Fine-grained features characterize hippocampal and amygdaloid change pattern in Parkinson's disease and discriminate cognitive-deficit subtype

IF 4.8 1区 医学 Q1 NEUROSCIENCES CNS Neuroscience & Therapeutics Pub Date : 2023-10-17 DOI:10.1111/cns.14480
Lingyu Zhang, Pengfei Zhang, Qunxi Dong, Ziyang Zhao, Weihao Zheng, Jing Zhang, Xiping Hu, Zhijun Yao, Bin Hu
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Abstract

Aims

To extract vertex-wise features of the hippocampus and amygdala in Parkinson's disease (PD) with mild cognitive impairment (MCI) and normal cognition (NC) and further evaluate their discriminatory efficacy.

Methods

High-resolution 3D-T1 data were collected from 68 PD-MCI, 211 PD-NC, and 100 matched healthy controls (HC). Surface geometric features were captured using surface conformal representation, and surfaces were registered to a common template using fluid registration. The statistical tests were performed to detect differences between groups. The disease-discriminatory ability of features was also tested in the ensemble classifiers.

Results

The amygdala, not the hippocampus, showed significant overall differences among the groups. Compared with PD-NC, the right amygdala in MCI patients showed expansion (anterior cortical, anterior amygdaloid, and accessory basal areas) and atrophy (basolateral ventromedial area) subregions. There was notable atrophy in the right CA1 and hippocampal subiculum of PD-MCI. The accuracy of classifiers with multivariate morphometry statistics as features exceeded 85%.

Conclusion

PD-MCI is associated with multiscale morphological changes in the amygdala, as well as subtle atrophy in the hippocampus. These novel metrics demonstrated the potential to serve as biomarkers for PD-MCI diagnosis. Overall, these findings from this study help understand the role of subcortical structures in the neuropathological mechanisms of PD cognitive impairment.

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细粒度特征表征了帕金森病中海马和杏仁核的变化模式,并区分了认知缺陷亚型。
目的:提取轻度认知障碍(MCI)和正常认知障碍(NC)帕金森病(PD)患者海马和杏仁核的顶点特征,并进一步评价其鉴别效果。方法:从68个PD-MCI、211个PD-NC和100个匹配的健康对照(HC)中收集高分辨率3D-T1数据。使用表面保形表示捕获表面几何特征,并使用流体配准将表面配准到通用模板。进行统计学检验以检测各组之间的差异。在集成分类器中还测试了特征的疾病判别能力。结果:杏仁核,而不是海马体,在各组之间显示出显著的整体差异。与PD-NC相比,MCI患者的右侧杏仁核表现出扩张(前皮质、前杏仁核和副基底区)和萎缩(基底外侧腹内侧区)亚区。PD-MCI右侧CA1和海马下托明显萎缩。以多元形态计量统计学为特征的分类器的准确率超过85%。结论:PD-MCI与杏仁核的多尺度形态学变化以及海马的细微萎缩有关。这些新的指标证明了作为PD-MCI诊断的生物标志物的潜力。总的来说,这项研究的这些发现有助于理解皮层下结构在PD认知障碍的神经病理学机制中的作用。
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来源期刊
CNS Neuroscience & Therapeutics
CNS Neuroscience & Therapeutics 医学-神经科学
CiteScore
7.30
自引率
12.70%
发文量
240
审稿时长
2 months
期刊介绍: CNS Neuroscience & Therapeutics provides a medium for rapid publication of original clinical, experimental, and translational research papers, timely reviews and reports of novel findings of therapeutic relevance to the central nervous system, as well as papers related to clinical pharmacology, drug development and novel methodologies for drug evaluation. The journal focuses on neurological and psychiatric diseases such as stroke, Parkinson’s disease, Alzheimer’s disease, depression, schizophrenia, epilepsy, and drug abuse.
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