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Gui A, Hollowell A, Wigdor EM, Morgan MJ, Hannigan LJ, Corfield EC, Odintsova V, Hottenga JJ, Wong A, Pool R, Cullen H, Wilson S, Warrier V, Eilertsen EM, Andreassen OA, Middeldorp CM, St Pourcain B, Bartels M, Boomsma DI, Hartman CA, Robinson EB, Arichi T, Edwards AD, Johnson MH, Dudbridge F, Sanders SJ, Havdahl A, Ronald A. Genome-wide association meta-analysis of age at onset of walking in over 70,000 infants of European ancestry. Nat Hum Behav 2025:10.1038/s41562-025-02145-1. [PMID: 40335706 DOI: 10.1038/s41562-025-02145-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Accepted: 02/21/2025] [Indexed: 05/09/2025]
Abstract
Age at onset of walking is an important early childhood milestone which is used clinically and in public health screening. In this genome-wide association study meta-analysis of age at onset of walking (N = 70,560 European-ancestry infants), we identified 11 independent genome-wide significant loci. SNP-based heritability was 24.13% (95% confidence intervals = 21.86-26.40) with ~11,900 variants accounting for about 90% of it, suggesting high polygenicity. One of these loci, in gene RBL2, co-localized with an expression quantitative trait locus (eQTL) in the brain. Age at onset of walking (in months) was negatively genetically correlated with ADHD and body-mass index, and positively genetically correlated with brain gyrification in both infant and adult brains. The polygenic score showed out-of-sample prediction of 3-5.6%, confirmed as largely due to direct effects in sib-pair analyses, and was separately associated with volume of neonatal brain structures involved in motor control. This study offers biological insights into a key behavioural marker of neurodevelopment.
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Affiliation(s)
- Anna Gui
- Department of Psychology, University of Essex, Wivenhoe Park, Colchester, UK
- Centre for Brain and Cognitive Development, Department of Psychological Sciences, Birkbeck University of London, London, UK
| | - Anja Hollowell
- Centre for Brain and Cognitive Development, Department of Psychological Sciences, Birkbeck University of London, London, UK
| | - Emilie M Wigdor
- Institute of Developmental and Regenerative Medicine, Department of Paediatrics, University of Oxford, Oxford, UK
| | - Morgan J Morgan
- School of Psychology, Faculty of Health and Medical Sciences, University of Surrey, Guildford, Surrey, UK
| | - Laurie J Hannigan
- Research Department, Lovisenberg Diaconal Hospital, Oslo, Norway
- PsychGen Centre for Genetic Epidemiology and Mental Health, Norwegian Institute of Public Health, Oslo, Norway
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Elizabeth C Corfield
- Research Department, Lovisenberg Diaconal Hospital, Oslo, Norway
- PsychGen Centre for Genetic Epidemiology and Mental Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Veronika Odintsova
- Department of Biological Psychology, Faculty of Behavioral and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Department of Psychiatry, University Medical Center of Groningen, University of Groningen, Groningen, the Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Faculty of Behavioral and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Andrew Wong
- MRC Unit for Lifelong Health and Ageing at UCL, University College London, London, UK
| | - René Pool
- Department of Biological Psychology, Faculty of Behavioral and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Harriet Cullen
- Research Department of Early Life Imaging, School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
- Department of Medical and Molecular Genetics, School of Basic and Medical Biosciences, King's College London, London, UK
| | - Siân Wilson
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Boston, MA, USA
- Division of Newborn Medicine, Harvard Medical School, Boston, MA, USA
| | - Varun Warrier
- Department of Psychiatry and Psychology, University of Cambridge, Cambridge, UK
| | | | - Ole A Andreassen
- Centre for Precision Psychiatry, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- KG Jebsen Centre for Neurodevelopmental disorders, University of Oslo, Oslo, Norway
| | - Christel M Middeldorp
- Department of Child and Youth Psychiatry and Psychology, Amsterdam Reproduction and Development Research Institute, Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam, the Netherlands
- Arkin Mental Health Care, Amsterdam, the Netherlands
- Levvel, Academic Center for Child and Adolescent Psychiatry, Amsterdam, the Netherlands
- Child Health Research Centre, University of Queensland, Brisbane, Australia
- Child and Youth Mental Health Service, Children's Health Queensland Hospital and Health Service, Brisbane, Australia
| | - Beate St Pourcain
- Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Meike Bartels
- Department of Biological Psychology, Faculty of Behavioral and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Dorret I Boomsma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit, Amsterdam, the Netherlands
| | - Catharina A Hartman
- University Medical Center Psychopathology and Emotion Regulation (ICPE), Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | | | - Tomoki Arichi
- Research Department of Early Life Imaging, School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Anthony D Edwards
- Research Department of Early Life Imaging, School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Mark H Johnson
- Centre for Brain and Cognitive Development, Department of Psychological Sciences, Birkbeck University of London, London, UK
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - Frank Dudbridge
- Department of Population Health Sciences, University of Leicester, Leicester, UK
| | - Stephan J Sanders
- Institute of Developmental and Regenerative Medicine, Department of Paediatrics, University of Oxford, Oxford, UK
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California, San Francisco, CA, USA
| | - Alexandra Havdahl
- Research Department, Lovisenberg Diaconal Hospital, Oslo, Norway
- PsychGen Centre for Genetic Epidemiology and Mental Health, Norwegian Institute of Public Health, Oslo, Norway
- PROMENTA Research Center, University of Oslo, Oslo, Norway
| | - Angelica Ronald
- Centre for Brain and Cognitive Development, Department of Psychological Sciences, Birkbeck University of London, London, UK.
