Biomarkers of ASD/ADHD and Factors Affecting Anxiety and Depression in Children and Young Adults (PUREMIND-OS)
Biomarker Discovery for Predicting Autism Spectrum Disorder and Attention/Hyperactivity Disorders, and Identification of Environmental Factors Influencing Anxiety and Depression in Children, Adolescents, and Young Adults
The PUREMIND OS1/OS2 study is a multinational, prospective, longitudinal observational study designed to identify early neurophysiological, biological, environmental, and psychosocial markers associated with neurodevelopmental and mental health conditions from infancy through young adulthood.
Observational Study 1 (OS1) follows infants and toddlers at high risk for Autism Spectrum Disorder (ASD) and Attention-Deficit/Hyperactivity Disorder (ADHD) to discover biomarkers predictive of later clinical diagnosis, using EEG, fNIRS, psychometric assessments, and biological samples.
Observational Study 2 (OS2) includes children, adolescents, and young adults with ASD, ADHD, or Developmental Coordination Disorder (DCD) to identify environmental and biological factors causally linked to anxiety and depression symptoms, and to support the development of personalised criteria for evidence-based interventions.
Approximately 800 participants will be recruited across 10 international clinical sites. The study aims to generate multi-domain data to support predictive modelling and inform future personalised mental-health prevention strategies across childhood and young adulthood.
Panoramica dello studio
Stato
Descrizione dettagliata
The PUREMIND study is part of a 4-year Horizon Europe consortium aiming to develop the first Integrated Mental Healthcare Ecosystem (IMHE) for preventing mental health conditions across the life course. The protocol describes two complementary observational components (OS1 and OS2) whose data will underpin predictive modelling of neurodevelopmental and mental-health trajectories.
Observational Study 1 (OS1) OS1 is a 42-month prospective longitudinal cohort study of infants at elevated risk for ASD or ADHD due to prematurity, hypoxic-ischaemic encephalopathy, or perinatal asphyxia, along with a term-born comparison group. The aim is to identify early neurophysiological and behavioural biomarkers detectable before 18 months of age and predictive of later ASD/ADHD diagnoses.
Participants complete five study visits at 6, 12, 18, 24, and 42 months, including:
Demographic and clinical data collection Psychometric and developmental assessments EEG and fNIRS neurophysiology paradigms Stool and urine sampling for metabolomics and microbiome analyses Dietary intake questionnaires A clinical diagnosis of ASD/ADHD is established at 42 months.
OS1 data will enable the extraction of multilayer Effective Brain Connectivity Networks (EBCNs) and the identification of causal neural features using graph-theoretical and machine-learning models.
Observational Study 2 (OS2) OS2 is a 9-month longitudinal study with repeated assessments every 3 months in children (5-10), adolescents (11-18), and young adults (19-25) with clinical diagnoses of ASD, ADHD, or DCD-populations at high risk for anxiety and depression. The aim is to model the dynamic interaction between personal natural environmental (PNE) factors, gene-gut-brain (GGB) mechanisms, and mental-health outcomes (the PNE-GGB-MH process).
Data collection includes:
Demographic, clinical, and psychosocial measures Physical assessments Psychometric testing of anxiety, depression, executive function, and related constructs Stool, urine, and buccal swab samples for metabolomics, microbiome, and DNA-methylation analyses At-home monitoring via the MindMe app (behavioural, environmental, contextual data) Food frequency and dietary questionnaires relevant to epigenetic assays
OS2 uses machine learning and system-identification modelling to identify causal environmental factors contributing to symptom severity and progression, ultimately supporting the development of personalised selection criteria for evidence-based mental-health interventions.
Overall Study Design & Setting The study is conducted across 10 clinical and academic sites in the UK, Ireland, Italy, Spain, Germany, Romania, Ethiopia, and Bangladesh. A total sample of ~800 participants is planned (400 infants/toddlers; 400 youths/young adults). Data are stored in the secure PUREMIND Central Server Platform, compliant with GDPR and HL7/FHIR standards.
The combined OS1 and OS2 datasets will support predictive models integrating neurophysiology, genetics, epigenetics, metabolomics, microbiome profiles, environmental exposures, and psychosocial factors. While no intervention is delivered within this protocol, findings are intended to guide future personalised, evidence-based prevention and mental-health support strategies.
