Continuous Real-World Gait Monitoring in Idiopathic REM Sleep Behavior Disorder

Silvia Del Din, Alison J Yarnall, Thomas R Barber, Christine Lo, Marie Crabbe, Michal Rolinski, Fahd Baig, Michele T Hu, Lynn Rochester

Research output: Contribution to journalArticle (Academic Journal)peer-review

11 Citations (Scopus)
234 Downloads (Pure)


BACKGROUND: Patients with REM sleep behavior disorder (RBD) have a high risk of developing PD, and thus can be used to study prodromal biomarkers. RBD has been associated with changes in gait; quantifying these changes using wearable technology is promising; however, most data are obtained in clinical settings precluding pragmatic application.

OBJECTIVE: We aimed to investigate if wearable-based real-world gait monitoring can detect early gait changes and discriminate individuals with RBD from controls, and explore relationships between real-world gait and clinical characteristics.

METHODS: 63 individuals with RBD (66±10 years) and 34 controls recruited in the Oxford Parkinson's Disease Centre Discovery Study were assessed. Data were collected using a wearable device positioned on the lower back for 7 days. Real-world gait was quantified in terms of its Macrostructure (volume, pattern and variability (S2)) and Microstructure (14 characteristics). The value of Macro and Micro gait in discriminating RBD from controls was explored using ANCOVA and ROC analysis, and correlation analysis was performed between gait and clinical characteristics.

RESULTS: Significant differences were found in discrete Micro characteristics in RBD with reduced gait velocity, variability and rhythm (p≤0.023). These characteristics significantly discriminated RBD (AUC≥0.620), with swing time as the single strongest discriminator (AUC=0.652). Longer walking bouts discriminated best between the groups for Macro and Micro outcomes (p≤0.036).

CONCLUSIONS: Our results suggest that real-world gait monitoring may have utility as "risk" clinical marker in RBD participants. Real-world gait assessment is low-cost and could serve as a pragmatic screening tool to identify gait impairment in RBD.

Original languageEnglish
Number of pages16
JournalJournal of Parkinson's Disease
Early online date16 Nov 2019
Publication statusE-pub ahead of print - 16 Nov 2019


  • Free-living
  • gait
  • prodromal
  • REM sleep behavior disorder
  • wearables


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