- School of Psychology, Faculty of Health and Medical Sciences, University of Surrey, Guildford, Surrey, UK.
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Hardiansyah I, Warreyn P, Ronald A, Taylor MJ, Falck‐Ytter T. Parent-child interaction at age 5 months: genetic and environmental contributions and associations with later socio-communicative development. J Child Psychol Psychiatry 2025; 66:279-288. [PMID: 39260443 PMCID: PMC11812491 DOI: 10.1111/jcpp.14055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/01/2024] [Indexed: 09/13/2024]
Abstract
BACKGROUND Characteristics of parent-child interaction (PCI) early in life have been associated with later development in the child. Twin studies can help to disentangle child contributions to parent-child interaction, for example, by assessing the influence of the child's genetics on his/her social environment, which includes parental behaviour. METHODS Infant twins from a community sample [354 monozygotic (MZ), 268 same-sex dizygotic (DZ)] were assessed in terms of PCI at age 5 months. We used the classical twin design to map the aetiology of several parent and child PCI scales and their covariation. We investigated the relations between PCI and later parent-rated child's social communication, language, and autistic traits at ages 2 and 3. RESULTS Heritability was below 20% for all the included PCI traits. Unique (nonshared) environmental influences substantially overlapped across several PCI scales, suggesting that idiosyncrasies linked to each session shaped the scoring of several traits in a systematic way. Factor analysis revealed three uncorrelated latent factors, which were conceptualized as 'child negative affect', 'positive affective interaction', and 'parent's supportive strategies'. Parents who were rated highly on 'sensitive responsiveness' at 5 months tended to rate their offspring higher in terms of socio-communicative and language development and lower in terms of autistic traits in the second and third years of life. CONCLUSIONS This study maps the phenotypic and aetiological structure of PCI in early infancy and supports the view that parents' sensitive responsiveness towards their infant is associated with later developmental gains in several domains. We did not find strong evidence of any so-called evocative genetic effects on parents' behaviour. We discuss the results considering the general challenge for lab-based observational PCI measures to capture the richness of parent-child interaction.
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Affiliation(s)
- Irzam Hardiansyah
- Department of Womens' and Children's Health, Center of Neurodevelopmental Disorders at Karolinska Institutet (KIND)Karolinska Institutet & Stockholm Health Care Services, Region StockholmStockholmSweden
- Development and Neurodiversity Lab, Department of PsychologyUppsala UniversityUppsalaSweden
| | - Petra Warreyn
- Department of Experimental Clinical and Health PsychologyGhent UniversityGhentBelgium
| | - Angelica Ronald
- School of Psychology, Faculty of Health and Medical SciencesUniversity of SurreyGuildfordUK
| | - Mark J. Taylor
- Department of Medical Epidemiology & BiostatisticsKarolinska InstitutetStockholmSweden
| | - Terje Falck‐Ytter
- Department of Womens' and Children's Health, Center of Neurodevelopmental Disorders at Karolinska Institutet (KIND)Karolinska Institutet & Stockholm Health Care Services, Region StockholmStockholmSweden
- Development and Neurodiversity Lab, Department of PsychologyUppsala UniversityUppsalaSweden
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Siqueiros‐Sanchez M, Bussu G, Portugal AM, Ronald A, Falck‐Ytter T. Genetic and environmental contributions to individual differences in visual attention and oculomotor control in early infancy. Child Dev 2025; 96:619-634. [PMID: 39445681 PMCID: PMC11868694 DOI: 10.1111/cdev.14185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Abstract
Infants differ in their level of eye movement control, which at the extreme could be linked to autism. We assessed eye movements in 450 twins (225 pairs, 57% monozygotic, 46% female, aged 5-6 months) using the gap-overlap eye-tracking task. Shorter latency in the gap condition was associated with having more parent-rated autistic traits at 2 years. Latency across the task's three conditions was primarily explained by one highly heritable latent factor likely representing individual differences in basic oculomotor efficiency and/or in visual information processing. Additionally, disengagement of attention was linked to unique genetic factors, suggesting that genetic factors involved in visual attention are different from those involved in basic visual information processing and oculomotor efficiency.
