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Updated: Jul 1, 2025

Probing the Brain in Autism Using fMRI and Diffusion Tensor Imaging
Published on: September 12, 2011
Modeling Shared and Specific Variances of Irritability, Inattention, and Hyperactivity Yields Novel Insights Into
Cameron C McKay1, Brooke Scheinberg1, Ellie P Xu1
1Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, Maryland.
Objective:
Irritability, inattention, and hyperactivity, which are common presentations of childhood psychopathology, have been associated with perturbed white matter microstructure. However, similar tracts have been implicated across these phenotypes; such non-specificity could be rooted in their high co-occurrence. To address this problem, we use a bifactor approach parsing unique and shared components of irritability, inattention, and hyperactivity, which we then relate to white matter microstructure.
Method:
We developed a bifactor model based on the Conners Comprehensive Behavioral Rating Scale in a sample of youth with no psychiatric diagnosis or a primary diagnosis of attention-deficit/hyperactivity disorder or disruptive mood dysregulation disorder (n = 521). We applied the model to an independent yet sociodemographically and clinically comparable sample (n = 152), in which we tested associations between latent variables and fractional anisotropy (FA).
Results:
The bifactor model fit well (comparative fit index = 0.99; root mean square error of approximation = 0.07). The shared factor was positively associated with an independent measure of impulsivity (ρS = 0.88, pFDR < .001) and negatively related to whole-brain FA (r = -0.20), as well as FA of the corticospinal tract (all pFWE < .05). FA increased with age and deviation from this curve, indicating that altered white matter maturation was associated with the hyperactivity-specific factor (r = -0.16, pFWE < .05). Inattention-specific and irritability-specific factors were not linked to FA.
Conclusion:
Perturbed white matter microstructure may represent a shared neurobiological mechanism of irritability, inattention, and hyperactivity related to heightened impulsivity. Furthermore, hyperactivity might be uniquely associated with a delay in white matter maturation.
Plain Language Summary:
In this study, researchers developed a model identifying shared aspects of key symptoms of disruptive mood dysregulation disorder (DMDD) and attention-deficit hyperactivity disorder (ADHD), more specifically irritability, inattention, and hyperactivity. In 521 participants, impulsivity emerged as a shared factor. Applied to 152 youth with brain imaging data, shared impulsivity, not specific symptoms, related to atypical brain structure. Additionally, hyperactivity was linked to delayed white matter maturation. Study findings suggest this approach might identify mechanisms of these childhood disorders that remain hidden when relying on traditional diagnostic categories.
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