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Distinct alterations in Parkinson's medication-state and disease-state connectivity

机译:帕金森药物状态和疾病状态连接性的明显变化

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Altered brain connectivity has been described in people with Parkinson's disease and in response to dopaminergic medications. However, it is unclear whether dopaminergic medications primarily ‘normalize’ disease related connectivity changes or if they induce unique alterations in brain connectivity. Further, it is unclear how these disease- and medication-associated changes in brain connectivity relate differently to specific motor manifestations of disease, such as bradykinesia/rigidity and tremor. In this study, we applied a novel covariance projection approach in combination with a bootstrapped permutation test to resting state functional MRI data from 57 Parkinson's disease and 20 healthy control participants to determine the Parkinson's medication-state and disease-state connectivity changes associated with different motor manifestations of disease. First, we identified brain connections that best classified Parkinson's disease ON versus OFF dopamine and Parkinson's disease versus healthy controls, achieving 96.9±5.9% and 72.7±12.4% classification accuracy, respectively. Second, we investigated the connections that significantly contribute to the classifications. We found that the connections greater in Parkinson's disease OFF compared to ON dopamine are primarily between motor (cerebellum and putamen) and posterior cortical regions, such as the posterior cingulate cortex. By contrast, connections that are greater in ON compared to OFF dopamine are between the right and left medial prefrontal cortex. We also identified the connections that are greater in healthy control compared to Parkinson's disease and found the most significant connections are associated with primary motor regions, such as the striatum and the supplementary motor area. Notably, these are different connections than those identified in Parkinson's disease OFF compared to ON. Third, we determined which of the Parkinson's medication-state and disease-state connections are associated with the severity of different motor symptoms. We found two connections correlate with both bradykinesia/rigidity severity and tremor severity, whereas four connections correlate with only bradykinesia/rigidity severity, and five connections correlate with only tremor severity. Connections that correlate with only tremor severity are anchored by the cerebellum and the supplemental motor area, but only those connections that include the supplemental motor area predict dopaminergic improvement in tremor. Our results suggest that dopaminergic medications do not simply ‘normalize’ abnormal brain connectivity associated with Parkinson's disease, but rather dopamine drives distinct connectivity changes, only some of which are associated with improved motor symptoms. In addition, the dissociation between of connections related to severity of bradykinesia/rigidity versus tremor highlights the distinct abnormalities in brain circuitry underlying these specific motor symptoms. Highlights ? A covariance projection approach found 97% PD medication classification accuracy. ? Brain connectivity associated with bradykinesia/rigidity is different from tremor. ? Tremor-associated connectivity involves the cerebellum and supplemental motor area. ? Only supplemental motor area connectivity predicts dopaminergic tremor improvement.
机译:帕金森氏症患者以及对多巴胺能药物的反应已经描述了大脑连接性的改变。然而,目前尚不清楚多巴胺能药物是否主要是“使”与疾病相关的连接性改变“正常化”,或者是否引起大脑连接性的独特改变。此外,尚不清楚这些与疾病和药物相关的大脑连通性变化与疾病的特定运动表现(如运动迟缓/僵硬和震颤)如何不同地相关。在这项研究中,我们将新颖的协方差投影方法与自举变换检验结合起来,对来自57位帕金森氏病和20位健康对照参与者的静息状态功能MRI数据进行了研究,以确定与不同运动相关的帕金森病药物状态和疾病状态连接性变化疾病表现。首先,我们确定了将人的帕金森氏病与多巴胺进行对比的最佳方法,对帕金森氏病与健康对照进行了最好的分类,分别达到了96.9±5.9%和72.7±12.4%的分类准确率。其次,我们研究了对分类有重大贡献的联系。我们发现与帕金森病相比,帕金森氏病OFF的连接更大,主要是在运动(小脑和壳状核)和后皮质区域(如后扣带皮层)之间。相比之下,右内侧和左内侧前额叶皮层之间的连接多于OFF多巴胺。与帕金森氏病相比,我们还确定了健康控制中的联系更紧密,并且发现最重要的联系与主要运动区域有关,例如纹状体和辅助运动区域。值得注意的是,这些连接与帕金森氏病OFF与ON所确定的连接不同。第三,我们确定了帕金森氏症的药物状态和疾病状态之间的联系与不同运动症状的严重程度有关。我们发现两个联系与运动迟缓/僵硬严重度和震颤严重度相关,而四个联系仅与运动迟缓/僵硬严重度相关,五个联系仅与震颤严重度相关。仅与震颤严重程度相关的连接由小脑和辅助运动区域锚定,但只有那些包括辅助运动区域的连接才能预测多巴胺能改善震颤。我们的结果表明,多巴胺能药物并不能简单地使与帕金森氏病相关的异常大脑连通性“正常化”,而是多巴胺会引起明显的连通性改变,只有其中一些与运动症状改善相关。此外,与运动迟缓/刚度与震颤的严重程度相关的连接之间的分离突出了这些特定运动症状背后的大脑回路中的明显异常。强调 ?协方差预测方法发现PD药物分类准确性为97%。 ?与运动迟缓/僵硬相关的大脑连通性与震颤不同。 ?与震颤相关的连通性涉及小脑和辅助运动区。 ?只有补充运动区的连通性才能预测多巴胺能性震颤的改善。

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