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Affiliation(s)
- Monica Siqueiros‐Sanchez
- Department of Women's and Children's Health, Center of Neurodevelopmental Disorders (KIND), Centre for Psychiatry ResearchKarolinska Institutet & Stockholm Health Care Services, Region StockholmStockholmSweden
- Department of Psychiatry and Behavioral SciencesStanford University School of MedicineStanfordCaliforniaUSA
| | - Giorgia Bussu
- Development and Neurodiversity Lab, Department of PsychologyUppsala UniversityUppsalaSweden
| | - Ana Maria Portugal
- Development and Neurodiversity Lab, Department of PsychologyUppsala UniversityUppsalaSweden
| | | | - Terje Falck‐Ytter
- Department of Women's and Children's Health, Center of Neurodevelopmental Disorders (KIND), Centre for Psychiatry ResearchKarolinska Institutet & Stockholm Health Care Services, Region StockholmStockholmSweden
- Development and Neurodiversity Lab, Department of PsychologyUppsala UniversityUppsalaSweden
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Moll K, Krishnan S. Editorial: Parenting as an influence on the course of neurodevelopmental conditions - still a taboo topic? J Child Psychol Psychiatry 2025; 66:275-278. [PMID: 39932256 DOI: 10.1111/jcpp.14111] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/18/2024] [Indexed: 05/08/2025]
Abstract
Since the debate surrounding controversial theories, such as the refrigerator mother theory, the influence of parenting on the course of neurodevelopmental conditions has been a taboo topic for many years. However, recent research analyzing the complex interplay between genetics and the environment has introduced new approaches to examining the role of parenting. Several articles in this issue examine the new directions in the field of parenting and parent-child interactions. A key shift in perspective is the recognition that the relationship between parenting and child development is not unidirectional. Instead, the child's characteristics may also influence parental responses (evocative gene-environment), which in turn can shape the child's developmental trajectory. Moreover, parent-child interactions are not restricted to mother-child dyads, but also involve fathers and triadic interactions between both parents and the child. Experiences within these interactions are likely to transfer to other contexts, contributing to the child's language and social development. A better understanding of the time course and the mechanisms underlying parent-child interactions will enhance the design of interventions targeting parenting behavior. Although caregiver-mediated interventions have proven effective, they must take caregivers' skills into account and may need to incorporate alternative support systems beyond primary caregivers.
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Affiliation(s)
- Kristina Moll
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, LMU University Hospital, Ludwig-Maximilans-University Munich, Munich, Germany
| | - Saloni Krishnan
- Division of Psychology and Language Sciences, Department of Language and Cognition, UCL, London, UK
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5
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Bowler A, Arichi T, Austerberry C, Fearon P, Ronald A. A systematic review and meta-analysis of the associations between motor milestone timing and motor development in neurodevelopmental conditions. Neurosci Biobehav Rev 2024; 167:105825. [PMID: 39067834 DOI: 10.1016/j.neubiorev.2024.105825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 07/16/2024] [Accepted: 07/21/2024] [Indexed: 07/30/2024]
Abstract
Early motor skills may be important early markers of neurodevelopmental conditions or predictors of their later onset. To explore this, we conducted a systematic review and meta-analysis of infant motor skill assessments in those who go on to gain a clinical diagnosis of autism, attention deficit hyperactivity disorder (ADHD), schizophrenia, language conditions, tic disorders, or developmental coordination disorder (DCD). In total, 63 articles met inclusion criteria. Three three-level meta-analyses were run. Meta-analysis of milestone achievement in N= 21205 individuals revealed gross motor milestones were significantly delayed compared to controls (g= 0.53, p< 0.001). Subgroup analyses revealed autism (g= 0.63) and DCD (g= 0.53) had the highest magnitude delays. Specific delays were revealed for holding the head up (g= 0.21), sitting (g= 0.28), standing (g= 0.35), crawling (g= 0.19), and walking (g= 0.71). Meta-analyses of standardised motor skill measurements in N= 1976 individuals revealed reduced performance compared to controls in autism and language conditions (g= -0.54, p< 0.001). Together, these findings demonstrate delayed milestone attainment and motor impairments in early childhood in neurodevelopmental conditions.
