1. Combining neuroimaging and behavior to discriminate children with attention deficit-hyperactivity disorder with and without prenatal alcohol exposure
- Author
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Mary J. O'Connor, Ronald Ly, Andrea Ng, Jennifer G. Levitt, Katherine L. Narr, Jeffry R. Alger, Joseph O'Neill, Guldamla Kalender, Andrea Dillon, and Sandra K. Loo
- Subjects
medicine.medical_specialty ,Adolescent ,Cognitive Neuroscience ,Neuroimaging ,Audiology ,Impulsivity ,Article ,050105 experimental psychology ,White matter ,03 medical and health sciences ,Behavioral Neuroscience ,Cellular and Molecular Neuroscience ,0302 clinical medicine ,Pregnancy ,Humans ,Medicine ,Attention deficit hyperactivity disorder ,0501 psychology and cognitive sciences ,Radiology, Nuclear Medicine and imaging ,Child ,Neuroradiology ,business.industry ,05 social sciences ,Neuropsychology ,medicine.disease ,Magnetic Resonance Imaging ,White Matter ,Psychiatry and Mental health ,Behavior Rating Inventory of Executive Function ,Diffusion Tensor Imaging ,medicine.anatomical_structure ,Neurology ,Attention Deficit Disorder with Hyperactivity ,Prenatal Exposure Delayed Effects ,Etiology ,Female ,Neurology (clinical) ,medicine.symptom ,business ,030217 neurology & neurosurgery - Abstract
In many patients, ostensible idiopathic attention deficit-hyperactivity disorder (ADHD) may actually stem from covert prenatal alcohol exposure (PAE), a treatment-relevant distinction. This study attempted a receiver-operator characteristic (ROC) classification of children with ADHD into those with PAE (ADHD+PAE) and those without (ADHD-PAE) using neurobehavioral instruments alongside magnetic resonance spectroscopy (MRS) and diffusion tensor imaging (DTI) of supraventricular brain white matter. Neurobehavioral, MRS, and DTI endpoints had been suggested by prior findings. Participants included children aged 8-13 years, 23 with ADHD+PAE, 19 with familial ADHD-PAE, and 28 typically developing (TD) controls. With area-under-the-curve (AUC)0.90, the Conners 3 Parent Rating Scale Inattention (CIn) and Hyperactivity/Impulsivity (CHp) scores and the Behavioral Regulation Index (BRI) of the Behavior Rating Inventory of Executive Function (BRIEF2) excellently distinguished the clinical groups from TD, but not from each other (AUC 0.70). Combinations of MRS glutamate (Glu) and N-acetyl-compounds (NAA) and DTI mean diffusivity (MD), axial diffusivity (AD), radial diffusivity (RD), and fractional anisotropy (FA) yielded "good" (AUC 0.80) discrimination. Neuroimaging combined with CIn and BRI achieved AUC 0.72 and AUC 0.84, respectively. But neuroimaging combined with CHp yielded 14 excellent combinations with AUC ≥ 0.90 (all p 0.0005), the best being Glu·AD·RD·CHp/(NAA·FA) (AUC 0.92, sensitivity 1.00, specificity 0.82, p 0.0005). Using Cho in lieu of Glu yielded AUC 0.83. White-matter microstructure and metabolism may assist efforts to discriminate ADHD etiologies and to detect PAE, beyond the ability of commonly used neurobehavioral measures alone.
- Published
- 2021
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