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Updated: Sep 13, 2026

Using Brain Activation (nir-HEG/Q-EEG) and Execution Measures (CPTs) in a ADHD Assessment Protocol
Published on: April 1, 2018
Landscaping neurodevelopment of attention-deficit hyperactivity disorder
Ningning Liu1, Yin-Shan Wang2, Zi-Xuan Zhou3
1Peking University Sixth Hospital/Institute of Mental Health, Beijing 100191, China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing 100191, China.
Abstract:
We aim to decipher the neurodevelopmental diversity of attention-deficit hyperactivity disorder (ADHD) using lifespan brain charts within a brainality landscape framework. It first generated age- and sex-referenced centile scores of brain morphology for 270 children with ADHD by revising the worldwide lifespan brain chart (n = 177,701) for 31,894 healthy Chinese samples, including 25,768 scans from the Chinese Brain Health Imaging Consortium (CHART) and 6126 scans from the Chinese Child Brain Development (CCBD) study. Children with ADHD were then classified using partitioning around medoids based on their centile scores as deviations from a developing control reference to identify trait constellations underlying ADHD's landscape heterogeneity. The brainality landscape identified two neurotypes: children with smaller volume (SVC-ADHD) and children with larger volume (LVC-ADHD), who are not different between sex, imaging site, gestational and maternal age as well as clinical symptom composition. SVC-ADHD children are younger and have lower mean birth weight, and showed neurocognitive impairments and poorer hemispheric differentiation within the default network as well as more gene expressions related to organism developmental processes, and more prenatal risk factors such as maternal passive smoking. In contrast, LVC-ADHD children are older and demonstrated more pronounced behavior and emotional impairments, while their language, somatomotor, and cognitive control networks exhibited poorer hemispheric specialization. Genetic findings were less pronounced in LVC-ADHD and remained exploratory and mainly linked to neurogenesis. Our work charted the brainality of ADHD to reflect distinct developmental profiles with combinations of genetic, prenatal, and later-life influences, implying clinical potential of future precision translation.
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