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Affiliation(s)
- Aislinn Bowler
- Centre for Brain and Cognitive Development, Birkbeck, University of London, London, UK; Social, Genetic and Developmental Psychiatry, King's College London, London, UK.
| | - Tomoki Arichi
- Centre for the Developing Brain, School of Imaging Sciences and Biomedical Engineering, King's College London, London, UK; Paediatric Neurosciences, Evelina London Children's Hospital, Guy's and St Thomas' NHS Foundation Trust, London, UK; MRC Centre for Neurodevelopmental Disorders, King's College London, London, UK
| | - Chloe Austerberry
- Centre for Family Research, Department of Psychology, University of Cambridge, Cambridge, UK; Research Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | - Pasco Fearon
- Centre for Family Research, Department of Psychology, University of Cambridge, Cambridge, UK; Research Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | - Angelica Ronald
- Centre for Brain and Cognitive Development, Birkbeck, University of London, London, UK; School of Psychology, University of Surrey, Guildford, UK
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6
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Perry RC, Johnson MH, Charman T, Pascoe G, Tolmie A, Thomas MSC, Dumontheil I, Jones EJH. Twenty-four-month effortful control predicts emerging autism characteristics. Dev Sci 2024; 27:e13560. [PMID: 39239736 DOI: 10.1111/desc.13560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 04/14/2024] [Accepted: 04/14/2024] [Indexed: 09/07/2024]
Abstract
Longitudinal research can assess how diverging development of multiple cognitive skills during infancy, as well as familial background, are related to the emergence of neurodevelopmental conditions. Sensorimotor and effortful control difficulties are seen in infants later diagnosed with autism; this study explored the relationships between these skills and autism characteristics in 340 infants (240 with elevated familial autism likelihood) assessed at 4-7, 8-10, 12-15, 24, and 36 months. We tested: (1) the relationship between parent-reported effortful control (Rothbart's temperament questionnaires) and sensorimotor skills (Mullen Scales of Early Learning), using random intercept cross-lagged panel modelling; (2) whether household income and maternal education predicted stable individual differences in cognition; (3) sensorimotor and effortful control skills as individual and interactive predictors of parent-reported autism characteristics (Social Responsiveness Scale) at 3 years, using multiple regression; and (4) moderation of interactions by familial likelihood. Sensorimotor skills were longitudinally associated with effortful control at the subsequent measurement point from 12-15 months. Socioeconomic status indicators did not predict stable between-infant differences in sensorimotor or effortful control skills. Effortful control skills were longitudinally related to 3-year autism characteristics from the first year of life, with evidence for an interaction with sensorimotor skills at 24 months. Effects of effortful control increased with age and were particularly important for infants with family histories of autism. Results are discussed in relation to different theoretical frameworks: Developmental Cascades and Anterior Modifiers in the Emergence of Neurodevelopmental Disorders. We suggest a role for 24-month effortful control in explaining the emergent autism phenotype. RESEARCH HIGHLIGHTS: Sensorimotor skills longitudinally predicted effortful control from 12-15 months onward but effortful control did not longitudinally predict sensorimotor skills during infancy. Measures of effortful control skills taken before the age of 1 predicted continuous variation in autism characteristics at 36 months, with associations increasing in strength with age. Effortful control (measured at 12-15 and 24 months) was a stronger predictor of 36-month autism characteristics in infants with elevated familial likelihood for autism. The relationship between 24-month sensorimotor skills and 36-month autism characteristics was stronger in infants with weaker effortful control skills.
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Affiliation(s)
- Roisin C Perry
- IOE, UCL's Faculty of Education and Society, London, UK
- Centre for Brain and Cognitive Development, Birkbeck College, University of London, London, UK
| | - Mark H Johnson
- Centre for Brain and Cognitive Development, Birkbeck College, University of London, London, UK
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - Tony Charman
- Department of Psychology, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Greg Pascoe
- Department of Psychology, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Andrew Tolmie
- IOE, UCL's Faculty of Education and Society, London, UK
| | - Michael S C Thomas
- Centre for Brain and Cognitive Development, Birkbeck College, University of London, London, UK
| | - Iroise Dumontheil
- School of Psychological Sciences, University of Melbourne, Melbourne, Australia
| | - Emily J H Jones
- Centre for Brain and Cognitive Development, Birkbeck College, University of London, London, UK
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7
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Austerberry C, Fearon P, Ronald A, Leve LD, Ganiban JM, Natsuaki MN, Shaw DS, Neiderhiser JM, Reiss D. Evocative effects on the early caregiving environment of genetic factors underlying the development of intellectual and academic ability. Child Dev 2024; 95:2082-2101. [PMID: 39081003 PMCID: PMC11579646 DOI: 10.1111/cdev.14142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/16/2024]
Abstract
This study examined gene-environment correlation (rGE) in intellectual and academic development in 561 U.S.-based adoptees (57% male; 56% non-Latinx White, 19% multiracial, 13% Black or African American, 11% Latinx) and their birth and adoptive parents between 2003 and 2017. Birth mother intellectual and academic performance predicted adoptive mother warmth at child age 6 (β = .14, p = .038) and 7 (β = .12, p = .040) but not 4.5 years, and adoptive father warmth at 7 (β = .18, p = .007) but not 4.5 or 6 years. These rGE effects were not mediated by children's language. Contrary to theory that rGE accounts for increasing heritability of intellectual ability, parenting did not mediate genetic effects on children's language or academic performance.
