Introduction: Parkinson's disease (PD) is a neurodegenerative disorder commonly characterized by motor impairments. The development of mobile health (m-health) technologies, such as wearable and smart devices, presents an opportunity for the implementation of clinical tools that can support tasks such as early diagnosis and objective quantification of symptoms.Objective: This study evaluates a framework to monitor motor symptoms of PD patients based on the performance of standardized exercises such as those performed during clinic evaluation. To implement this framework, an m-health tool named Monipar was developed that uses off-the-shelf smart devices.Methods: An experimental protocol was conducted with the participation of 21 early-stage PD patients and 7 healthy controls who used Monipar installed in off-the-shelf smartwatches and smartphones. Movement data collected using the built-in acceleration sensors were used to extract relevant digital indicators (features). These indicators were then compared with clinical evaluations performed using the MDS-UPDRS scale.Results The results showed moderate to strong (significant) correlations between the clinical evaluations (MDS-UPDRS scale) and features extracted from the movement data used to assess resting tremor (i.e., the standard deviation of the time series: r = 0.772, p < 0.001) and data from the pronation and supination movements (i.e., power in the band of 1-4 Hz: r = -0.662, p < 0.001).Conclusion: These results suggest that the proposed framework could be used as a complementary tool for the evaluation of motor symptoms in early-stage PD patients, providing a feasible and cost-effective solution for remote and ambulatory monitoring of specific motor symptoms such as resting tremor or bradykinesia.
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.
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Duke Univ, Sch Med, Durham, NC USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Venkataraman, V.
Zhan, A.
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Johns Hopkins Univ, Baltimore, MD USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Zhan, A.
Donohue, S.
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Johns Hopkins Univ, Baltimore, MD USAAston Univ, Nonlinear & Complex Res Grp, Birmingham B4 7ET, W Midlands, England
Donohue, S.
Biglan, K. M.
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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.
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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.
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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
机构:
F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Volkova-Volkmar, E.
Thomann, A.
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F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Thomann, A.
Lipsmeier, F.
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F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Lipsmeier, F.
Taylor, K.
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F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Taylor, K.
Postuma, R.
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McGill Univ, Montreal Gen Hosp, Dept Neurol, Montreal, PQ, CanadaF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Postuma, R.
Cheng, W.
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Roche Pharma Res & Early Dev, PRED Informat, New York, NY USAF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Cheng, W.
Van Lier, B.
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F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Van Lier, B.
Trundell, D.
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Roche Prod Ltd, Prod Dev, Biometr, Patient Ctr Outcomes Res, Welwyn Garden City, Herts, EnglandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Trundell, D.
Zago, W.
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Prothena Biosci Inc, San Francisco, CA USAF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Zago, W.
Boulay, A.
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F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Boulay, A.
Pagano, G.
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F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Pagano, G.
Gossens, C.
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F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
Gossens, C.
Lindemann, M.
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F Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, SwitzerlandF Hoffmann La Roche Ltd, Roche Innovat Ctr, Roche Pharma Res & Early Dev, PRED Informat Pharmaceut Sci Clin Pharmacol & Neu, Basel, Switzerland
机构:
Dalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R ChinaDalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R China
Qu, Y.
Sun, Y. N.
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Dalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R ChinaDalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R China
Sun, Y. N.
Chen, L. L.
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Dalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R ChinaDalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R China
Chen, L. L.
Yang, P. H.
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Dalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Radiol, Dalian, Peoples R ChinaDalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R China
Yang, P. H.
Li, X. H.
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Dalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R ChinaDalian Med Univ, Affiliated Dalian Municipal Friendship Hosp, Dept Neurol, Dalian, Peoples R China