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不同运动亚型帕金森病患者运动丘脑的结构和功能改变:一项个体研究。

Structural and Functional Alterations of Motor-Thalamus in Different Motor Subtype of Parkinson's Disease: An Individual Study.

机构信息

Department of Radiology, The First Hospital of China Medical University, 155 Nanjing North Street, Shenyang, 110001, Liaoning, PR China (S.B., H.P., X.L., M.Z., J.W., Y.L., G.F.).

Department of Neurology, The First Hospital of China Medical University, Shenyang, China (H.Y.).

出版信息

Acad Radiol. 2024 Apr;31(4):1605-1614. doi: 10.1016/j.acra.2023.09.041. Epub 2023 Oct 19.

Abstract

RATIONALE AND OBJECTIVES

This study aimed to investigate the structural and functional alterations occurring within bilateral premotor thalamus (mPMtha) in motor subtypes of Parkinson's disease (PD).

MATERIALS AND METHODS

Sixty-one individuals with instability and gait difficulty (PIGD) subtype, 60 individuals with tremor-dominant (TD) subtype and 66 healthy controls (HCs) participated in the study. All participants underwent resting-state functional magnetic resonance imaging (rs-fMRI) and 3D T1-weighted (3DT1) scans. Functional connectivity (FC) analysis and Voxel-based morphometry (VBM) analysis were performed to evaluate the function and volume of mPMtha. Additionally, correlations between motor performance and FC values, volumes were examined separately. Support vector machine (SVM) model based on FC values and thalamic volumes was conducted to assist in the clinical diagnosis of PD motor subtype.

RESULTS

Compared to HCs and PIGD, TD subtype showed increased FC between the bilateral mPMtha and left middle occipital gyrus, left inferior parietal lobule (IPL). While PIGD subtype demonstrated decreased FC between right mPMtha and precentral gyrus (PreCG), supramarginal, IPL and superior parietal lobule. FC of bilateral mPMtha with the identified regions were significantly correlated with motor performance scores in PD patients. The SVM classification based on FC values demonstrated a high level of efficiency (AUC=0.874). The volumes of the bilateral mPMtha were indifferent among three groups.

CONCLUSION

We noted distinct FC alterations of mPMtha in TD and PIGD subtypes, and these changes were correlated with motor performance. Furthermore, the machine learning based on statistically significant FC might be served as an alternative approach for automatically classifying PD motor subtypes individually.

摘要

背景与目的

本研究旨在探究帕金森病(PD)运动亚型中双侧运动前丘脑(mPMtha)的结构和功能改变。

材料与方法

本研究纳入了 61 名运动不能和步态障碍(PIGD)亚型患者、60 名震颤为主(TD)亚型患者和 66 名健康对照者(HCs)。所有参与者均接受静息态功能磁共振成像(rs-fMRI)和三维 T1 加权(3DT1)扫描。采用功能连接(FC)分析和基于体素的形态计量学(VBM)分析评估 mPMtha 的功能和体积。同时,分别对运动表现与 FC 值和体积的相关性进行了研究。基于 FC 值和丘脑体积的支持向量机(SVM)模型被用于协助 PD 运动亚型的临床诊断。

结果

与 HCs 和 PIGD 相比,TD 亚型双侧 mPMtha 与左侧中枕叶、左侧顶下小叶(IPL)之间的 FC 增加。而 PIGD 亚型右侧 mPMtha 与中央前回(PreCG)、缘上回、IPL 和顶上小叶之间的 FC 降低。双侧 mPMtha 与上述区域的 FC 与 PD 患者的运动表现评分显著相关。基于 FC 值的 SVM 分类具有较高的效率(AUC=0.874)。三组间双侧 mPMtha 的体积无差异。

结论

我们发现 TD 和 PIGD 亚型的 mPMtha 存在明显的 FC 改变,这些改变与运动表现相关。此外,基于统计学上显著 FC 的机器学习方法可能是一种自动分类 PD 运动亚型的替代方法。

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