Genome-Wide DNA Methylation Patterns in Persistent Attention-Deficit/Hyperactivity Disorder and in Association With Impulsive and Callous Traits

Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder that often persists into adulthood. ADHD and related personality traits, such as impulsivity and callousness, are caused by genetic and environmental factors and their interplay. Epigenetic modifications of DNA, includi...

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Main Authors: Mandy Meijer, Marieke Klein, Eilis Hannon, Dennis van der Meer, Catharina Hartman, Jaap Oosterlaan, Dirk Heslenfeld, Pieter J. Hoekstra, Jan Buitelaar, Jonathan Mill, Barbara Franke
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-01-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fgene.2020.00016/full
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author Mandy Meijer
Marieke Klein
Marieke Klein
Eilis Hannon
Dennis van der Meer
Dennis van der Meer
Catharina Hartman
Jaap Oosterlaan
Jaap Oosterlaan
Dirk Heslenfeld
Pieter J. Hoekstra
Jan Buitelaar
Jan Buitelaar
Jan Buitelaar
Jonathan Mill
Barbara Franke
Barbara Franke
spellingShingle Mandy Meijer
Marieke Klein
Marieke Klein
Eilis Hannon
Dennis van der Meer
Dennis van der Meer
Catharina Hartman
Jaap Oosterlaan
Jaap Oosterlaan
Dirk Heslenfeld
Pieter J. Hoekstra
Jan Buitelaar
Jan Buitelaar
Jan Buitelaar
Jonathan Mill
Barbara Franke
Barbara Franke
Genome-Wide DNA Methylation Patterns in Persistent Attention-Deficit/Hyperactivity Disorder and in Association With Impulsive and Callous Traits
Frontiers in Genetics
persistent attention-deficit/hyperactivity disorder
remittent attention-deficit/hyperactivity disorder
callous traits
impulsivity
DNA methylation
epigenome-wide association study
author_facet Mandy Meijer
Marieke Klein
Marieke Klein
Eilis Hannon
Dennis van der Meer
Dennis van der Meer
Catharina Hartman
Jaap Oosterlaan
Jaap Oosterlaan
Dirk Heslenfeld
Pieter J. Hoekstra
Jan Buitelaar
Jan Buitelaar
Jan Buitelaar
Jonathan Mill
Barbara Franke
Barbara Franke
author_sort Mandy Meijer
title Genome-Wide DNA Methylation Patterns in Persistent Attention-Deficit/Hyperactivity Disorder and in Association With Impulsive and Callous Traits
title_short Genome-Wide DNA Methylation Patterns in Persistent Attention-Deficit/Hyperactivity Disorder and in Association With Impulsive and Callous Traits
title_full Genome-Wide DNA Methylation Patterns in Persistent Attention-Deficit/Hyperactivity Disorder and in Association With Impulsive and Callous Traits
title_fullStr Genome-Wide DNA Methylation Patterns in Persistent Attention-Deficit/Hyperactivity Disorder and in Association With Impulsive and Callous Traits
title_full_unstemmed Genome-Wide DNA Methylation Patterns in Persistent Attention-Deficit/Hyperactivity Disorder and in Association With Impulsive and Callous Traits
title_sort genome-wide dna methylation patterns in persistent attention-deficit/hyperactivity disorder and in association with impulsive and callous traits
publisher Frontiers Media S.A.
series Frontiers in Genetics
issn 1664-8021
publishDate 2020-01-01
description Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder that often persists into adulthood. ADHD and related personality traits, such as impulsivity and callousness, are caused by genetic and environmental factors and their interplay. Epigenetic modifications of DNA, including methylation, are thought to mediate between such factors and behavior and may behave as biomarkers for disorders. Here, we set out to study DNA methylation in persistent ADHD and related traits. We performed epigenome-wide association studies (EWASs) on peripheral whole blood from participants in the NeuroIMAGE study (age range 12–23 years). We compared participants with persistent ADHD (n = 35) with healthy controls (n = 19) and with participants with remittent ADHD (n = 19). Additionally, we performed EWASs of impulsive and callous traits derived from the Conners Parent Rating Scale and the Callous-Unemotional Inventory, respectively, across all participants. For every EWAS, the linear regression model analyzed included covariates for age, sex, smoking scores, and surrogate variables reflecting blood cell type composition and genetic background. We observed no epigenome-wide significant differences in single CpG site methylation between participants with persistent ADHD and healthy controls or participants with remittent ADHD. However, epigenome-wide analysis of differentially methylated regions provided significant findings showing that hypermethylated regions in the APOB and LPAR5 genes were associated with ADHD persistence compared to ADHD remittance (p = 1.68 * 10−24 and p = 9.06 * 10−7, respectively); both genes are involved in cholesterol signaling. Both findings appeared to be linked to genetic variation in cis. We found neither significant epigenome-wide single CpG sites nor regions associated with impulsive and callous traits; the top-hits from these analyses were annotated to genes involved in neurotransmitter release and the regulation of the biological clock. No link to genetic variation was observed for these findings, which thus might reflect environmental influences. In conclusion, in this pilot study with a small sample size, we observed several DNA-methylation–disorder/trait associations of potential significance for ADHD and the related behavioral traits. Although we do not wish to draw conclusions before replication in larger, independent samples, cholesterol signaling and metabolism may be of relevance for the onset and/or persistence of ADHD.
