行为亚型影响肌萎缩性侧索硬化症的预后和生存:基于聚类的方法。

IF 2.8
Nga Yan Tse, Jashelle Caga, Rebekah M Ahmed, Srestha Mazumder, Chilan Nguyen, William Huynh, Anneliese Karjalainen, Hannah C Timmins, Eleanor Ramsey, Dayna-Lee Talbot, Glenda M Halliday, Matthew C Kiernan, Emma M Devenney
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引用次数: 0

摘要

背景:肌萎缩性侧索硬化症(ALS)的行为障碍已得到证实。对行为障碍模式的精确理解对预后的影响是至关重要的。方法:利用数据驱动的两步聚类分析,我们首先将170名ALS患者的大型横断面队列分层为不同的表型亚型,这些亚型基于他们的基线行为特征,由经过充分验证和信息评价的运动神经元疾病行为工具(MiND-B)确定。采用混合效应模型和多变量Cox回归分析,比较121名参与者的功能下降率(经修订的ALS功能评定量表(ALSFRS-R))和随访评估的功能下降率,以及行为亚型之间的生存时间(n = 130)。结果:聚类分析得出三种行为表型,其特征为:1)完整的行为功能(n = 125), 2)单独的冷漠(n = 20),以及3)同时解除抑制和刻板行为(n = 25)。在随访评估中,冷漠与显著较短的生存期(p = 0.003)和最迅速的功能衰退相关(均为p)。结论:扩展先前的横断面研究,当前的研究结果提供了与ALS经典行为表型相关的临床结果轨迹的描述。结合以往关于ALS患者冷漠的独特疾病和进展特征的证据,我们的工作为行为改变,特别是冷漠作为临床结果的横断面和纵向指标的可靠预后指标提供了强有力的支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Behavioral subtypes impact prognosis and survival in amyotrophic lateral sclerosis: a clustering-based approach.

Background: Behavioral impairments are well established in amyotrophic lateral sclerosis (ALS). A refined understanding of the contribution of delineated patterns of behavioral impairments to prognosis is vitally important.

Methods: Leveraging data-driven two-step cluster analysis, we first stratified a large cross-sectional cohort of 170 ALS patients into distinct phenotypic subtypes based on their baseline behavioral profiles, as determined by the well-validated and informant-rated Motor Neuron Disease Behavioral Instrument (MiND-B). Mixed-effects model and multivariate Cox regression analyses were performed to compare rate of functional decline as measured by the revised ALS functional rating scale (ALSFRS-R) over follow-up assessments in 121 participants, as well as survival duration (n = 130), between the behavioral subtypes. Results: Clustering analysis yielded three behavioral phenotypes characterized by 1) intact behavioral functioning (n = 125), 2) apathy alone (n = 20), and 3) concurrent disinhibition and stereotypical behavior (n = 25). Apathy was associated with both significantly shorter survival (p = .003) and most rapid functional decline across follow-up assessments (both p <.001). Importantly, this pervasive effect was not observed in other behavioral cluster groups.

Conclusions: Extending previous cross-sectional work, current findings offer delineation of the trajectory of clinical outcomes associated with classic behavioral phenotypes of ALS. Converging with past evidence of unique disease and progression profile in ALS patients with apathy, our work provides strong support for behavioral change and in particular apathy as a reliable indicator of poor prognosis across cross-sectional and longitudinal markers of clinical outcomes.

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