Cell type-specific methylome-wide association studies of childhood ADHD symptoms
Studying DNA methylation (DNAm) can provide insights into gene-regulatory mechanisms underlying attention-deficit/hyperactivity disorder (ADHD). While most DNAm studies were performed in bulk tissue, this study used statistical deconvolution to identify cell type-specific DNAm profiles, from five major blood cell types, associated with childhood ADHD symptoms. We performed meta-analyses of methylome-wide association studies (MWAS) for ADHD symptoms (age<sub>range</sub>=4-16 years) in peripheral blood collected during childhood and in cord blood. The investigated cohorts included seven array-based methylation datasets assaying up to 450 K CpGs from the Pregnancy And Childhood Epigenetics Consortium (N=2 934 peripheral blood; N=2 546 cord blood) and a sequencing-based methylation dataset assaying nearly all 28 million CpGs in blood from the Great Smoky Mountain Study (GSMS; N=583). The meta-analyses resulted in methylome-wide significant (FDR<0.05) ADHD associations in CD8T cells (RPL31P11 and KCNJ5) for peripheral blood, and, in cord blood, in monocytes (PDE6B), CD8T cells (KCNA3 and HAND2), and NK cells (KIFC1). Notably, several significant sites detected in peripheral blood (RPL31P11 and KCNJ5) were also detected in cord blood. Furthermore, extended MWAS of all sites available for GSMS detected 69 and 17 additional CpGs in monocytes and granulocytes, respectively. In this first cell type-specific MWAS for ADHD, we identified DNAm associations for ADHD symptoms; some associations were seen in both peripheral blood and cord blood, suggesting potential susceptibility markers for increased ADHD risk. These findings show that cell type-specific analyses and sequencing-based approaches can increase insights into the epigenetic patterns associated with ADHD symptoms in childhood.
Authors
- Shaunna L. Clark (ORCID: https://orcid.org/0000-0002-3193-6923)
- Catharina Annette Hartman (ORCID: https://orcid.org/0000-0002-8094-8859)
- Edwin J. C. G. van den Oord (ORCID: https://orcid.org/0000-0003-2701-4405)
- Anke Hüls (ORCID: https://orcid.org/0000-0002-6005-417X)
- Regina Gražulevičienė (ORCID: https://orcid.org/0000-0002-0210-8053)
- Doretta Caramaschi (ORCID: https://orcid.org/0000-0002-9740-871X)
- Harold Snieder (ORCID: https://orcid.org/0000-0003-1949-2298)
- Barbara Franke (ORCID: https://orcid.org/0000-0003-4375-6572)
- Marta Cosín‐Tomás (ORCID: https://orcid.org/0000-0001-5012-8983)
- Marieke Klein (ORCID: https://orcid.org/0000-0001-8784-5679)
- Caroline L. Relton (ORCID: https://orcid.org/0000-0003-2052-4840)
- Janine F. Felix (ORCID: https://orcid.org/0000-0002-9801-5774)
- Gunda Herberth (ORCID: https://orcid.org/0000-0003-0212-3509)
- Jordi Sunyer (ORCID: https://orcid.org/0000-0002-2602-4110)
- Charlotte A. M. Cecil (ORCID: https://orcid.org/0000-0002-2389-5922)
- Karolina A. Åberg (ORCID: https://orcid.org/0000-0001-6103-5168)
- William Copeland (ORCID: https://orcid.org/0000-0002-1348-7781)
- Eva Corpeleijn (ORCID: https://orcid.org/0000-0002-2974-3305)
- Stephanie H. Witt (ORCID: https://orcid.org/0000-0002-1571-1468)
- Ana Claudia Zenclussen (ORCID: https://orcid.org/0000-0003-3544-4552)
- Nastassja Koen (ORCID: https://orcid.org/0000-0002-1119-8142)
- Stefan Röder
- Michael Deuschle (ORCID: https://orcid.org/0000-0001-5038-1137)
- Mandy Meijer (ORCID: https://orcid.org/0000-0002-9307-0643)
- Rosa H. Mulder (ORCID: https://orcid.org/0000-0002-2382-1704)
- Xueling Lu (ORCID: https://orcid.org/0000-0001-6067-7361)
- Dan Joseph Stein (ORCID: https://orcid.org/0000-0001-7218-7810)
- Lea Zillich (ORCID: https://orcid.org/0000-0001-7457-374X)
- Ãngel Carracedo (ORCID: https://orcid.org/0000-0003-1085-8986)
- Heather Joy Zar (ORCID: https://orcid.org/0000-0002-9046-759X)
- John Wright (ORCID: https://orcid.org/0000-0001-9572-7293)
- Fabian Streit (ORCID: https://orcid.org/0000-0003-1080-4339)
- Juan R. González (ORCID: https://orcid.org/0000-0003-3267-2146)
- Yining Zhang (ORCID: https://orcid.org/0009-0006-2107-5855)
- Mariona Bustamente
Institutions
- South African Medical Research Council (ZA)
- University Medical Center Groningen (NL)
- Helmholtz Centre for Environmental Research (DE)
- Radboud University Nijmegen (NL)
- Emory University (US)
- University of Cape Town (ZA)
- University of Groningen (NL)
- Universitat Pompeu Fabra (ES)
- Virginia Commonwealth University (US)
- Vytautas Magnus University (LT)
- Heidelberg University (DE)
- University of Exeter (GB)
- Bradford Royal Infirmary (GB)
- Erasmus MC (NL)
- University Hospital Heidelberg (DE)
- Radboud University Medical Center (NL)
- University of Bristol (GB)
- University of Vermont Children’s Hospital (US)
- Central Institute of Mental Health (DE)
- Fundación Pública Galega de Medicina Xenómica (ES)
- Instituto de Investigación Sanitaria de Santiago (ES)
- Exeter Hospital (GB)
- Red Cross War Memorial Children's Hospital (ZA)
- Texas A&M University (US)
- Erasmus University Rotterdam (NL)
Publication Details
- Journal
- European Neuropsychopharmacology
- Published
- 2025-10-26
- DOI
- https://doi.org/10.1016/j.euroneuro.2025.09.010
- Primary Topic
- Health, Environment, Cognitive Aging
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- European Commission
- South African Medical Research Council
- Generalitat de Catalunya
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- Radboud Universitair Medisch Centrum
- National Institutes of Health
- Horizon 2020 Framework Programme
- Medical Research Council
- Economic and Social Research Council
- Agència de Gestió d'Ajuts Universitaris i de Recerca
- National Institute of Environmental Health Sciences