Sackler Institute of Translational Neurodevelopment, Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, SE5 8AF, London, UK.
Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, SE5 8AF, London, UK.
Transl Psychiatry. 2023 Sep 30;13(1):303. doi: 10.1038/s41398-023-02598-w.
Stimulants, such as methylphenidate (MPH), are effective in treating attention-deficit/hyperactivity disorder (ADHD), but there is individual variability in response, especially in adults. To improve outcomes, we need to understand the factors associated with adult treatment response. This longitudinal study investigated whether pre-treatment anatomy of the fronto-striatal and fronto-parietal attentional networks was associated with MPH treatment response. 60 adults with ADHD underwent diffusion brain imaging before starting MPH treatment, and response was measured at two months. We tested the association between brain anatomy and treatment response by using regression-based approaches; and compared the identified anatomical characteristics with those of 20 matched neurotypical controls in secondary analyses. Finally, we explored whether combining anatomical with clinical and neuropsychological data through machine learning provided a more comprehensive profile of factors associated with treatment response. At a group level, a smaller left dorsal superior longitudinal fasciculus (SLF I), a tract responsible for the voluntary control of attention, was associated with a significantly lower probability of being responders to two-month MPH-treatment. The association between the volume of the left SLF I and treatment response was driven by improvement on both inattentive and hyperactive/impulsive symptoms. Only non-responders significantly differed from controls in this tract metric. Finally, our machine learning approach identified clinico-neuropsychological factors associated with treatment response, such as higher cognitive performance and symptom severity at baseline. These novel findings add to our understanding of the pathophysiological mechanisms underlying response to MPH, pointing to the dorsal attentive network as playing a key role.
兴奋剂,如哌醋甲酯(MPH),在治疗注意力缺陷/多动障碍(ADHD)方面非常有效,但个体反应存在差异,尤其是在成年人中。为了改善治疗效果,我们需要了解与成人治疗反应相关的因素。这项纵向研究调查了额-纹状体和额-顶叶注意网络的预处理解剖结构是否与 MPH 治疗反应相关。60 名患有 ADHD 的成年人在开始 MPH 治疗前接受了弥散脑成像,并且在两个月时测量了反应。我们通过基于回归的方法测试了大脑解剖结构与治疗反应之间的关联;并在二次分析中,将鉴定出的解剖特征与 20 名匹配的神经典型对照进行了比较。最后,我们通过机器学习探索了将解剖结构与临床和神经心理学数据相结合是否可以提供与治疗反应相关的更全面的因素概况。在群体水平上,左侧背侧上纵束(SLF I)较小,该束负责注意力的自愿控制,与对两个月 MPH 治疗的反应性较低的可能性显著相关。左 SLF I 体积与治疗反应之间的关联是由注意力不集中和多动/冲动症状的改善驱动的。只有无反应者在该区域指标上与对照组有显著差异。最后,我们的机器学习方法确定了与治疗反应相关的临床神经心理学因素,例如基线时更高的认知表现和症状严重程度。这些新发现增加了我们对 MPH 反应背后病理生理机制的理解,表明背侧注意网络起着关键作用。