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基于磁共振成像指标的聚类分析:肌萎缩侧索硬化症的神经退行性变临床特征和模式。

Clinical Profiles and Patterns of Neurodegeneration in Amyotrophic Lateral Sclerosis: A Cluster-Based Approach Based on MR Imaging Metrics.

机构信息

From the Neurology Unit (G.M., A.I., D.M.M., E.D., A.F., M.U., I.L.S.), Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari "Aldo Moro," Bari, Italy.

Azienda Sanitaria Locale Bari (S.Z.), San Paolo Hospital, Bari, Italy.

出版信息

AJNR Am J Neuroradiol. 2023 Apr;44(4):403-409. doi: 10.3174/ajnr.A7823. Epub 2023 Mar 23.

Abstract

BACKGROUND AND PURPOSE

The previous studies described phenotype-associated imaging findings in amyotrophic lateral sclerosis (ALS) with a prior categorization of patients based on clinical characteristics. We investigated the natural segregation of patients through a radiologic cluster-based approach without a priori patient categorization using 3 well-known prognostic MR imaging biomarkers in ALS, namely bilateral precentral and paracentral gyrus cortical thickness and medulla oblongata volume. We aimed to identify clinical/prognostic features that are cluster-associated.

MATERIALS AND METHODS

Bilateral precentral and paracentral gyri and medulla oblongata volume were calculated using FreeSurfer in 90 patients with amyotrophic lateral sclerosis and 25 healthy controls. A 2-step cluster analysis was performed using precentral and paracentral gyri (averaged pair-wise) and medulla oblongata volume.

RESULTS

We identified 3 radiologic clusters: 28 (31%) patients belonged to "cluster-1"; 51 (57%), to "cluster 2"; and 11 (12%), to "cluster 3." Patients in cluster 1 showed statistically significant cortical thinning of the analyzed cortical areas and lower medulla oblongata volume compared with subjects in cluster 2 and cluster 3, respectively. Patients in cluster 3 exhibited significant cortical thinning of both paracentral and precentral gyri versus those in cluster 2, and this latter cluster showed lower medulla oblongata volume than cluster 3. Patients in cluster 1 were characterized by older age, higher female prevalence, greater disease severity, higher progression rate, and lower survival compared with patients in clusters 2 and 3.

CONCLUSIONS

Patients with amyotrophic lateral sclerosis spontaneously segregate according to age and sex-specific patterns of neurodegeneration. Some patients with amyotrophic lateral sclerosis showed an early higher impairment of cortical motor neurons with relative sparing of bulbar motor neurons (cluster 3), while others expressed an opposite pattern (cluster 2). Moreover, 31% of patients showed an early simultaneous impairment of cortical and bulbar motor neurons (cluster 1), and they were characterized by higher disease severity and lower survival.

摘要

背景与目的

既往研究描述了肌萎缩侧索硬化症(ALS)中与表型相关的影像学表现,这些研究对患者进行了基于临床特征的预先分类。我们通过放射学聚类分析方法,使用 3 种众所周知的 ALS 预后磁共振成像生物标志物(双侧中央前回和旁中央回皮质厚度以及延髓体积),在没有预先对患者进行分类的情况下,研究了患者的自然分组。我们旨在确定与聚类相关的临床/预后特征。

材料与方法

使用 FreeSurfer 计算了 90 例肌萎缩侧索硬化症患者和 25 例健康对照者的双侧中央前回和旁中央回以及延髓体积。采用中央前回和旁中央回(平均成对)和延髓体积的 2 步聚类分析。

结果

我们发现了 3 个影像学聚类:28 例(31%)患者属于“聚类 1”;51 例(57%)属于“聚类 2”;11 例(12%)属于“聚类 3”。与聚类 2 和聚类 3 的受试者相比,聚类 1 的患者分析皮质区域的皮质变薄和延髓体积明显较低。与聚类 2 相比,聚类 3 的患者双侧旁中央回和中央前回皮质变薄明显,而聚类 2 的患者延髓体积明显低于聚类 3。与聚类 2 和聚类 3 的患者相比,聚类 1 的患者年龄较大,女性患病率较高,疾病严重程度较高,进展速度较快,生存率较低。

结论

肌萎缩侧索硬化症患者根据年龄和性别特异性的神经退行性变模式自发分组。一些肌萎缩侧索硬化症患者表现出皮质运动神经元早期更高的损伤,而延髓运动神经元相对保留(聚类 3),而另一些患者则表现出相反的模式(聚类 2)。此外,31%的患者表现出皮质和延髓运动神经元的早期同时损伤(聚类 1),他们的疾病严重程度较高,生存率较低。

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