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本文引用的文献

1
Identifying patterns in amyotrophic lateral sclerosis progression from sparse longitudinal data.从稀疏的纵向数据中识别肌萎缩侧索硬化进展的模式。
Nat Comput Sci. 2022 Sep;2(9):605-616. doi: 10.1038/s43588-022-00299-w. Epub 2022 Sep 8.
2
Rate of speech decline in individuals with amyotrophic lateral sclerosis.肌萎缩侧索硬化症患者言语下降率。
Sci Rep. 2022 Sep 20;12(1):15713. doi: 10.1038/s41598-022-19651-1.
3
Early detection and tracking of bulbar changes in ALS via frequent and remote speech analysis.通过频繁的远程语音分析早期检测和跟踪肌萎缩侧索硬化症中的延髓变化。
NPJ Digit Med. 2020 Oct 13;3:132. doi: 10.1038/s41746-020-00335-x. eCollection 2020.
4
Reliability and validity of speech & pause measures during passage reading in ALS.肌萎缩侧索硬化症患者朗读过程中言语与停顿测量的信度和效度
Amyotroph Lateral Scler Frontotemporal Degener. 2020 Feb;21(1-2):42-50. doi: 10.1080/21678421.2019.1697888. Epub 2019 Dec 6.
5
Global variation in prevalence and incidence of amyotrophic lateral sclerosis: a systematic review and meta-analysis.全球肌萎缩侧索硬化症的患病率和发病率的变化:系统评价和荟萃分析。
J Neurol. 2020 Apr;267(4):944-953. doi: 10.1007/s00415-019-09652-y. Epub 2019 Dec 3.
6
Minimally Detectable Change and Minimal Clinically Important Difference of a Decline in Sentence Intelligibility and Speaking Rate for Individuals With Amyotrophic Lateral Sclerosis.肌萎缩侧索硬化患者言语清晰度和言语速率下降的最小可检测变化和最小临床重要差异。
J Speech Lang Hear Res. 2018 Nov 8;61(11):2757-2771. doi: 10.1044/2018_JSLHR-S-17-0366.
7
The diagnostic utility of patient-report and speech-language pathologists' ratings for detecting the early onset of bulbar symptoms due to ALS.患者报告及言语病理学家评级在检测肌萎缩侧索硬化症所致延髓症状早期发作方面的诊断效用。
Amyotroph Lateral Scler Frontotemporal Degener. 2017 Aug;18(5-6):358-366. doi: 10.1080/21678421.2017.1303515. Epub 2017 Mar 29.
8
The ALSFRS as an outcome measure in therapeutic trials and its relationship to symptom onset.肌萎缩侧索硬化功能评分量表作为治疗试验的疗效指标及其与症状发作的关系。
Amyotroph Lateral Scler Frontotemporal Degener. 2016 Jul-Aug;17(5-6):414-25. doi: 10.3109/21678421.2016.1140786. Epub 2016 Feb 11.
9
Profiling Speech and Pausing in Amyotrophic Lateral Sclerosis (ALS) and Frontotemporal Dementia (FTD).肌萎缩侧索硬化症(ALS)和额颞叶痴呆(FTD)中的言语剖析与停顿
PLoS One. 2016 Jan 20;11(1):e0147573. doi: 10.1371/journal.pone.0147573. eCollection 2016.
10
Minimal clinically important difference: defining what really matters to patients.最小临床重要差异:界定对患者真正重要的内容。
JAMA. 2014 Oct 1;312(13):1342-3. doi: 10.1001/jama.2014.13128.

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.

DOI:10.21437/interspeech.2023-2002
PMID:39006831
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11246071/
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。