Tipo di studio
Iscrizione (Stimato)
Contatti e Sedi
Contatto studio
- Nome: Kim Chapman
- Numero di telefono: 2969 +44(0) 1326 370400
- Email: k.chapman3@exeter.ac.uk
Backup dei contatti dello studio
- Nome: Talita Dias da Silva Magalhaes, PhD
- Numero di telefono: 2969 +44(0) 1326 370400
- Email: T.Dias.Magalhaes@exeter.ac.uk
Luoghi di studio
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Exeter, Regno Unito, EX4 4QJ
- University of Exeter
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Investigatore principale:
- Helen Dawes
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Contatto:
- Kim Chapman
- Email: k.chapman3@exeter.ac.uk
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Criteri di partecipazione
Criteri di ammissibilità
Età idonea allo studio
- Bambino
- Adulto
Accetta volontari sani
Metodo di campionamento
Popolazione di studio
The study will recruit approximately 800 participants from early infancy to young adulthood across 10 international sites.
OS1 will include infants at increased neurodevelopmental risk: very or extremely preterm infants (<32 or <28 weeks), term-born infants with perinatal asphyxia or hypoxic-ischaemic encephalopathy, and a comparison group of term-born infants without risk factors. Infants are enrolled within the first 12 months and followed to 42 months.
OS2 will include children (5-10 years), adolescents (11-18 years), and young adults (19-25 years) with confirmed diagnoses of ASD, ADHD, or DCD, conditions linked to elevated anxiety and depression risk. Recruitment aims for balanced sex representation and diverse socioeconomic and cultural backgrounds.
Descrizione
OS1 Inclusion Criteria:
- Infants born very preterm (<32 weeks) or extremely preterm (<28 weeks); or
- Term-born infants with documented perinatal asphyxia and hypoxic-ischaemic encephalopathy (HIE); or
- Term-born infants with no risk factors (comparison group).
- Must be ≤12 months corrected age at enrolment.
OS1 Exclusion Criteria:
- Syndromic, chromosomal, or known genetic conditions.
- Motor impairments that would prevent participation in psychometric or neurophysiology assessments.
OS2 Inclusion Criteria:
- Individuals aged 5-25 years.
- Clinical diagnosis of ASD, ADHD, or Developmental Coordination Disorder (DCD).
- Able to participate in scheduled assessments.
OS2 Exclusion Criteria:
- Severe motor impairments that limit psychometric assessment.
- Diagnosis of schizophrenia, due to confounding neurocognitive effects.
Piano di studio
Come è strutturato lo studio?
Dettagli di progettazione
Coorti e interventi
Gruppo / Coorte |
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OS1 0-4
Newborns and infants up to 12 months of age
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OS1 5-10
Children aged between 5 and 10 years old
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OS2 11-18
Adolescents aged between 11 and 18 years old
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OS2 19-25
Young adults aged between 19 and 25 years old
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Cosa sta misurando lo studio?
Misure di risultato primarie
Misura del risultato |
Misura Descrizione |
Lasso di tempo |
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EEG-Based Effective Brain Connectivity Network (EBCN) Features for ASD/ADHD Prediction - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, and 24 months
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Quantitative features extracted from single-layer and multi-layer effective brain connectivity networks using electroencephalography (EEG).
These features characterize directional, causal interactions between brain regions using Granger Causality and Dynamic Causal Modelling, generating dimensionless connectivity indices (ranging 0-1) to identify early neurophysiological markers predictive of Autism Spectrum Disorder (ASD) and/or Attention-Deficit/Hyperactivity Disorder (ADHD) diagnosis at 42 months of age.
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Baseline (6 months corrected age), 12 months, 18 months, and 24 months
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Effective Brain Connectivity Networks (EBCN) Features for ASD/ADHD Prediction - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, and 24 months
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Composite score derived from quantitative graph-theoretical features extracted from multilayer effective brain connectivity networks constructed using simultaneous electroencephalography (EEG, 32-channel) and functional near-infrared spectroscopy (fNIRS, 24-channel).
Features quantify directional causal interactions between brain regions using Granger Causality and/or Dynamic Causal Modelling methods.
Machine learning algorithms will integrate multiple EBCN features to generate a single predictive probability score (range 0-1, where higher values indicate greater likelihood of ASD/ADHD diagnosis) indicating likelihood of Autism Spectrum Disorder (ASD) and/or Attention-Deficit/Hyperactivity Disorder (ADHD) diagnosis at 42 months of age.
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Baseline (6 months corrected age), 12 months, 18 months, and 24 months
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Clinical Diagnosis of ASD and/or ADHD - OS1
Lasso di tempo: 42 months (corrected age)
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Clinical diagnosis of Autism Spectrum Disorder (ASD) and/or Attention-Deficit/Hyperactivity Disorder (ADHD) established using ICD-11 and DSM-5-TR diagnostic criteria administered by qualified clinicians.