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Affiliation(s)
- Chloe Austerberry
- Centre for Family ResearchUniversity of CambridgeCambridgeUK
- Research Department of Clinical, Educational and Health PsychologyUCLLondonUK
| | - Pasco Fearon
- Centre for Family ResearchUniversity of CambridgeCambridgeUK
- Research Department of Clinical, Educational and Health PsychologyUCLLondonUK
| | | | - Leslie D. Leve
- Prevention Science InstituteUniversity of OregonEugeneOregonUSA
- Cambridge Public HealthUniversity of CambridgeCambridgeUnited Kingdom of Great Britain and Northern Ireland
| | - Jody M. Ganiban
- Department of PsychologyGeorge Washington UniversityWashingtonDistrict of ColumbiaUSA
| | | | - Daniel S. Shaw
- Department of PsychologyUniversity of PittsburghPittsburghPennsylvaniaUSA
| | - Jenae M. Neiderhiser
- Department of PsychologyThe Pennsylvania State UniversityUniversity ParkPennsylvaniaUSA
| | - David Reiss
- Yale Child Study CenterYale School of MedicineNew HavenConnecticutUSA
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8
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Zhang X, Grove J, Gu Y, Buus CK, Nielsen LK, Neufeld SA, Koko M, Malawsky DS, Wade E, Verhoef E, Gui A, Hegemann L, APEX consortium, iPSYCH Autism Consortium, PGC-PTSD Consortium, Geschwind DH, Wray NR, Havdahl A, Ronald A, St. Pourcain B, Robinson EB, Bourgeron T, Baron-Cohen S, Børglum AD, Martin HC, Warrier V. An axis of genetic heterogeneity in autism is indexed by age at diagnosis and is associated with varying developmental and mental health profiles. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.07.31.24311279. [PMID: 39132493 PMCID: PMC11312648 DOI: 10.1101/2024.07.31.24311279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/13/2024]
Abstract
There is growing recognition that earliest signs of autism need not clearly manifest in the first three years of life. To what extent is this variation in developmental trajectories associated with age at autism diagnosis? Does the genetic profile of autism vary with age at autism diagnosis? Using longitudinal data from four birth cohorts, we demonstrate that two different trajectories of socio-emotional behaviours are associated with age at diagnosis. We further demonstrate that the age at autism diagnosis is partly heritable (h2 SNP = 0.12, s.e.m = 0.01), and is associated with two moderately correlated (rg = 0.38, s.e.m = 0.07) autism polygenic factors. One of these factors is associated with earlier diagnosis of autism, lower social and communication abilities in early childhood. The second factor is associated with later autism diagnosis, increased socio-emotional difficulties in adolescence, and has moderate to high positive genetic correlations with Attention-Deficit/Hyperactivity Disorder, mental health conditions, and trauma. Overall, our research identifies an axis of heterogeneity in autism, indexed by age at diagnosis, which partly explains heterogeneity in autism and the profiles of co-occurring neurodevelopmental and mental health profiles. Our findings have important implications for how we conceptualise autism and provide one model to explain some of the diversity within autism.
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Affiliation(s)
- Xinhe Zhang
- Department of Psychiatry, University of Cambridge
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Jakob Grove
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Center for Genomics and Personalized Medicine (CGPM), Aarhus University, Aarhus, Denmark
- Department of Biomedicine (Human Genetics) and iSEQ Center, Aarhus University, Aarhus, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Yuanjun Gu
- Department of Psychiatry, University of Cambridge
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Cornelia K. Buus
- Department of Biomedicine (Human Genetics) and iSEQ Center, Aarhus University, Aarhus, Denmark
| | - Lea K. Nielsen
- Department of Biomedicine (Human Genetics) and iSEQ Center, Aarhus University, Aarhus, Denmark
| | | | - Mahmoud Koko
- Human Genetics Programme, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, CB10 1SA, UK
| | - Daniel S Malawsky
- Department of Biomedicine (Human Genetics) and iSEQ Center, Aarhus University, Aarhus, Denmark
| | - Emma Wade
- Department of Biomedicine (Human Genetics) and iSEQ Center, Aarhus University, Aarhus, Denmark
| | - Ellen Verhoef
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Anna Gui
- Department of Psychology, University of Essex, Wivenhoe Park, Colchester, CO4 3SQ, United Kingdom
- Centre for Brain and Cognitive Development, Department of Psychological Sciences, Birkbeck University of London, London, WC1E 7HX, United Kingdom
| | - Laura Hegemann
- Department of Psychology, University of Oslo, Oslo, Norway
- Nic Waals Institute, Lovisenberg Diaconal Hospital, Oslo, Norway
- PsychGen Center for Genetic Epidemiology and Mental Health, Norwegian Institute of Public Health, Oslo, Norway
| | | | | | | | - Daniel H. Geschwind
- Program in Neurobehavioral Genetics and Center for Autism Research and Treatment, Semel Institute, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
