The EU-AIMS Longitudinal European Autism Project (LEAP): clinical characterisation

BackgroundThe EU-AIMS Longitudinal European Autism Project (LEAP) is to date the largest multi-centre, multi-disciplinary observational study on biomarkers for autism spectrum disorder (ASD). The current paper describes the clinical characteristics of the LEAP cohort and examines age, sex and IQ differences in ASD core symptoms and common co-occurring psychiatric symptoms. A companion paper describes the overall design and experimental protocol and outlines the strategy to identify stratification biomarkers.MethodsFrom six research centres in four European countries, we recruited 437 children and adults with ASD and 300 controls between the ages of 6 and 30 years with IQs varying between 50 and 148. We conducted in-depth clinical characterisation including a wide range of observational, interview and questionnaire measures of the ASD phenotype, as well as co-occurring psychiatric symptoms.ResultsThe cohort showed heterogeneity in ASD symptom presentation, with only minimal to moderate site differences on core clinical and cognitive measures. On both parent-report interview and questionnaire measures, ASD symptom severity was lower in adults compared to children and adolescents. The precise pattern of differences varied across measures, but there was some evidence of both lower social symptoms and lower repetitive behaviour severity in adults. Males had higher ASD symptom scores than females on clinician-rated and parent interview diagnostic measures but not on parent-reported dimensional measures of ASD symptoms. In contrast, self-reported ASD symptom severity was higher in adults compared to adolescents, and in adult females compared to males. Higher scores on ASD symptom measures were moderately associated with lower IQ. Both inattentive and hyperactive/impulsive ADHD symptoms were lower in adults than in children and adolescents, and males with ASD had higher levels of inattentive and hyperactive/impulsive ADHD symptoms than females.ConclusionsThe established phenotypic heterogeneity in ASD is well captured in the LEAP cohort. Variation both in core ASD symptom severity and in commonly co-occurring psychiatric symptoms were systematically associated with sex, age and IQ. The pattern of ASD symptom differences with age and sex also varied by whether these were clinician ratings or parent- or self-reported which has important implications for establishing stratification biomarkers and for their potential use as outcome measures in clinical trials.

Vincent Frouin | Declan G. M. Murphy | Thomas Bourgeron | Roberto Toro | Tony Charman | Jan K. Buitelaar | Andreas Meyer-Lindenberg | Tobias Banaschewski | Eva Loth | Sara Ambrosino | Bob Oranje | Sarah Durston | Michael V. Lombardo | Prantik Kundu | Mark H. Johnson | Guillaume Dumas | Sven Bölte | Simon Baron-Cohen | Gahan Pandina | Meng-Chuan Lai | Bhismadev Chakrabarti | Christine Ecker | Heike Tost | Marianne Oldehinkel | Bonnie Auyeung | Jack Waldman | Amber N. V. Ruigrok | Jessica Faulkner | Pilar Garcés | Johan Isaksson | Marcel P. Zwiers | David J Lythgoe | Michael Brammer | Emily Simonoff | Christian Beckmann | Sarah Baumeister | Emily J. H. Jones | Daniel Brandeis | Roberto Sacco | Luke Mason | Jumana Ahmad | Daisy Crawley | Hannah Hayward | S. Bölte | T. Bourgeron | A. Meyer-Lindenberg | S. Baron-Cohen | C. Beckmann | M. Brammer | J. Buitelaar | J. Hipp | M. Zwiers | H. Tost | E. Loth | D. Murphy | L. O'Dwyer | V. Frouin | W. Spooren | T. Banaschewski | D. Brandeis | R. Toro | E. Simonoff | D. Lythgoe | G. Dumas | C. Ecker | S. Durston | T. Charman | P. Kundu | Sarah Baumeister | B. Oranje | R. Mandl | E. Jones | L. Mason | S. Ambrosino | H. Hayward | P. Garcés | M. Lombardo | M. Lai | B. Chakrabarti | A. Ruigrok | A. Persico | R. Sacco | B. Auyeung | R. Holt | C. Moessnang | D. Crawley | J. Ahmad | A. S. J. Cáceres | G. Pandina | J. Tillmann | D. Goyard | M. Oldehinkel | S. Williams | Barbara Ruggeri | Antonio M. Persico | Yvette de Bruijn | X. L. D’ardhuy | C. Bours | Caroline Wooldridge | C. Brogna | Yvette de Bruijn | I. Cornelissen | F. D. Acqua | J. Faulkner | Lindsay M. Ham | J. Isaksson | Nico Mueller | B. Ruggeri | J. Sabet | Will Spooren | Carsten Bours | Julian Tillmann | Laurence O’Dwyer | Carolin Moessnang | David Goyard | Caroline Wooldridge | Claudia Brogna | Ineke Cornelissen | Flavio Dell’ Acqua | Lindsay Ham | Joerg Hipp | Rosemary J. Holt | Xavier Liogier D’ardhuy | René Mandl | Nico Mueller | Jessica Sabet | Antonia San Jóse Cáceres | Steve C. R. Williams | Lindsay Ham | Jack Waldman | S. Baumeister | Jessica Sabet | Laurence O'Dwyer | Carsten Bours | C. Wooldridge

