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用于肌萎缩侧索硬化症疾病进展远程监测的时间相关语音生物标志物的反应性、敏感性和临床实用性。

Responsiveness, Sensitivity and Clinical Utility of Timing-Related Speech Biomarkers for Remote Monitoring of ALS Disease Progression.

作者信息

Kothare Hardik, Neumann Michael, Liscombe Jackson, Green Jordan, Ramanarayanan Vikram

机构信息

Modality.AI, Inc., San Francisco, CA, USA.

MGH Institute of Healthcare Professions, Boston, MA USA.

出版信息

Interspeech. 2023 Aug;2023:2323-2327. doi: 10.21437/interspeech.2023-2002.

Abstract

In this study, we describe the responsiveness of timing-related measures extracted from read speech in persons with ALS (pALS) collected via a remote patient monitoring platform in an effort to quantify how long it takes to detect a clinically-meaningful change associated with disease progression. We found that the timing alignment of pALS speech relative to a canonical elicitation of the same prompt is the most responsive measure, of the ones considered in this study, at detecting such change in both pALS with bulbar ( = 35) and non-bulbar onset ( = 94). We further evaluated the sensitivity of speech metrics in tracking disease progression in pALS while their ALSFRS-R speech score remained unchanged at 3 out of a total possible score of 4. We observed that timing-related speech metrics showed significant longitudinal changes even after accounting for learning effects. The findings of this study have the potential to inform disease prognosis and functional outcomes of clinical trials.

摘要

在本研究中,我们描述了通过远程患者监测平台收集的肌萎缩侧索硬化症(pALS)患者朗读语音中提取的与时间相关指标的反应性,以量化检测与疾病进展相关的临床意义变化所需的时间。我们发现,在本研究考虑的指标中,pALS语音相对于相同提示语的标准诱发的时间对齐是检测延髓起病(n = 35)和非延髓起病(n = 94)的pALS患者此类变化最具反应性的指标。我们进一步评估了语音指标在跟踪pALS患者疾病进展时的敏感性,此时他们的ALSFRS-R语音评分在总分4分中保持3分不变。我们观察到,即使考虑了学习效应,与时间相关的语音指标仍显示出显著的纵向变化。本研究结果有可能为疾病预后和临床试验的功能结果提供信息。

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