Scientific Research Area, Italian Multiple Sclerosis Foundation, Genoa, Italy.
Scientific Research Area, Italian Multiple Sclerosis Foundation, Genoa, Italy.
Mult Scler Relat Disord. 2021 Jun;51:102919. doi: 10.1016/j.msard.2021.102919. Epub 2021 Mar 21.
Since combining information from different domains could be useful to increase prediction accuracy over and above what can be achieved at the level of single category of markers, this study aimed to identify distinct and predominant subtypes, i.e., cognitive phenotypes, in people with multiple sclerosis (PwMS) considering both cognitive impairment and mood disorders.
A latent class analysis (LCA) was applied on data from 872 PwMS who were tested with Montreal Cognitive Assessment (MoCA), Symbol Digit Modalities Test (SDMT) and Hospital Anxiety and Depression Scale (HADS). Furthermore, the distribution of demographic (i.e., age, gender, years of education) and clinical characteristics (i.e., disease duration, disease course, disability level) was examined amongst the identified phenotypes.
Based on model fit and parsimony criteria, LCA identified four cognitive phenotypes: 1) only memory difficulties (n = 247; 28.3%); 2) minor memory and language deficits with mood disorders (n = 185; 21.2%); 3) moderate memory, language and attention impairments (n = 164; 18.8%); 4) severe memory, language, attention, information processing and executive functions difficulties (n = 276; 31.7%).
Since less is known about the progressive deterioration of cognition in PwMS, a taxonomy of distinct subtypes that consider information from different clustered domains (i.e., cognition and mood) represents both a challenge and opportunity for an advanced understanding of cognitive impairments and development of tailored cognitive treatments in MS.
将不同领域的信息结合起来,可以提高预测的准确性,超过仅在单一标志物类别层面所能达到的水平。因此,本研究旨在确定多发性硬化症(MS)患者(PwMS)的不同且主要的亚型,即认知表型,同时考虑认知障碍和情绪障碍。
对 872 名接受蒙特利尔认知评估(MoCA)、符号数字模态测试(SDMT)和医院焦虑抑郁量表(HADS)测试的 PwMS 数据进行潜在类别分析(LCA)。此外,还检查了在识别出的表型中,人口统计学(即年龄、性别、受教育年限)和临床特征(即疾病持续时间、病程、残疾程度)的分布情况。
基于模型拟合和简约性标准,LCA 确定了四种认知表型:1)仅记忆困难(n=247;28.3%);2)伴有情绪障碍的轻微记忆和语言缺陷(n=185;21.2%);3)中度记忆、语言和注意力损伤(n=164;18.8%);4)严重的记忆、语言、注意力、信息处理和执行功能障碍(n=276;31.7%)。
由于人们对 MS 患者认知恶化的了解较少,因此,考虑到来自不同聚类领域(即认知和情绪)的信息,将认知表型分为不同的亚型,既是一个挑战,也是深入了解认知障碍和制定针对 MS 的认知治疗方法的机会。