[1]  C. Riccio Autism Diagnostic Interview—Revised , 2008 .

[2]  F. J. V. van Steensel,et al.  Anxiety Disorders in Children and Adolescents with Autistic Spectrum Disorders: A Meta-Analysis , 2011, Clinical child and family psychology review.

[3]  Tony Charman,et al.  Measurement Issues: Screening and diagnostic instruments for autism spectrum disorders - lessons from research and practice. , 2013, Child and adolescent mental health.

[4]  C. Lord,et al.  Developmental trajectories as autism phenotypes , 2015, American journal of medical genetics. Part C, Seminars in medical genetics.

[5]  W. Staal,et al.  Brief Report: The Dopamine-3-Receptor Gene (DRD3) is Associated with Specific Repetitive Behavior in Autism Spectrum Disorder (ASD) , 2011, Journal of Autism and Developmental Disorders.

[6]  F. Verhulst,et al.  The Stability of Comorbid Psychiatric Disorders: A 7 Year Follow Up of Children with Pervasive Developmental Disorder-Not Otherwise Specified , 2015, Journal of Autism and Developmental Disorders.

[7]  T. Insel,et al.  Toward the future of psychiatric diagnosis: the seven pillars of RDoC , 2013, BMC Medicine.

[8]  Peter S. Bearman,et al.  Six Developmental Trajectories Characterize Children With Autism , 2012, Pediatrics.

[9]  Phyllis Tempest,et al.  Local Navajo Norms for the Wechsler Intelligence Scale for Children: Third Edition. , 1998 .

[10]  Catherine Lord,et al.  Standardizing ADOS Domain Scores: Separating Severity of Social Affect and Restricted and Repetitive Behaviors , 2014, Journal of autism and developmental disorders.

[11]  Catharina A. Hartman,et al.  Refinement of the Children’s Social Behavior Questionnaire (CSBQ): An Instrument that Describes the Diverse Problems Seen in Milder Forms of PDD , 2006, Journal of autism and developmental disorders.

[12]  I. Voineagu,et al.  Searching for convergent pathways in autism spectrum disorders: insights from human brain transcriptome studies , 2016, Cellular and Molecular Life Sciences.

[13]  John O. Willis,et al.  Wechsler Adult Intelligence Scale–Fourth Edition , 2014 .

[14]  Jacob Cohen,et al.  A power primer. , 1992, Psychological bulletin.

[15]  C. Lord,et al.  Replication of Standardized ADOS Domain Scores in the Simons Simplex Collection , 2015, Autism research : official journal of the International Society for Autism Research.

[16]  C. Hartman,et al.  Clinical assessment of ASD in adults using self- and other-report : Psychometric properties and validity of the Adult Social Behavior Questionnaire (ASBQ) , 2016 .

[17]  Michael V. Lombardo,et al.  Subgrouping the Autism “Spectrum": Reflections on DSM-5 , 2013, PLoS biology.

[18]  G. Baird,et al.  Outcome at 7 years of children diagnosed with autism at age 2: predictive validity of assessments conducted at 2 and 3 years of age and pattern of symptom change over time. , 2005, Journal of child psychology and psychiatry, and allied disciplines.

[19]  D. Geschwind,et al.  Gene hunting in autism spectrum disorder: on the path to precision medicine , 2015, The Lancet Neurology.

[20]  G. Baird,et al.  Prevalence of disorders of the autism spectrum in a population cohort of children in South Thames: the Special Needs and Autism Project (SNAP) , 2006, The Lancet.

