Smartphone Allows Capture of Speech Abnormalities Associated With High Risk of Developing Parkinson's Disease

被引:85
作者
Rusz, Jan [1 ,2 ]
Hlavnicka, Jan [1 ]
Tykalova, Tereza [1 ]
Novotny, Michal [1 ]
Dusek, Petr [2 ]
Sonka, Karel [2 ]
Ruzicka, Evzen [2 ]
机构
[1] Czech Tech Univ, Dept Circuit Theory, Fac Elect Engn, Prague 16000, Czech Republic
[2] Charles Univ Prague, Fac Med 1, Dept Neurol, Ctr Clin Neurosci, Prague 12000, Czech Republic
关键词
Acoustic analyses; cellular phone; Parkinson's disease; REM sleep behavior disorder; speech disorder; SLEEP BEHAVIOR DISORDER; VOWEL ARTICULATION; VOICE DISORDERS; RUNNING SPEECH; DYSARTHRIA; FEATURES; MOTOR; INTELLIGIBILITY; PROGRESSION; ALGORITHMS;
D O I
10.1109/TNSRE.2018.2851787
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Although smartphone technology provides new opportunities for the recording of speech samples in everyday life, its ability to capture prodromal speech impairment in persons with a high risk of developing Parkinson's disease (PD) has never been investigated. Speech data were acquired through a smartphone as well as a professional microphone with a linear frequency response from 50 participants with a rapid eye movement sleep behavior disorder that are at a high risk of developing PD and related neurodegenerative disorders. Additionally, recordings of 30 newly diagnosed, untreated PD patients and 30 healthy participants were evaluated. Acoustic assessment of 11 speech dimensions representing the key aspects of hypokinetic dysarthria in the early stages of PD was performed. Smartphone allowed the detection of speech abnormalities in participants with a high risk of developing PD. Acoustic measurements related to fundamental frequency variability, duration of pause intervals, and rate of speech timing extracted from spontaneous speech were sufficiently sensitive to significantly separate groups (area under curve of 0.85 between PD and controls) and showed very strong correlation and reliability between the professional microphone and the smartphone. Speech-based biomarkers collected through smartphones may have the potential to revolutionize the diagnostic process in neurodegenerative diseases and improve stratification for future neuroprotective therapy in PD.
引用
收藏
页码:1495 / 1507
页数:13
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