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42 months (corrected age)
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DNA Methylation Profiles from Buccal Swabs - OS1 and OS2
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, and 24 months for OS1. Baseline, 3 months, 6 months and 9 months for OS2
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Epigenetic DNA methylation profiles analyzed from buccal swab samples using standard microarray technique.
Methylation levels are measured as beta values representing the proportion of methylated cytosines at specific CpG sites.
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Baseline (6 months corrected age), 12 months, 18 months, and 24 months for OS1. Baseline, 3 months, 6 months and 9 months for OS2
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Metabolomic Signatures from Stool and Urine - OS1 and OS2
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, and 24 months for OS1. Baseline, 3 months, 6 months and 9 months for OS2
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Metabolomic analysis of stool and urine samples using nuclear magnetic resonance spectroscopy and mass spectrometry to identify metabolite concentrations and profiles relevant to neurodevelopmental outcomes.
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Baseline (6 months corrected age), 12 months, 18 months, and 24 months for OS1. Baseline, 3 months, 6 months and 9 months for OS2
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Shotgun Metagenomic Microbiome Profiles from Stool - OS1 and OS2
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, and 24 months for OS1. Baseline, 3 months, 6 months and 9 months for OS2
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Comprehensive shotgun metagenomics analysis of stool samples characterizing the composition and potential function of bacteria, archaea, fungi, and viruses.
Measured as relative abundance (percentage), taxonomic diversity, and alpha/beta diversity indices.
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Baseline (6 months corrected age), 12 months, 18 months, and 24 months for OS1. Baseline, 3 months, 6 months and 9 months for OS2
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General Cognitive Development - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of general cognitive development using the Wechsler Preschool and Primary Scale of Intelligence | Fourth Edition (WPPSI-IV) at 42 months and the Bayley Scales of Infant and Toddler Development, Fourth Edition (Bayley-4) at 12 and 24 months.
The WPPSI-IV provides a Full Scale IQ with scores ranging from 40 to 160 (mean=100, SD=15), where higher scores indicate better cognitive abilities.
The Bayley-4 provides composite scores ranging from 40 to 160 (mean=100, SD=15) for cognitive, language, and motor domains, with higher scores indicating better developmental functioning.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Attention Function - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of attention function using age-appropriate subtests from the Bayley Scales of Infant and Toddler Development, Fourth Edition (Bayley-4) for ages 6-24 months and the Wechsler Preschool and Primary Scale of Intelligence | Fourth Edition (WPPSI-IV) attention/executive function subtests at 42 months.
Scaled scores range from 1 to 19 (mean=10, SD=3), with higher scores indicating better attention function.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Temperament Assessment - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of infant temperament using the Infant Behavior Questionnaire-Revised, Short Version (IBQ-R Short) at 12 months, the Early Childhood Behavior Questionnaire (ECBQ) at 24 months, and the Child Behavior Questionnaire (CBQ) at 42 months, all completed by parents/caregivers.
Scores are averaged across items for each temperament dimension, ranging from 1 to 7, with higher scores indicating greater intensity of the specific temperament characteristic being measured.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Anxiety Symptoms - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of anxiety symptoms using the Infant-Toddler Social & Emotional Assessment-Revised (ITSEA) at 12 and 24 months and the Child Behavior Checklist 1.5-5 (CBCL 1.5-5) at 42 months, completed by parents/caregivers.
The ITSEA anxiety domain provides T-scores (mean=50, SD=10), and the CBCL provides T-scores for the anxiety problems subscale (mean=50, SD=10), with higher scores indicating greater anxiety symptoms.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Executive Functions - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of executive functions using age-appropriate measures including the Bayley Scales of Infant and Toddler Development, Fourth Edition (Bayley-4) cognitive subtests at 6-24 months and the Wechsler Preschool and Primary Scale of Intelligence | Fourth Edition (WPPSI-IV) executive function subtests at 42 months.
Scaled scores range from 1 to 19 (mean=10, SD=3), with higher scores indicating better executive functioning.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Social-Communication Skills - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of social-communication abilities using the Ages and Stages Questionnaire-3 (ASQ-3) communication and personal-social domains, the Infant-Toddler Social & Emotional Assessment-Revised (ITSEA) social competence domains at 12 and 24 months, and the Child Behavior Checklist 1.5-5 (CBCL 1.5-5) social problems subscale at 42 months.