- Department of Psychiatry, Semel Institute, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Naomi R. Wray
- Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD, Australia
- Department of Psychiatry, University of Oxford, Oxford, UK
| | - Alexandra Havdahl
- Department of Psychology, University of Oslo, Oslo, Norway
- Nic Waals Institute, Lovisenberg Diaconal Hospital, Oslo, Norway
- PsychGen Center for Genetic Epidemiology and Mental Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Angelica Ronald
- Centre for Brain and Cognitive Development, Department of Psychological Sciences, Birkbeck University of London, London, WC1E 7HX, United Kingdom
- School of Psychology, University of Surrey, Guildford, Surrey, GU2 7XH, United Kingdom
| | - Beate St. Pourcain
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- MRC Integrative Epidemiology Unit, University of Bristol, United Kingdom
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, The Netherlands
| | - Elise B. Robinson
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Thomas Bourgeron
- Human Genetics and Cognitive Functions, Institut Pasteur, UMR3571 CNRS, IUF, Université Paris Cité, Paris, France
| | - Simon Baron-Cohen
- Department of Psychiatry, University of Cambridge
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - Anders D. Børglum
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
- Center for Genomics and Personalized Medicine (CGPM), Aarhus University, Aarhus, Denmark
- Department of Biomedicine (Human Genetics) and iSEQ Center, Aarhus University, Aarhus, Denmark
| | - Hilary C. Martin
- Human Genetics Programme, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, CB10 1SA, UK
| | - Varun Warrier
- Department of Psychiatry, University of Cambridge
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
- Department of Psychology, University of Cambridge, Cambridge, UK
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9
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Ronald A, Gui A. The potential and translational application of infant genetic research. Nat Genet 2024; 56:1346-1354. [PMID: 38977854 DOI: 10.1038/s41588-024-01822-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 05/10/2024] [Indexed: 07/10/2024]
Abstract
In the current genomic revolution, the infancy life stage is the most neglected. Although clinical genetics recognizes the value of early identification in infancy of rare genetic causes of disorders and delay, common genetic variation is almost completely ignored in research on infant behavioral and neurodevelopmental traits. In this Perspective, we argue for a much-needed surge in research on common genetic variation influencing infant neurodevelopment and behavior, findings that would be relevant for all children. We now see convincing evidence from different research designs to suggest that developmental milestones, skills and behaviors of infants are heritable and thus are suitable candidates for gene-discovery research. We highlight the resources available to the field, including genotyped infant cohorts, and we outline, with recommendations, special considerations needed for infant data. Therefore, infant genetic research has the potential to impact basic science and to affect educational policy, public health and clinical practice.
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Affiliation(s)
- Angelica Ronald
- School of Psychology, Faculty of Health and Medical Sciences, University of Surrey, Surrey, UK.
| | - Anna Gui
- Department of Psychology, University of Essex, Essex, UK
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10
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Cheung RW, Austerberry C, Fearon P, Hayiou-Thomas ME, Leve LD, Shaw DS, Ganiban JM, Natsuaki MN, Neiderhieser JM, Reiss D. Disentangling genetic and environmental influences on early language development: The interplay of genetic propensity for negative emotionality and surgency, and parenting behavior effects on early language skills in an adoption study. Child Dev 2024; 95:699-720. [PMID: 37947162 PMCID: PMC11023813 DOI: 10.1111/cdev.14021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 07/22/2023] [Accepted: 09/11/2023] [Indexed: 11/12/2023]
Abstract
Parenting and children's temperament are important influences on language development. However, temperament may reflect prior parenting, and parenting effects may reflect genes common to parents and children. In 561 U.S. adoptees (57% male) and their birth and rearing parents (70% and 92% White, 13% and 4% African American, and 7% and 2% Latinx, respectively), this study demonstrated how genetic propensity for temperament affects language development, and how this relates to parenting. Genetic propensity for negative emotionality inversely predicted language at 27 months (β = -.15) and evoked greater maternal warmth (β = .12), whereas propensity for surgency positively predicted language at 4.5 years (β = .20), especially when warmth was low. Parental warmth (β = .15) and sensitivity (β = .19) further contributed to language development, controlling for common gene effects.
