Accurate Telemonitoring of Parkinson's Disease Progression by Noninvasive Speech Tests
Oxford Applied Research (United Kingdom) · University of Oxford · +2 more institutions
Abstract
Tracking Parkinson's disease (PD) symptom progression often uses the unified Parkinson's disease rating scale (UPDRS) that requires the patient's presence in clinic, and time-consuming physical examinations by trained medical staff. Thus, symptom monitoring is costly and logistically inconvenient for patient and clinical staff alike, also hindering recruitment for future large-scale clinical trials. Here, for the first time, we demonstrate rapid, remote replication of UPDRS assessment with clinically useful accuracy (about 7.5 UPDRS points difference from the clinicians' estimates), using only simple, self-administered, and noninvasive speech tests. We characterize speech with signal processing algorithms,…
Citation impact
- FWCI
- 6.78
- Percentile
- 100%
- References
- 47
Authors
4Topics & keywords
- Rating scale
- Feature selection
- Clinical trial
- Nonparametric statistics
- Scale (ratio)
- Disease
- Computer science
- Feature (linguistics)