Development and Psychopathology · 2020 · 21 citations · 45 references
EducationHuman DevelopmentPsychologyChild DevelopmentDevelopmental PsychologyDevelopmental PsychopathologyAttention-deficit/hyperactivity DisorderDevelopmental DisordersDevelopmental NeuropsychologyDevelopmental TrajectoriesEarly ChildhoodNeurodevelopmental DisordersAdhd ImpulsivityAdhd Social FunctioningAttention-deficit/hyperactivity Disorder DevelopmentChildhood AdhdComorbid Attention Deficit Hyperactivity DisorderEarly Developmental MarkersPhysical Activity LevelSocial Behavior Development
Autism spectrum disorder (ASD) and attention-deficit/hyperactivity disorder (ADHD) are believed to share partially overlapping causal mechanisms suggesting that early risk markers may also overlap. Using latent profile analysis (LPA) in a sample of infants enriched for ASD and ADHD, we first examined the number of distinct groups of 3-year-old children, based on ADHD and ASD symptomatology. To investigate early predictors of ASD and ADHD symptom profiles, we next examined differences in trajectories of infant behaviors among the LPA classes spanning general development, negative affect, attention, activity level, impulsivity, and social behavior. Participants included 166 infants at familial risk for ASD (n = 89), ADHD (n = 38), or low-risk for both (n = 39) evaluated at 12, 18, 24, and 36 months of age. A three-class solution was selected reflecting a Typically Developing (TD) class (low symptoms; n = 108), an ADHD class (high ADHD/low ASD symptoms; n = 39), and an ASD class (high ASD/ADHD symptoms; n = 19). Trajectories of infant behaviors were generally suggestive of a gradient pattern of differences, with the greatest impairment within the ASD class followed by the ADHD class. These findings indicate a mixture of overlapping and distinct early markers of preschool ASD- and ADHD-like profiles that can be difficult to disentangle early in life.
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Testing the number of components in a normal mixture
Yungtai Lo · Biometrika · 2001 · 4.5K citations
Matthew J. Maenner, Kelly Shaw, Jon Baio et al. · MMWR Surveillance Summaries · 2020 · 3.9K citations · Full text
Medicine, Child Health, Pediatrics +11