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Affiliation(s)
| | - Chloe Austerberry
- Department of Psychology, Centre for Family Research, University of Cambridge, Cambridge, UK
| | - Pasco Fearon
- Department of Psychology, Centre for Family Research, University of Cambridge, Cambridge, UK
- Research Department of Clinical, Educational and Health Psychology, UCL, London, UK
| | | | - Leslie D Leve
- Prevention Science Institute, University of Oregon, Eugene, Oregon, USA
| | - Daniel S Shaw
- Department of Psychology, University of Pittsburg, Pittsburgh, Pennsylvania, USA
| | - Jody M Ganiban
- Department of Psychological and Brain Sciences, George Washington University, Washington, District of Columbia, USA
| | - Misaki N Natsuaki
- Department of Psychology, University of California, Riverside, California, USA
| | - Jenae M Neiderhieser
- Department of Psychology, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - David Reiss
- Yale Child Study Center, Yale School of Medicine, New Haven, Connecticut, USA
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11
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Bowler A, Arichi T, Fearon P, Meaburn E, Begum-Ali J, Pascoe G, Johnson MH, Jones EJH, Ronald A. Phenotypic and Genetic Associations Between Preschool Fine Motor Skills and Later Neurodevelopment, Psychopathology, and Educational Achievement. Biol Psychiatry 2024; 95:849-858. [PMID: 38043695 DOI: 10.1016/j.biopsych.2023.11.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 11/21/2023] [Accepted: 11/22/2023] [Indexed: 12/05/2023]
Abstract
BACKGROUND Fine motor skills are heritable and comprise important milestones in development, and some evidence suggests that impairments in fine motor skills are associated with neurodevelopmental conditions, psychiatric disorders, and poor educational outcomes. METHODS In a preregistered study of 9625 preschool children from TEDS (Twins Early Development Study), fine motor assessments (drawing, block building, folding, and questionnaires) were conducted at 2, 3, and 4 years of age. A cross-age fine motor score was derived using principal component analysis. Multivariate regression analysis was used to examine the relationships between the fine motor score and neurodevelopmental traits, psychopathology, and educational outcomes at 3 later ages (7-8, 12, and 16 years) and cross-age psychopathology composite scores. Polygenic scores (PGSs) were created for attention-deficit/hyperactivity disorder (ADHD), autism, schizophrenia, anxiety, major depressive disorder, obsessive-compulsive disorder, and years of education. We ran single-PGS models and a multi-PGS model. RESULTS Fine motor skills were negatively associated with neurodevelopmental traits and psychopathology across childhood and adolescence and positively associated with educational achievement in adolescence (β = 0.25, p < .001). Superior fine motor skills were associated with a higher years-of-education PGS (β = 0.07, p < .001), a lower ADHD PGS (β = -0.04, p = .011), and a higher anxiety PGS (β = 0.03, p = .040). Similarly, the multi-PGS model retained the PGSs for years of education (β = 0.07), ADHD (β = -0.03), and anxiety (β = 0.01). A non-preregistered analysis in an independent preschool sample replicated the ADHD PGS association, but not the years of education or anxiety PGS associations. CONCLUSIONS Fine motor skills are linked genetically and phenotypically to later neurodevelopment, psychopathology, and educational outcomes. Future work should investigate the mechanisms that underlie the role of fine motor development in later outcomes.
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Affiliation(s)
- Aislinn Bowler
- Centre for Brain and Cognitive Development, Birkbeck, University of London, London, United Kingdom.
| | - Tomoki Arichi
- Centre for the Developing Brain, School of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom; Pediatric Neurosciences, Evelina London Children's Hospital, Guy's and St. Thomas' NHS Foundation Trust, London, United Kingdom
| | - Pasco Fearon
- Centre for Family Research, Department of Psychology, University of Cambridge, Cambridge, United Kingdom; Research Department of Clinical, Educational and Health Psychology, University College London, London, United Kingdom
| | - Emma Meaburn
- Centre for Brain and Cognitive Development, Birkbeck, University of London, London, United Kingdom
| | - Jannath Begum-Ali
- Centre for Brain and Cognitive Development, Birkbeck, University of London, London, United Kingdom
| | - Greg Pascoe
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Mark H Johnson
- Centre for Brain and Cognitive Development, Birkbeck, University of London, London, United Kingdom; Department of Psychology, University of Cambridge, Cambridge, United Kingdom
| | - Emily J H Jones
- Centre for Brain and Cognitive Development, Birkbeck, University of London, London, United Kingdom
| | - Angelica Ronald
- Centre for Brain and Cognitive Development, Birkbeck, University of London, London, United Kingdom; School of Psychology, University of Surrey, Guildford, United Kingdom
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Ronald A. Editorial: Are government early years learning and development frameworks evidence-based? A scientist's perspective. J Child Psychol Psychiatry 2024; 65:591-593. [PMID: 38630776 DOI: 10.1111/jcpp.13983] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/20/2024] [Indexed: 04/19/2024]
Abstract
Not all young children attend nurseries, childminders or other group settings before they start school, but many do. It is common for countries to set out a framework to guide practice for early years providers (such as nurseries) to follow. The conundrum regarding these frameworks for young children is that proving evidence of a causal link between early environments and later outcomes is very challenging scientifically. So how do governments choose what learning and development practices and goals to make mandatory for childcare providers? And is it realistic to expect early years providers to meet the legal requirements that these frameworks impose? We do not know which learning and development practices impact positively on later outcomes, and we certainly do not know if there is a one-size-fits-all approach for an early years framework that is guaranteed to work.
