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Rhapsody 方案:一项纵向观察性研究,旨在考察通过语音表型远程评估神经退行性和精神障碍的可行性。

Protocol for Rhapsody: a longitudinal observational study examining the feasibility of speech phenotyping for remote assessment of neurodegenerative and psychiatric disorders.

机构信息

Institute of Psychiatry, Psychology, & Neuroscience, King's College London, London, UK

Novoic Limited, London, UK.

出版信息

BMJ Open. 2022 Jun 6;12(6):e061193. doi: 10.1136/bmjopen-2022-061193.

Abstract

INTRODUCTION

Neurodegenerative and psychiatric disorders (NPDs) confer a huge health burden, which is set to increase as populations age. New, remotely delivered diagnostic assessments that can detect early stage NPDs by profiling speech could enable earlier intervention and fewer missed diagnoses. The feasibility of collecting speech data remotely in those with NPDs should be established.

METHODS AND ANALYSIS

The present study will assess the feasibility of obtaining speech data, collected remotely using a smartphone app, from individuals across three NPD cohorts: neurodegenerative cognitive diseases (n=50), other neurodegenerative diseases (n=50) and affective disorders (n=50), in addition to matched controls (n=75). Participants will complete audio-recorded speech tasks and both general and cohort-specific symptom scales. The battery of speech tasks will serve several purposes, such as measuring various elements of executive control (eg, attention and short-term memory), as well as measures of voice quality. Participants will then remotely self-administer speech tasks and follow-up symptom scales over a 4-week period. The primary objective is to assess the feasibility of remote collection of continuous narrative speech across a wide range of NPDs using self-administered speech tasks. Additionally, the study evaluates if acoustic and linguistic patterns can predict diagnostic group, as measured by the sensitivity, specificity, Cohen's kappa and area under the receiver operating characteristic curve of the binary classifiers distinguishing each diagnostic group from each other. Acoustic features analysed include mel-frequency cepstrum coefficients, formant frequencies, intensity and loudness, whereas text-based features such as number of words, noun and pronoun rate and idea density will also be used.

ETHICS AND DISSEMINATION

The study received ethical approval from the Health Research Authority and Health and Care Research Wales (REC reference: 21/PR/0070). Results will be disseminated through open access publication in academic journals, relevant conferences and other publicly accessible channels. Results will be made available to participants on request.

TRIAL REGISTRATION NUMBER

NCT04939818.

摘要

简介

神经退行性和精神疾病(NPDs)带来了巨大的健康负担,随着人口老龄化,这种负担还将增加。通过分析语音来检测 NPD 早期阶段的新型远程诊断评估方法,可以实现更早的干预和减少漏诊。因此,应该确定在患有 NPD 的人群中远程采集语音数据的可行性。

方法与分析

本研究将评估通过智能手机应用程序远程采集语音数据的可行性,参与者来自三个 NPD 队列:神经退行性认知疾病(n=50)、其他神经退行性疾病(n=50)和情感障碍(n=50),以及匹配的对照组(n=75)。参与者将完成录音语音任务和一般及特定于队列的症状量表。该套语音任务将有多种用途,例如测量执行控制的各个要素(如注意力和短期记忆),以及语音质量的测量。参与者将在 4 周的时间内远程自行进行语音任务和后续症状量表的测试。主要目标是评估使用自我管理的语音任务远程采集广泛 NPD 连续叙述性语音的可行性。此外,该研究还评估了语音任务能否通过诊断组的声学和语言模式进行预测,具体通过对每个诊断组之间的二元分类器的敏感性、特异性、Cohen's kappa 和接收者操作特征曲线下面积进行衡量。分析的声学特征包括梅尔频率倒谱系数、共振峰频率、强度和响度,而基于文本的特征,如字数、名词和代词率和思想密度也将被使用。

伦理与传播

该研究已获得健康研究管理局和威尔士健康与护理研究伦理委员会(REC 参考号:21/PR/0070)的批准。研究结果将通过学术期刊、相关会议和其他公开渠道的开放获取出版物进行传播。结果将根据要求提供给参与者。

试验注册号

NCT04939818。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5a7/9171270/98930e37ce8d/bmjopen-2022-061193f01.jpg

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