[21]  Marley W. Watkins,et al.  Orthogonal higher order structure of the Wechsler Intelligence Scale For Children--fourth edition. , 2006, Psychological assessment.

[22]  Christopher Gillberg,et al.  Autism in adults: symptom patterns and early childhood predictors. Use of the DISCO in a community sample followed from childhood. , 2007, Journal of child psychology and psychiatry, and allied disciplines.

[23]  S. Bryson,et al.  Similar developmental trajectories in autism and Asperger syndrome: from early childhood to adolescence. , 2009, Journal of child psychology and psychiatry, and allied disciplines.

[24]  John Suckling,et al.  Unsupervised data-driven stratification of mentalizing heterogeneity in autism , 2015, Scientific Reports.

[25]  Adrian Angold,et al.  Trends in psychopathology across the adolescent years: what changes when children become adolescents, and when adolescents become adults? , 2011, Journal of child psychology and psychiatry, and allied disciplines.

[26]  Jakob Grove,et al.  Genetic risk for autism spectrum disorders and neuropsychiatric variation in the general population , 2015, Nature Genetics.

[27]  S. Baron-Cohen,et al.  The Autism Spectrum Quotient: Children’s Version (AQ-Child) , 2008, Journal of autism and developmental disorders.

[28]  Tony Charman Variability in neurodevelopmental disorders: evidence from Autism Spectrum Disorders , 2014 .

[29]  T. Achenbach,et al.  Child/adolescent behavioral and emotional problems: implications of cross-informant correlations for situational specificity. , 1987, Psychological bulletin.

[30]  S. Hinshaw Externalizing behavior problems and academic underachievement in childhood and adolescence: causal relationships and underlying mechanisms. , 1992, Psychological bulletin.

[31]  Michael V. Lombardo,et al.  Sex/Gender Differences and Autism: Setting the Scene for Future Research , 2015, Journal of the American Academy of Child and Adolescent Psychiatry.

[32]  M H Lewis,et al.  Varieties of Repetitive Behavior in Autism: Comparisons to Mental Retardation , 2000, Journal of autism and developmental disorders.

[33]  E. Loth,et al.  New treatment targets for autism spectrum disorders: EU-AIMS. , 2014, The lancet. Psychiatry.

[34]  Pat Mirenda,et al.  Developmental trajectories of symptom severity and adaptive functioning in an inception cohort of preschool children with autism spectrum disorder. , 2015, JAMA psychiatry.

[35]  G. Baird,et al.  Systematic review of tools to measure outcomes for young children with autism spectrum disorder. , 2015, Health technology assessment.

[36]  Michael V. Lombardo,et al.  A Behavioral Comparison of Male and Female Adults with High Functioning Autism Spectrum Conditions , 2011, PloS one.

[37]  Somer Bishop,et al.  Factors influencing scores on the social responsiveness scale. , 2013, Journal of child psychology and psychiatry, and allied disciplines.

[38]  B. Leventhal,et al.  The Autism Diagnostic Observation Schedule—Generic: A Standard Measure of Social and Communication Deficits Associated with the Spectrum of Autism , 2000, Journal of autism and developmental disorders.

[39]  Catherine Lord,et al.  Autism Diagnostic Interview-Revised , 2016, Encyclopedia of Autism Spectrum Disorders.

[40]  C. Mazefsky,et al.  Preliminary evidence suggesting caution in the use of psychiatric self-report measures with adolescents with high-functioning autism spectrum disorders. , 2011, Research in autism spectrum disorders.

[41]  S. Baron-Cohen,et al.  Attenuation of Typical Sex Differences in 800 Adults with Autism vs. 3,900 Controls , 2014, PloS one.

[42]  A. Beck,et al.  Beck Depression Inventory–II , 2011 .

[43]  Kathryn Roeder,et al.  Most genetic risk for autism resides with common variation , 2014, Nature Genetics.

[44]  Janet E. Lainhart,et al.  Comorbid Psychiatric Disorders in Children with Autism: Interview Development and Rates of Disorders , 2006, Journal of autism and developmental disorders.

[45]  A. Couteur,et al.  Autism Diagnostic Interview-Revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders , 1994, Journal of autism and developmental disorders.

[46]  G. Baird,et al.  The persistence and stability of psychiatric problems in adolescents with autism spectrum disorders. , 2013, Journal of child psychology and psychiatry, and allied disciplines.

