Smartphone-Based Monitoring of Parkinson Disease: Quasi-Experimental Study to Quantify Hand Tremor Severity and Medication Effectiveness

被引:16
|
作者
Kuosmanen, Elina [1 ]
Wolling, Florian [2 ]
Vega, Julio [3 ]
Kan, Valerii [1 ]
Nishiyama, Yuuki [4 ]
Harper, Simon [3 ]
Van Laerhoven, Kristof [2 ]
Hosio, Simo [1 ]
Ferreira, Denzil [1 ]
机构
[1] Univ Oulu, Erkki Koiso Kanttilan Katu 3,POB 4500, FI-90014 Oulu, Finland
[2] Univ Siegen, Siegen, Germany
[3] Univ Manchester, Manchester, Lancs, England
[4] Univ Tokyo, Tokyo, Japan
来源
JMIR MHEALTH AND UHEALTH | 2020年 / 8卷 / 11期
基金
芬兰科学院;
关键词
Parkinson disease; smartphone; hand tremor; mobile health; CLASSIFICATION; DYSKINESIA;
D O I
10.2196/21543
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Hand tremor typically has a negative impact on a person's ability to complete many common daily activities. Previous research has investigated how to quantify hand tremor with smartphones and wearable sensors, mainly under controlled data collection conditions. Solutions for daily real-life settings remain largely underexplored. Objective: Our objective was to monitor and assess hand tremor severity in patients with Parkinson disease (PD), and to better understand the effects of PD medications in a naturalistic environment. Methods: Using the Welch method, we generated periodograms of accelerometer data and computed signal features to compare patients with varying degrees of PD symptoms. Results: We introduced and empirically evaluated the tremor intensity parameter (TIP), an accelerometer-based metric to quantify hand tremor severity in PD using smartphones. There was a statistically significant correlation between the TIP and self-assessed Unified Parkinson Disease Rating Scale (UPDRS) II tremor scores (Kendall rank correlation test: z=30.521, P<.001, tau=0.5367379; n=11). An analysis of the "before" and "after" medication intake conditions identified a significant difference in accelerometer signal characteristics among participants with different levels of rigidity and bradykinesia (Wilcoxon rank sum test, P<.05). Conclusions: Our work demonstrates the potential use of smartphone inertial sensors as a systematic symptom severity assessment mechanism to monitor PD symptoms and to assess medication effectiveness remotely. Our smartphone-based monitoring app may also be relevant for other conditions where hand tremor is a prevalent symptom.
引用
收藏
页数:17
相关论文
共 50 条
  • [21] A Six-Week Smartphone-Based Program for HPV Prevention Among Mothers of School-Aged Boys: A Quasi-Experimental Study in South Korea
    Cho, Yun-Hee
    Kim, Tae-Im
    HEALTHCARE, 2024, 12 (23)
  • [22] Using a smartphone-based self-management platform to support medication adherence and clinical consultation in Parkinson’s disease
    Rashmi Lakshminarayana
    Duolao Wang
    David Burn
    K. Ray Chaudhuri
    Clare Galtrey
    Natalie Valle Guzman
    Bruce Hellman
    Suvankar Ben James
    Jon Pal
    Malcolm Stamford
    R. W. Steiger
    James Stott
    Roger A. Teo
    Emma Barker
    Bastiaan R. Wang
    Martijn Bloem
    Lynn van der Eijk
    Adrian Rochester
    npj Parkinson's Disease, 3
  • [23] Using a smartphone-based self-management platform to support medication adherence and clinical consultation in Parkinson's disease
    Lakshminarayana, Rashmi
    Wang, Duolao
    Burn, David
    Chaudhuri, K. Ray
    Galtrey, Clare
    Guzman, Natalie Valle
    Hellman, Bruce
    James, Ben
    Pal, Suvankar
    Stamford, Jon
    Steiger, Malcolm
    Stott, R. W.
    Teo, James
    Barker, Roger A.
    Wang, Emma
    Bloem, Bastiaan R.
    van der Eijk, Martijn
    Rochester, Lynn
    Williams, Adrian
    NPJ PARKINSONS DISEASE, 2017, 3
  • [24] The effectiveness of pharmacist-led discharge medication counselling in the emergency department (ExPLAIN): A pilot quasi-experimental study
    Cabilan, C. J.
    Boyde, Mary
    Currey, Elizabeth
    PATIENT EDUCATION AND COUNSELING, 2019, 102 (06) : 1157 - 1163
  • [25] A validation study of a smartphone-based finger tapping application for quantitative assessment of bradykinesia in Parkinson's disease
    Lee, C. Y.
    Kang, S. J.
    Kim, Y. -E.
    Lee, U.
    Ma, H. -I.
    Kim, Y. J.
    MOVEMENT DISORDERS, 2016, 31 : S180 - S180
  • [26] A Validation Study of a Smartphone-Based Finger Tapping Application for Quantitative Assessment of Bradykinesia in Parkinson's Disease
    Lee, Chae Young
    Kang, Seong Jun
    Hong, Sang-Kyoon
    Ma, Hyeo-Il
    Lee, Unjoo
    Kim, Yun Joong
    PLOS ONE, 2016, 11 (07):
  • [27] The effectiveness of web-based interprofessional learning modules on health professional students' behavioural intentions in relation to medication safety: A quasi-experimental study
    Lapkin, S.
    Levett-Jones, T.
    Gilligan, C.
    FOCUS ON HEALTH PROFESSIONAL EDUCATION-A MULTIDISCIPLINARY JOURNAL, 2014, 16 (01): : 46 - 58
  • [28] Effectiveness of Mental Model-Based Training for Complex System Operators: A Quasi-Experimental Study
    Lin, Xiaomin
    Bai, Xinwen
    Hao, Jianming
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND SERVICE SYSTEM (CSSS), 2014, 109 : 591 - 594
  • [29] The STEPWISE study: study protocol for a smartphone-based exercise solution for people with Parkinson’s Disease (randomized controlled trial)
    Sabine Schootemeijer
    Nienke M. de Vries
    Eric A. Macklin
    Kit C.B. Roes
    Hilde Joosten
    Larsson Omberg
    Alberto Ascherio
    Michael A. Schwarzschild
    Bastiaan R. Bloem
    BMC Neurology, 23
  • [30] Effectiveness of a training program based on maker education for baccalaureate nursing students: A quasi-experimental study
    Yang, Kai-Han
    Jiang, Zhi-Xia
    Chavez, Freida
    Wang, Lian-Hong
    Yuan, Chang-Rong
    INTERNATIONAL JOURNAL OF NURSING SCIENCES, 2019, 6 (01): : 24 - 30