From the Institute of Science and Technology for Brain-Inspired Intelligence (L.W., W.Z., W.C., J.F.), Fudan University; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University) (L.W., W.Z., W.C., J.F.), Ministry of Education; MOE Frontiers Center for Brain Science (L.W., W.Z., W.C., J.F.), Fudan University; Zhangjiang Fudan International Innovation Center (L.W., W.Z., W.C., J.F.), Shanghai; Department of Radiology (C.Z., M.Z.), The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou; Fudan ISTBI-ZJNU Algorithm Centre for Brain-inspired Intelligence (W.C.), Zhejiang Normal University, Jinhua, China; and Department of Computer Science (J.F.), University of Warwick, Coventry, United Kingdom.
Neurology. 2023 Jul 18;101(3):e300-e310. doi: 10.1212/WNL.0000000000207408. Epub 2023 May 18.
Mean diffusivity (MD) of diffusion MRI (dMRI) has been used to measure cortical and subcortical microstructural properties. This study investigated relationships of cortical and subcortical MD, clinical progression, and fluid biomarkers in Parkinson disease (PD).
This longitudinal study using data from the Parkinson's Progression Markers Initiative was collected from April 2011 to July 2022. Clinical symptoms were assessed with Movement Disorder Society-sponsored revision of the Unified Parkinson's Disease Rating Scale (UPDRS) and Montreal Cognitive Assessment (MoCA) scores. Clinical assessments were followed up to 5 years. Linear mixed-effects (LME) models were performed to examine associations of MD and the annual rate of changes in clinical scores. Partial correlation analysis was conducted to examine the associations of MD and fluid biomarker levels.
A total of 174 patients with PD (age 61.9 ± 9.7 years, 63% male) with baseline dMRI and at least 2 years of clinical follow-up were included. Results of LME models revealed a significant association between MD values, predominantly in subcortical regions, temporal lobe, occipital lobe, and frontal lobe, and annual rate of changes in clinical scores (UPDRS-Part-I, standardized β > 2.35; UPDRS-Part-II, standardized β > 2.34; postural instability and gait disorder score, standardized β > 2.47; MoCA, standardized β < -2.42; all < 0.05, false discovery rate [FDR] corrected). In addition, MD was associated with the levels of neurofilament light chain in serum ( > 0.22) and α-synuclein (right putamen = 0.31), β-amyloid 1-42 (left hippocampus = -0.30), phosphorylated tau at 181 threonine position ( > 0.26), and total tau ( > 0.23) in CSF at baseline (all < 0.05, FDR corrected). Furthermore, the β coefficients derived from MD and annual rate of changes in the clinical score recapitulated the spatial distribution of dopamine (DAT, D1, and D2), glutamate (mGluR5 and NMDA), serotonin (5-HT and 5-HT), cannabinoid (CB1), and γ-amino butyric acid A receptor neurotransmitter receptors/transporters ( < 0.05, FDR corrected) derived from PET scans in the brain of healthy volunteers.
In this cohort study, cortical and subcortical MD values at baseline were associated with clinical progression and baseline fluid biomarkers, suggesting that microstructural properties could be useful for stratification of patients with fast clinical progression.
磁共振弥散张量成像(dMRI)中的平均弥散度(MD)已被用于测量皮质和皮质下的微观结构特性。本研究旨在探讨帕金森病(PD)患者的皮质和皮质下 MD 与临床进展和液体生物标志物之间的关系。
本研究采用来自帕金森进展标志物倡议(Parkinson's Progression Markers Initiative)的数据进行纵向研究,数据收集时间为 2011 年 4 月至 2022 年 7 月。采用运动障碍协会赞助的帕金森病统一评定量表(Movement Disorder Society-sponsored revision of the Unified Parkinson's Disease Rating Scale,UPDRS)和蒙特利尔认知评估量表(Montreal Cognitive Assessment,MoCA)评分评估临床症状。对临床评估进行了长达 5 年的随访。采用线性混合效应(linear mixed-effects,LME)模型来检验 MD 与临床评分年度变化率之间的相关性。采用偏相关分析来检验 MD 与液体生物标志物水平之间的相关性。
本研究共纳入了 174 例基线时进行了 dMRI 检查且至少有 2 年临床随访的 PD 患者(年龄 61.9±9.7 岁,63%为男性)。LME 模型的结果显示,MD 值(主要位于皮质下区域、颞叶、枕叶和额叶)与临床评分的年度变化率之间存在显著相关性(UPDRS-第一部分,标准化β>2.35;UPDRS-第二部分,标准化β>2.34;姿势不稳和步态障碍评分,标准化β>2.47;MoCA,标准化β<-2.42;均<0.05,经 False Discovery Rate [FDR] 校正)。此外,MD 还与血清神经丝轻链(>0.22)和 α-突触核蛋白(右侧壳核=0.31)、β-淀粉样蛋白 1-42(左侧海马体=-0.30)、磷酸化 tau 第 181 位苏氨酸(>0.26)和总 tau(>0.23)的基线水平相关(均<0.05,经 FDR 校正)。此外,基于 MD 和临床评分年度变化率的β系数再现了健康志愿者大脑中多巴胺(DAT、D1 和 D2)、谷氨酸(mGluR5 和 NMDA)、血清素(5-HT 和 5-HT)、大麻素(CB1)和 γ-氨基丁酸 A 受体神经递质受体/转运体(<0.05,经 FDR 校正)的 PET 扫描的空间分布。
在本队列研究中,基线时皮质和皮质下 MD 值与临床进展和基线时的液体生物标志物相关,提示微观结构特性可能有助于对临床进展较快的患者进行分层。