[47]  C. Lord,et al.  Standardizing ADOS Scores for a Measure of Severity in Autism Spectrum Disorders , 2009, Journal of autism and developmental disorders.

[48]  N. Rinehart,et al.  Does Gender Matter? A One Year Follow-up of Autistic, Attention and Anxiety Symptoms in High-Functioning Children with Autism Spectrum Disorder , 2013, Journal of Autism and Developmental Disorders.

[49]  D. Murphy,et al.  Does sex influence the diagnostic evaluation of autism spectrum disorder in adults? , 2016, Autism : the international journal of research and practice.

[50]  Vincent Frouin,et al.  The EU-AIMS Longitudinal European Autism Project (LEAP): design and methodologies to identify and validate stratification biomarkers for autism spectrum disorders , 2017, Molecular Autism.

[51]  Rebecca C. Knickmeyer,et al.  The Autism-Spectrum Quotient (AQ)—Adolescent Version , 2006, Journal of autism and developmental disorders.

[52]  E. Walker,et al.  Diagnostic and Statistical Manual of Mental Disorders , 2013 .

[53]  Patricia Howlin,et al.  Social outcomes in mid- to later adulthood among individuals diagnosed with autism and average nonverbal IQ as children. , 2013, Journal of the American Academy of Child and Adolescent Psychiatry.

[54]  Tony Charman,et al.  Diagnosis of autism spectrum disorder: reconciling the syndrome, its diverse origins, and variation in expression , 2016, The Lancet Neurology.

[55]  Meng-Chuan Lai,et al.  Annual Research Review: The role of the environment in the developmental psychopathology of autism spectrum condition. , 2016, Journal of child psychology and psychiatry, and allied disciplines.

[56]  J. Rabe-Jabłońska,et al.  [Affective disorders in the fourth edition of the classification of mental disorders prepared by the American Psychiatric Association -- diagnostic and statistical manual of mental disorders]. , 1993, Psychiatria polska.

[57]  J. Goldberg,et al.  Sex differences in repetitive stereotyped behaviors in autism: Implications for genetic liability , 2012, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[58]  D. Wechsler,et al.  Wechsler Adult Intelligence Scale - fourth edition , 2012 .

[59]  D. Wechsler Wechsler Abbreviated Scale of Intelligence--Second Edition , 2018 .

[60]  S. Calhoun,et al.  Variables Associated with Anxiety and Depression in Children with Autism , 2011 .

[61]  D. Wechsler Wechsler Adult Intelligence Scale--Third Edition , 2019 .

[62]  Jim Euchner,et al.  Spectrum Disorder , 2012 .

[63]  Maureen S. Durkin,et al.  Prevalence and Characteristics of Autism Spectrum Disorder Among Children Aged 8 Years — Autism and Developmental Disabilities Monitoring Network, 11 Sites, United States, 2012 , 2018, Morbidity and mortality weekly report. Surveillance summaries.

[64]  R. Young,et al.  Sex Differences in Autism Spectrum Disorder based on DSM-5 Criteria: Evidence from Clinician and Teacher Reporting , 2014, Journal of Abnormal Child Psychology.

[65]  T. Hoffmann,et al.  Cost effectiveness of patient education for the prevention of falls in hospital: economic evaluation from a randomized controlled trial , 2013, BMC Medicine.

[66]  C. Lord,et al.  Daily living skills in individuals with autism spectrum disorder from 2 to 21 years of age , 2015, Autism : the international journal of research and practice.

[67]  H. Meltzer,et al.  The relative importance of child, family, school and neighbourhood correlates of childhood psychiatric disorder , 2004, Social Psychiatry and Psychiatric Epidemiology.

[68]  Peter Tymms,et al.  Effect sizes in multilevel models. , 2004 .

[69]  M. Seltzer,et al.  Changes in the Autism Behavioral Phenotype During the Transition to Adulthood , 2010, Journal of autism and developmental disorders.

[70]  Declan G. M. Murphy,et al.  Identification and validation of biomarkers for autism spectrum disorders , 2015, Nature Reviews Drug Discovery.

[71]  W. Dunn,et al.  Sensory processing in children with and without autism: a comparative study using the short sensory profile. , 2007, The American journal of occupational therapy : official publication of the American Occupational Therapy Association.

[72]  Adam W. McCrimmon,et al.  Review of the Wechsler Abbreviated Scale of Intelligence, Second Edition (WASI-II) , 2013 .

