Graduate School of Information and Computer Science, Chiba Institute of Technology, Narashino, Chiba 275-0016, Japan.
Department of Computer Science/Graduate School of Information and Computer Science, Chiba Institute of Technology, Narashino, Chiba 275-0016, Japan.
Neural Comput. 2022 Nov 8;34(12):2388-2407. doi: 10.1162/neco_a_01545.
Locus coeruleus (LC) overactivity, especially in the right hemisphere, is a recognized pathophysiology of attention-deficit/hyperactivity disorder (ADHD) and may be related to inattention. LC activity synchronizes with the kinetics of the pupil diameter and reflects neural activity related to cognitive functions such as attention and arousal. Recent studies highlight the importance of the complexity of the temporal patterns of pupil diameter. Moreover, asymmetrical pupil diameter, which correlates with the severity of inattention, impulsivity, and hyperactivity in ADHD, might be attributed to a left-right imbalance in LC activity. We recently constructed a computational model of pupil diameter based on the newly discovered contralateral projection from the LC to the Edinger-Westphal nucleus (EWN), which demonstrated mechanisms for the complex temporal patterns of pupil kinetics; however, it remains unclear how LC overactivity and its asymmetry affect pupil diameter. We hypothesized that a neural model of pupil diameter control featuring left-right differences in LC activity and projections onto two opponent sides may clarify the role of pupil behavior in ADHD studies. Therefore, we developed a pupil diameter control model reflecting LC overactivity in the right hemisphere by incorporating a contralateral projection from the LC to EWN and evaluated the complexity of the temporal patterns of pupil diameter generated by the model. Upon comparisons with experimentally measured pupil diameters in adult patients with ADHD, the parameter region of interest of the neural model was estimated, which was a region in the two-dimensional plot of complexity versus left-side LC baseline activity and that of the right. A region resulting in relatively high right-side complexity, which corresponded to the pathophysiological indexes, was identified. We anticipate that the discovery of lateralization of complexity in pupil diameter fluctuations will facilitate the development of biomarkers for accurate diagnosis of ADHD.
蓝斑(LC)过度活跃,特别是在右半球,是注意缺陷多动障碍(ADHD)的一种公认的病理生理学,可能与注意力不集中有关。LC 活动与瞳孔直径的动力学同步,反映了与注意力和觉醒等认知功能相关的神经活动。最近的研究强调了瞳孔直径时间模式复杂性的重要性。此外,与 ADHD 中注意力不集中、冲动和多动的严重程度相关的不对称瞳孔直径,可能归因于 LC 活动的左右不平衡。我们最近构建了一个基于 LC 到 Edinger-Westphal 核(EWN)新发现的对侧投射的瞳孔直径计算模型,该模型展示了瞳孔动力学复杂时间模式的机制;然而,LC 过度活跃及其不对称性如何影响瞳孔直径仍不清楚。我们假设,具有 LC 活动左右差异和对侧投射到两个对立侧的瞳孔直径控制神经模型,可能阐明瞳孔行为在 ADHD 研究中的作用。因此,我们通过纳入 LC 到 EWN 的对侧投射,开发了一个反映右半球 LC 过度活跃的瞳孔直径控制模型,并评估了模型产生的瞳孔直径时间模式的复杂性。与 ADHD 成年患者的实验测量瞳孔直径进行比较后,估计了神经模型的感兴趣参数区域,该区域是二维复杂性与左侧 LC 基线活动和右侧 LC 基线活动的图中的一个区域。确定了一个导致右侧复杂性相对较高的区域,该区域对应于病理生理指标。我们预计,瞳孔直径波动的侧化复杂性的发现将有助于开发用于 ADHD 准确诊断的生物标志物。