Longitudinal, remote monitoring of motor symptoms in Parkinson's disease (PD) could enable more precise treatment decisions. We developed the Motor fluctuations Monitor for Parkinson's Disease (MM4PD), an ambulatory monitoring system that used smartwatch inertial sensors to continuously track fluctuations in resting tremor and dyskinesia. We designed and validated MM4PD in 343 participants with PD, including a longitudinal study of up to 6 months in a 225-subject cohort. MM4PD measurements correlated to clinical evaluations of tremor severity (p = 0.80) and mapped to expert ratings of dyskinesia presence (P < 0.001) during in-clinic tasks. MM4PD captured symptom changes in response to treatment that matched the clinician's expectations in 94% of evaluated subjects. In the remaining 6% of cases, symptom data from MM4PD identified opportunities to make improvements in pharmacologic strategy. These results demonstrate the promise of MM4PD as a tool to support patient-clinician communication, medication titration, and clinical trial design.
机构:
Aston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Univ Oxford, Somerville Coll, Oxford, EnglandAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Arora, S.
Venkataraman, V.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Sch Med, Durham, NC USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Venkataraman, V.
Zhan, A.
论文数: 0引用数: 0
h-index: 0
机构:
Johns Hopkins Univ, Baltimore, MD USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Zhan, A.
Donohue, S.
论文数: 0引用数: 0
h-index: 0
机构:
Johns Hopkins Univ, Baltimore, MD USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Donohue, S.
Biglan, K. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Med Ctr, Dept Neurol, Rochester, NY 14642 USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Biglan, K. M.
Dorsey, E. R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Med Ctr, Dept Neurol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, CHET, Rochester, NY 14642 USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Dorsey, E. R.
Little, M. A.
论文数: 0引用数: 0
h-index: 0
机构:
Aston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
MIT, Media Lab, Boston, MA USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
[8]
Arora Siddharth, 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), P3641, DOI 10.1109/ICASSP.2014.6854280
机构:
Hamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
Fujian Univ Tradit Chinese Med, Res Base Tradit Chinese Med Syndrome, Fuzhou, Fujian, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
机构:
Fudan Univ, Dept Neurol, Huashan Hosp, Shanghai, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
Wang, Liang
Hong, Zhen
论文数: 0引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Neurol, Huashan Hosp, Shanghai, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
Hong, Zhen
Chen, Shujiao
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Univ Tradit Chinese Med, Res Base Tradit Chinese Med Syndrome, Fuzhou, Fujian, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
Chen, Shujiao
Li, Candong
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Univ Tradit Chinese Med, Res Base Tradit Chinese Med Syndrome, Fuzhou, Fujian, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
机构:
Aston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Univ Oxford, Somerville Coll, Oxford, EnglandAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Arora, S.
Venkataraman, V.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Sch Med, Durham, NC USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Venkataraman, V.
Zhan, A.
论文数: 0引用数: 0
h-index: 0
机构:
Johns Hopkins Univ, Baltimore, MD USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Zhan, A.
Donohue, S.
论文数: 0引用数: 0
h-index: 0
机构:
Johns Hopkins Univ, Baltimore, MD USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Donohue, S.
Biglan, K. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Med Ctr, Dept Neurol, Rochester, NY 14642 USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Biglan, K. M.
Dorsey, E. R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Med Ctr, Dept Neurol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, CHET, Rochester, NY 14642 USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Dorsey, E. R.
Little, M. A.
论文数: 0引用数: 0
h-index: 0
机构:
Aston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
MIT, Media Lab, Boston, MA USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
[8]
Arora Siddharth, 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), P3641, DOI 10.1109/ICASSP.2014.6854280
机构:
Hamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
Fujian Univ Tradit Chinese Med, Res Base Tradit Chinese Med Syndrome, Fuzhou, Fujian, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
机构:
Fudan Univ, Dept Neurol, Huashan Hosp, Shanghai, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
Wang, Liang
Hong, Zhen
论文数: 0引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Neurol, Huashan Hosp, Shanghai, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
Hong, Zhen
Chen, Shujiao
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Univ Tradit Chinese Med, Res Base Tradit Chinese Med Syndrome, Fuzhou, Fujian, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan
Chen, Shujiao
Li, Candong
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Univ Tradit Chinese Med, Res Base Tradit Chinese Med Syndrome, Fuzhou, Fujian, Peoples R ChinaHamamatsu Univ Sch Med, Dept Neurosurg, Hamamatsu, Shizuoka, Japan