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

被引:6
作者
Bu, Shuting [1 ]
Pang, Huize [1 ]
Li, Xiaolu [1 ]
Zhao, Mengwan [1 ]
Wang, Juzhou [1 ]
Liu, Yu [1 ]
Yu, Hongmei [2 ]
Fan, Guoguang [1 ]
机构
[1] China Med Univ, Hosp 1, Dept Radiol, 155 Nanjing North St, Shenyang 110001, Liaoning, Peoples R China
[2] China Med Univ, Hosp 1, Dept Neurol, Shenyang, Peoples R China
基金
中国国家自然科学基金;
关键词
Parkinson's disease; Motor subtype; Functional connectivity; Voxel-based morphometry; Support vector machine; TREMOR-DOMINANT; CONNECTIVITY; MECHANISMS; GAIT;
D O I
10.1016/j.acra.2023.09.041
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
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. (c) 2023 Published by Elsevier Inc. on behalf of The Association of University Radiologists
引用
收藏
页码:1605 / 1614
页数:10
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