topic persistent attention-deficit/hyperactivity disorder
remittent attention-deficit/hyperactivity disorder
callous traits
impulsivity
DNA methylation
epigenome-wide association study
url https://www.frontiersin.org/article/10.3389/fgene.2020.00016/full
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spelling doaj-7d98b7cdf13c49bdbbb674336dc3f3592020-11-25T01:15:45ZengFrontiers Media S.A.Frontiers in Genetics1664-80212020-01-011110.3389/fgene.2020.00016503471Genome-Wide DNA Methylation Patterns in Persistent Attention-Deficit/Hyperactivity Disorder and in Association With Impulsive and Callous TraitsMandy Meijer0Marieke Klein1Marieke Klein2Eilis Hannon3Dennis van der Meer4Dennis van der Meer5Catharina Hartman6Jaap Oosterlaan7Jaap Oosterlaan8Dirk Heslenfeld9Pieter J. Hoekstra10Jan Buitelaar11Jan Buitelaar12Jan Buitelaar13Jonathan Mill14Barbara Franke15Barbara Franke16Department of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, NetherlandsDepartment of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, NetherlandsDepartment of Psychiatry, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, NetherlandsMedical School, University of Exeter, Exeter, United KingdomNORMENT, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, NorwayFaculty of Health, Medicine and Life Sciences, School of Mental Health and Neuroscience, Maastricht University, Maastricht, NetherlandsDepartment of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, NetherlandsExperimental and Clinical Neuropsychology Section, Vrije Universiteit Amsterdam, Amsterdam, NetherlandsEmma Neuroscience Group, Department of Pediatrics, Amsterdam Reproduction & Development, Emma Children's Hospital, Amsterdam UMC, University of Amsterdam and Vrije Universiteit Amsterdam, Amsterdam, NetherlandsExperimental and Clinical Neuropsychology Section, Vrije Universiteit Amsterdam, Amsterdam, NetherlandsDepartment of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, NetherlandsDonders Centre for Cognitive Neuroimaging, Donders Institute for Brain, Cognition and Behavior, Radboud University, Nijmegen, Netherlands0Department of Cognitive Neuroscience, Radboud University Medical Centre, Nijmegen, Netherlands1Karakter Child and Adolescent Psychiatric University Centre, Nijmegen, NetherlandsMedical School, University of Exeter, Exeter, United KingdomDepartment of Human Genetics, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, Netherlands2Department of Psychiatry, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, NetherlandsAttention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder that often persists into adulthood. ADHD and related personality traits, such as impulsivity and callousness, are caused by genetic and environmental factors and their interplay. Epigenetic modifications of DNA, including methylation, are thought to mediate between such factors and behavior and may behave as biomarkers for disorders. Here, we set out to study DNA methylation in persistent ADHD and related traits. We performed epigenome-wide association studies (EWASs) on peripheral whole blood from participants in the NeuroIMAGE study (age range 12–23 years). We compared participants with persistent ADHD (n = 35) with healthy controls (n = 19) and with participants with remittent ADHD (n = 19). Additionally, we performed EWASs of impulsive and callous traits derived from the Conners Parent Rating Scale and the Callous-Unemotional Inventory, respectively, across all participants. For every EWAS, the linear regression model analyzed included covariates for age, sex, smoking scores, and surrogate variables reflecting blood cell type composition and genetic background. We observed no epigenome-wide significant differences in single CpG site methylation between participants with persistent ADHD and healthy controls or participants with remittent ADHD. However, epigenome-wide analysis of differentially methylated regions provided significant findings showing that hypermethylated regions in the APOB and LPAR5 genes were associated with ADHD persistence compared to ADHD remittance (p = 1.68 * 10−24 and p = 9.06 * 10−7, respectively); both genes are involved in cholesterol signaling. Both findings appeared to be linked to genetic variation in cis. We found neither significant epigenome-wide single CpG sites nor regions associated with impulsive and callous traits; the top-hits from these analyses were annotated to genes involved in neurotransmitter release and the regulation of the biological clock. No link to genetic variation was observed for these findings, which thus might reflect environmental influences. In conclusion, in this pilot study with a small sample size, we observed several DNA-methylation–disorder/trait associations of potential significance for ADHD and the related behavioral traits. Although we do not wish to draw conclusions before replication in larger, independent samples, cholesterol signaling and metabolism may be of relevance for the onset and/or persistence of ADHD.https://www.frontiersin.org/article/10.3389/fgene.2020.00016/fullpersistent attention-deficit/hyperactivity disorderremittent attention-deficit/hyperactivity disordercallous traitsimpulsivityDNA methylationepigenome-wide association study