Laganà Maria Marcella, Pirastru Alice, Pelizzari Laura, Rossetto Federica, Di Tella Sonia, Bergsland Niels, Nemni Raffaello, Meloni Mario, Baglio Francesca
IRCCS, Fondazione Don Carlo Gnocchi ONLUS, Milan, Italy.
Department of Neurology, Buffalo Neuroimaging Analysis Center, School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, United States.
Front Neurol. 2020 Aug 26;11:831. doi: 10.3389/fneur.2020.00831. eCollection 2020.
Parkinson's disease (PD) is a multisystem neurological condition affecting different neurotransmitter pathways characterized by aberrant functional connectivity (FC) and perfusion alteration. Since the FC, measuring neuronal activity, and cerebral blood flow (CBF) are closely related through the neurovascular coupling (NVC) mechanism, we aim to assess whether FC changes found in PD mirror perfusion ones. A multimodal MRI study was implemented by acquiring resting state functional MRI (rsfMRI) and arterial spin labeling (ASL) datasets on a group of 26 early PD (66.8 ± 8 years, 22 males, median [interquartile range] Hoehn and Yahr = 1.5 [1]) and 18 age- and sex-matched healthy controls (HCs). In addition, a T1-weighted MPRAGE was also acquired in the same scan session. After a standard preprocessing, resting state networks (RSNs) and CBF maps were extracted from rsfMRI and ASL dataset, respectively. Then, by means of a dual regression algorithm performed on RSNs, a cluster of FC differences between groups was obtained and used to mask CBF maps in the subsequent voxel-wise group comparison. Furthermore, a gray matter (GM) volumetric assessment was performed within the FC cluster in order to exclude tissue atrophy as a source of functional changes. Reduced FC for a PD patient with respect to HC group was found within a sensory-motor network (SMN, p = 0.01) and visual networks (VNs, primary p = 0.022 and lateral p = 0.01). The latter was accompanied by a decreased CBF (primary p = 0.037, lateral p = 0.014 VNs), while no GM atrophy was detected instead. The FC alteration found in the SMN of PD might be likely due to a dopaminergic denervation of the striatal pathways causing a functional disconnection. On the other hand, the changes in connectivity depicted in VNs might be related to an altered non-dopaminergic system, since perfusion was also reduced, revealing a compromised NVC. Finally, the absence of GM volume loss might imply that functional changes may potentially anticipate neurodegeneration. In this framework, FC and CBF might be proposed as early functional biomarkers providing meaningful insights in evaluating both disease progression and therapeutic/rehabilitation treatment outcome.
帕金森病(PD)是一种多系统神经疾病,影响不同的神经递质通路,其特征为异常的功能连接(FC)和灌注改变。由于通过神经血管耦合(NVC)机制,测量神经元活动的FC与脑血流量(CBF)密切相关,我们旨在评估在PD中发现的FC变化是否反映灌注变化。通过对一组26例早期PD患者(66.8±8岁,22名男性,中位数[四分位间距]Hoehn和Yahr分期=1.5[1])和18名年龄及性别匹配的健康对照(HCs)采集静息态功能磁共振成像(rsfMRI)和动脉自旋标记(ASL)数据集,实施了一项多模态磁共振成像研究。此外,在同一扫描环节还采集了T1加权MPRAGE图像。经过标准预处理后,分别从rsfMRI和ASL数据集中提取静息态网络(RSNs)和CBF图。然后,通过对RSNs执行双回归算法,获得了一组组间FC差异,并用于在随后的体素级组间比较中对CBF图进行掩膜。此外,在FC簇内进行了灰质(GM)体积评估,以排除组织萎缩作为功能变化的来源。相对于HC组,在一名PD患者的感觉运动网络(SMN,p = 0.01)和视觉网络(VNs,初级p = 0.022,外侧p = 0.01)中发现FC降低。后者伴随着CBF降低(初级p = 0.037,外侧VNs p = 0.014),而未检测到GM萎缩。在PD的SMN中发现的FC改变可能是由于纹状体通路的多巴胺能去神经支配导致功能断开。另一方面,VNs中描绘的连接性变化可能与非多巴胺能系统改变有关,因为灌注也降低了,这表明NVC受损。最后,GM体积没有损失可能意味着功能变化可能潜在地先于神经退行性变。在此框架下,FC和CBF可被提议作为早期功能生物标志物,为评估疾病进展以及治疗/康复治疗结果提供有意义的见解。