ASQ-3 domain scores indicate whether development is on schedule, requires monitoring, or indicates concern.
ITSEA and CBCL provide T-scores (mean=50, SD=10), with higher scores on competence domains indicating better social skills and higher scores on problem scales indicating greater difficulties.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Autism Traits - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of autism traits using the Autism Diagnostic Observation Schedule, Second Edition (ADOS-2) Toddler Module at 12, 18, and 24 months and Module 1-3 at 42 months, administered by trained researchers.
Comparison scores range from 1 to 10, with scores of 1-2 indicating minimal-to-no concern, 3-4 indicating mild concern, 5-7 indicating moderate concern, and 8-10 indicating high likelihood of autism spectrum disorder.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Quality of Life - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of infant/child quality of life using the Pediatric Quality of Life Inventory (PedsQL) parent proxy-report version, completed by parents/caregivers.
Total scores range from 0 to 100, with higher scores indicating better health-related quality of life.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Dietary Intake - Methyl Donor Nutrients - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Assessment of dietary intake of methyl-donor nutrients (folate, vitamin B12, choline, betaine, and methionine) relevant to DNA methylation analyses using validated Food Frequency and Food Preference Questionnaires completed by parents/caregivers.
At 6 and 12 months, feeding mode (exclusively breast-fed, formula-fed, or mixed feeding) is recorded.
Nutrient intake is reported in micrograms or milligrams per day depending on the nutrient, with values compared to age-appropriate dietary reference intakes.
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Baseline (6 months corrected age), 12 months, 18 months, 24 months, and 42 months
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Personal Natural Environment (PNE) Factors Causally Associated with Anxiety and Depression - OS2
Lasso di tempo: Through study completion, up to 36 weeks
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Identification and quantification of personal natural environmental factors (e.g., sleep patterns, physical activity, social interactions, screen time) causally associated with age-specific anxiety and depression symptom severity and developmental progression, measured through repeated assessments of validated mental health questionnaires combined with ecological momentary assessment data.
Analysis uses the PNE-GGB-MH (Personal Natural Environment-Granger-causality Graph-Based Mental Health) computational model to establish directional causal relationships.
Results report the strength of causal associations (standardized coefficients ranging from -1 to +1), with higher absolute values indicating stronger causal effects, and positive/negative signs indicating the direction of effect on mental health outcomes.
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Through study completion, up to 36 weeks
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Depression Symptoms (Ages 5-10) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of depressive symptoms using the Children's Depression Inventory (CDI), a validated self-report questionnaire.
Total scores range from 0 to 54, with higher scores indicating greater depressive symptoms.
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Baseline, 3 months, 6 months and 9 months.
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Depression Symptoms (Ages 11-18) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of depressive symptoms using the Children's Depression Inventory (CDI; total score range 0-54) or Beck Depression Inventory-II (BDI-II; total score range 0-63) depending on age and clinical appropriateness.
For both scales, higher scores indicate greater depressive symptoms.
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Baseline, 3 months, 6 months and 9 months.
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Depression Symptoms (Ages 19-25) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of depressive symptoms using the Beck Depression Inventory-II (BDI-II), a validated self-report questionnaire.
Total scores range from 0 to 63, with higher scores indicating greater depressive symptoms.
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Baseline, 3 months, 6 months and 9 months.
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Autism Spectrum Disorder Traits (Ages 5-10) - OS2
Lasso di tempo: Baseline only
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Assessment of autism traits using the Childhood Autism Rating Scale (CARS), completed by parents/caregivers.
Total scores range from 15 to 60, with higher scores indicating greater severity of autism-related behaviors.
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Baseline only
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Autism Spectrum Disorder Traits (Ages 11-25) - OS2
Lasso di tempo: Baseline only
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Assessment of autism traits using the Autism Spectrum Quotient-10 (AQ-10), a brief screening questionnaire.
Total scores range from 0 to 10, with higher scores indicating greater likelihood of autism spectrum traits.
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Baseline only
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ADHD Symptoms (Ages 5-18) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of ADHD symptoms using the Adult ADHD Self-Report Scale Version 1.1 (ASRS v1.1).
Part A scores range from 0 to 24, with higher scores indicating greater ADHD symptom severity.
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Baseline, 3 months, 6 months and 9 months.
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Quality of Life (Ages 5-10) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of health-related quality of life using KIDSCREEN-27 Proxy version completed by parents/caregivers.
