. Safra, and Fundação ABAHDS. He is also a shareholder in Biomolecular Technology Ltd. Dr. Edson Amaro Jr. has received research grants from FAPESP, CNPq, CAPES, Fundação E.J. Safra, and Fundação ABAHDS. All other authors reported no biomedical financial interests or potential conflicts of interest.
Figures

Similar articles
-
Connectivity supporting attention in children with attention deficit hyperactivity disorder.Neuroimage Clin. 2014 Nov 20;7:68-81. doi: 10.1016/j.nicl.2014.11.011. eCollection 2015. Neuroimage Clin. 2014. PMID: 25610768 Free PMC article.
-
Resting state functional connectivity in adolescent synthetic cannabinoid users with and without attention-deficit/hyperactivity disorder.Hum Psychopharmacol. 2021 Sep;36(5):e2781. doi: 10.1002/hup.2781. Epub 2021 Mar 6. Hum Psychopharmacol. 2021. PMID: 33675677
-
Cumulative Effects of Resting-State Connectivity Across All Brain Networks Significantly Correlate with Attention-Deficit Hyperactivity Disorder Symptoms.J Neurosci. 2024 Mar 6;44(10):e1202232023. doi: 10.1523/JNEUROSCI.1202-23.2023. J Neurosci. 2024. PMID: 38286629 Free PMC article.
-
A Review of the Default Mode Network in Autism Spectrum Disorders and Attention Deficit Hyperactivity Disorder.Brain Connect. 2021 May;11(4):253-263. doi: 10.1089/brain.2020.0865. Epub 2021 Feb 18. Brain Connect. 2021. PMID: 33403915 Free PMC article. Review.
-
Imaging functional and structural brain connectomics in attention-deficit/hyperactivity disorder.Mol Neurobiol. 2014 Dec;50(3):1111-23. doi: 10.1007/s12035-014-8685-x. Epub 2014 Apr 5. Mol Neurobiol. 2014. PMID: 24705817 Review.
Cited by
-
Abnormal association between neural activity and genetic expressions of impulsivity in attention deficit hyperactivity disorder: an Adolescent Brain Cognitive Development study.Biol Psychiatry Cogn Neurosci Neuroimaging. 2025 Jun 11:S2451-9022(25)00195-8. doi: 10.1016/j.bpsc.2025.06.002. Online ahead of print. Biol Psychiatry Cogn Neurosci Neuroimaging. 2025. PMID: 40514009
-
Genetic Etiology Link to Brain Function Underlying ADHD Symptoms and its Interaction with Sleep Disturbance: An ABCD Study.Neurosci Bull. 2025 Jun;41(6):1041-1053. doi: 10.1007/s12264-025-01349-9. Epub 2025 Jan 19. Neurosci Bull. 2025. PMID: 39827443
References
-
- Hamza M, Halayem S, Bourgou S, Daoud M, Charfi F, Belhadj A. Epigenetics and ADHD: toward an integrative approach of the disorder pathogenesis. J Atten Disord. 2019;23:655‐664. - PubMed
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Medical