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Affiliation(s)
- Angelica Ronald
- School of Psychology, Faculty of Health and Medical Sciences, University of Surrey, Surrey, UK
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13
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Fernandes EDS, Ferreira IF, de Felipe RP, Segal N, Otta E. Brazilian Twin Studies: A Scoping Review. Twin Res Hum Genet 2024; 27:105-114. [PMID: 38619001 DOI: 10.1017/thg.2024.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/16/2024]
Abstract
The current study was motivated by an interest in deepening understanding of Brazilian twin research, which is underrepresented internationally, in an effort to rectify this situation. Our aim was threefold: (1) to carry out a comprehensive investigation of Brazilian research on twins according to the area of knowledge; (2) to evaluate the representation of research in the field of psychology in comparison with other areas; (3) to evaluate characteristics of the research that may have contributed to its exclusion from the comprehensive meta-analysis of 50 years of twin research. A scoping review was performed according to PRISMA guidelines. Titles and abstracts were searched up to 2022 in six databases: CAPES, BDLTD, PePSIC, PubMed, Google Scholar, and SciELO, using selected keywords both in Portuguese and in English (e.g., 'twins' and 'Brazil'; 'twinning' and 'Brazil'; 'gemelaridade' [twinning], and 'gêmeos' [twins]). Three hundred and forty publications were included in the review. Approximately half (53.8‰) used the classic twin design to investigate the heritability of several traits, and the other half (46.2%) used other research designs. The scoping review showed that the number of publications doubled approximately every 10 years. Most publications were from the health area, with medicine accounting for approximately half of the studies, followed by psychology, odontology, and biology. We found that the interest in studying twins among Brazilian scientists is increasing over the years and there are reasons to be enthusiastic about the potential impact of this trend in the global scenario.
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Affiliation(s)
- Eloisa de Souza Fernandes
- Departamento de Psicologia Experimental, Instituto de Psicologia (IP), Universidade de São Paulo (USP), Brazil
| | - Isabella França Ferreira
- Departamento de Psicologia Experimental, Instituto de Psicologia (IP), Universidade de São Paulo (USP), Brazil
| | - Renata Pereira de Felipe
- Departamento de Psicologia Experimental, Instituto de Psicologia (IP), Universidade de São Paulo (USP), Brazil
| | - Nancy Segal
- Department of Psychology, California State University, Fullerton, California, USA
| | - Emma Otta
- Departamento de Psicologia Experimental, Instituto de Psicologia (IP), Universidade de São Paulo (USP), Brazil
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Hagenbeek FA, Hirzinger JS, Breunig S, Bruins S, Kuznetsov DV, Schut K, Odintsova VV, Boomsma DI. Maximizing the value of twin studies in health and behaviour. Nat Hum Behav 2023:10.1038/s41562-023-01609-6. [PMID: 37188734 DOI: 10.1038/s41562-023-01609-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 04/19/2023] [Indexed: 05/17/2023]
Abstract
In the classical twin design, researchers compare trait resemblance in cohorts of identical and non-identical twins to understand how genetic and environmental factors correlate with resemblance in behaviour and other phenotypes. The twin design is also a valuable tool for studying causality, intergenerational transmission, and gene-environment correlation and interaction. Here we review recent developments in twin studies, recent results from twin studies of new phenotypes and recent insights into twinning. We ask whether the results of existing twin studies are representative of the general population and of global diversity, and we conclude that stronger efforts to increase representativeness are needed. We provide an updated overview of twin concordance and discordance for major diseases and mental disorders, which conveys a crucial message: genetic influences are not as deterministic as many believe. This has important implications for public understanding of genetic risk prediction tools, as the accuracy of genetic predictions can never exceed identical twin concordance rates.
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Affiliation(s)
- Fiona A Hagenbeek
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.
| | - Jana S Hirzinger
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Sophie Breunig
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Department of Psychology & Neuroscience, University of Colorado Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Susanne Bruins
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Dmitry V Kuznetsov
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Faculty of Sociology, Bielefeld University, Bielefeld, Germany
| | - Kirsten Schut
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Nightingale Health Plc, Helsinki, Finland
| | - Veronika V Odintsova
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Reproduction & Development (AR&D) Research Institute, Amsterdam, the Netherlands
- Department of Psychiatry, University Medical Center of Groningen, University of Groningen, Groningen, the Netherlands
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.
- Amsterdam Reproduction & Development (AR&D) Research Institute, Amsterdam, the Netherlands.
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