Scores are transformed to T-values (mean=50, SD=10) for five dimensions, with higher scores indicating better health-related quality of life.
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Baseline, 3 months, 6 months and 9 months.
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Quality of Life (Ages 11-18) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of health-related quality of life using KIDSCREEN-27 self-report version.
Scores are transformed to T-values (mean=50, SD=10) for five dimensions, with higher scores indicating better health-related quality of life.
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Baseline, 3 months, 6 months and 9 months.
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Quality of Life (Ages 19-25) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of health-related quality of life using the Short Form-36 (SF-36) questionnaire.
Scores range from 0 to 100 for each of eight domains, with higher scores indicating better health-related quality of life.
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Baseline, 3 months, 6 months and 9 months.
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Anxiety Symptoms (Ages 5-18) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of anxiety symptoms using the Spence Children's Anxiety Scale (SCAS; total score range 0-114) or Beck Anxiety Inventory (BAI; total score range 0-63) depending on age.
For both scales, higher scores indicate greater anxiety symptoms.
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Baseline, 3 months, 6 months and 9 months.
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Anxiety Symptoms (Ages 19-25) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of anxiety symptoms using the Generalized Anxiety Disorder-7 (GAD-7) questionnaire.
Total scores range from 0 to 21, with higher scores indicating greater anxiety symptom severity.
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Baseline, 3 months, 6 months and 9 months.
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Physical Activity Level (Ages 5-18) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of physical activity using the Physical Activity Questionnaire for Children (PAQ-C; for ages below 14) or Physical Activity Questionnaire for Adolescents (PAQ-A; for ages 14-18) as age-appropriate.
Scores range from 1 to 5, with higher scores indicating higher levels of physical activity.
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Baseline, 3 months, 6 months and 9 months.
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Physical Activity Level (Ages 19-25) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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Assessment of physical activity using the International Physical Activity Questionnaire Short Form (IPAQ-SF).
Results are reported as metabolic equivalent of task minutes per week (MET-min/week), with higher values indicating greater physical activity levels.
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Baseline, 3 months, 6 months and 9 months.
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Objective Physical Activity Measurement - OS2
Lasso di tempo: Between baseline and visit 1 (approximately 2 weeks); then at 12-week intervals through study completion
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Objective measurement of physical activity using Axivity AX-3 wearable accelerometer worn for 7 consecutive days.
Data recorded as 3-axis acceleration for activity recognition analysis.
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Between baseline and visit 1 (approximately 2 weeks); then at 12-week intervals through study completion
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Dietary Intake - Methyl Donor Nutrients - OS2
Lasso di tempo: Food frequency every 2 weeks and food preference at baseline only
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Assessment of dietary intake using validated Food Frequency and Food Preference Questionnaires to capture information on methyl-donor nutrient intake relevant to DNA methylation analyses.
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Food frequency every 2 weeks and food preference at baseline only
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Sleep pattern - Adolescent Sleep Wake Scale (ASWS) - OS2
Lasso di tempo: Baseline, 3 months, 6 months and 9 months.
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The Adolescent Sleep Wake Scale (ASWS) is a 28-item self-report questionnaire designed to assess sleep quality and sleep-wake patterns in adolescents.
The scale includes five behavioral subscales: going to bed, falling asleep, maintaining sleep, reinitiating sleep, and returning to wakefulness.
Items are rated on a 6-point Likert scale (1 = always to 6 = never).
Higher scores indicate better sleep quality.
Total scores range from 28-168.
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Baseline, 3 months, 6 months and 9 months.
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Outcome 1.b: fNIRS-Based Effective Brain Connectivity Network (EBCN) Features for ASD/ADHD Prediction - OS1
Lasso di tempo: Baseline (6 months corrected age), 12 months, 18 months, and 24 months
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Quantitative features extracted from single-layer and multi-layer effective brain connectivity networks using functional near-infrared spectroscopy (fNIRS).
These features characterize directional, causal interactions between brain regions using Granger Causality and Dynamic Causal Modelling, generating dimensionless connectivity indices (ranging 0-1) to identify early neurophysiological markers predictive of Autism Spectrum Disorder (ASD) and/or Attention-Deficit/Hyperactivity Disorder (ADHD) diagnosis at 42 months of age.
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Baseline (6 months corrected age), 12 months, 18 months, and 24 months
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Collaboratori e investigatori
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Investigatori
- Investigatore principale: Christopher Fox, MD, University of Exeter
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- 24-25-44
- 355570 (Altro identificatore: IRAS)
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