[73]  Janet B W Williams,et al.  Diagnostic and Statistical Manual of Mental Disorders , 2013 .

[74]  W. Groen,et al.  Gender and Age Differences in the Core Triad of Impairments in Autism Spectrum Disorders: A Systematic Review and Meta-analysis , 2013, Journal of Autism and Developmental Disorders.

[75]  Dc Washington Diagnostic and Statistical Manual of Mental Disorders, 4th Ed. , 1994 .

[76]  Karen Elliot,et al.  But what does it mean? The use of effect sizes in educational research , 2004 .

[77]  Allison Jack,et al.  Annual Research Review: Understudied populations within the autism spectrum – current trends and future directions in neuroimaging research , 2017, Journal of child psychology and psychiatry, and allied disciplines.

[78]  S. Baron-Cohen,et al.  The Autism-Spectrum Quotient (AQ): Evidence from Asperger Syndrome/High-Functioning Autism, Malesand Females, Scientists and Mathematicians , 2001, Journal of autism and developmental disorders.

[79]  H. Meltzer,et al.  Epidemiology of autism spectrum disorders in adults in the community in England. , 2011, Archives of general psychiatry.

[80]  D. Skuse,et al.  Sex Differences in Autism Spectrum Disorder: Evidence from a Large Sample of Children and Adolescents , 2011, Journal of Autism and Developmental Disorders.

[81]  H. Geurts,et al.  Psychiatric Co-occurring Symptoms and Disorders in Young, Middle-Aged, and Older Adults with Autism Spectrum Disorder , 2016, Journal of Autism and Developmental Disorders.

[82]  F Xavier Castellanos,et al.  Annual Research Review: Discovery science strategies in studies of the pathophysiology of child and adolescent psychiatric disorders--promises and limitations. , 2016, Journal of child psychology and psychiatry, and allied disciplines.

[83]  P. Bolton,et al.  How different are girls and boys above and below the diagnostic threshold for autism spectrum disorders? , 2012, Journal of the American Academy of Child and Adolescent Psychiatry.

[84]  C. Lord,et al.  Autism from 2 to 9 years of age. , 2006, Archives of general psychiatry.

[85]  Catherine Lord,et al.  Change in Autism Symptoms and Maladaptive Behaviors in Adolescents and Adults with an Autism Spectrum Disorder , 2007, Journal of autism and developmental disorders.

[86]  Andrew Pickles,et al.  Trajectories of Autism Severity in Children Using Standardized ADOS Scores , 2012, Pediatrics.

[87]  G. Baird,et al.  Psychiatric disorders in children with autism spectrum disorders: prevalence, comorbidity, and associated factors in a population-derived sample. , 2008, Journal of the American Academy of Child and Adolescent Psychiatry.

[88]  C. McDougle,et al.  Brief Report: Social Disability in Autism Spectrum Disorder: Results from Research Units on Pediatric Psychopharmacology (RUPP) Autism Network Trials , 2012, Journal of Autism and Developmental Disorders.

[89]  Connie Kasari,et al.  Measuring social communication behaviors as a treatment endpoint in individuals with autism spectrum disorder , 2015, Autism : the international journal of research and practice.

[90]  Lisa T. Eyler,et al.  Different Functional Neural Substrates for Good and Poor Language Outcome in Autism , 2015, Neuron.

[91]  A. Hardan,et al.  Behavioral and cognitive characteristics of females and males with autism in the Simons Simplex Collection. , 2014, Journal of the American Academy of Child and Adolescent Psychiatry.

[92]  D. Murphy,et al.  EU-AIMS: a boost to autism research , 2012, Nature reviews. Drug discovery.

[93]  D. Geschwind,et al.  Disentangling the heterogeneity of autism spectrum disorder through genetic findings , 2014, Nature Reviews Neurology.

[94]  T. Bourgeron From the genetic architecture to synaptic plasticity in autism spectrum disorder , 2015, Nature Reviews Neuroscience.

[95]  John O. Willis,et al.  Wechsler Intelligence Scale for Children–Fourth Edition , 2014 .

[96]  C. Lord,et al.  Association Between Restricted and Repetitive Behaviors and Nonverbal IQ in Children with Autism Spectrum Disorders , 2006, Child neuropsychology : a journal on normal and abnormal development in childhood and adolescence.