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
  • [31] Effectiveness of Whatsapp as a Teaching Learning Tool for Problem Based Learning in Pharmacology: A Quasi-experimental Study
    Sengupta, Parama
    Sur, Tania
    JOURNAL OF CLINICAL AND DIAGNOSTIC RESEARCH, 2021, 15 (10) : JC5 - JC9
  • [32] Testing the effectiveness of motivation-based teaching in Nursing English course: A quasi-experimental study
    Zhang, Dan
    Zhang, Jun
    Cao, Mi
    Zhu, Yan
    Yang, Guirong
    NURSE EDUCATION TODAY, 2023, 122
  • [33] Effectiveness of a sports-based HIV prevention intervention in the Dominican Republic: a quasi-experimental study
    Kaufman, Z. A.
    Welsch, R. L.
    Erickson, J. D.
    Craig, S.
    Adams, L. V.
    Ross, D. A.
    AIDS CARE-PSYCHOLOGICAL AND SOCIO-MEDICAL ASPECTS OF AIDS/HIV, 2012, 24 (03): : 377 - 385
  • [34] Author Correction: 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
    Ben James
    Suvankar Pal
    Jon Stamford
    Malcolm Steiger
    R. W. Stott
    James Teo
    Roger A. Barker
    Emma Wang
    Bastiaan R. Bloem
    Martijn van der Eijk
    Lynn Rochester
    Adrian Williams
    npj Parkinson's Disease, 3
  • [35] The STEPWISE study: study protocol for a smartphone-based exercise solution for people with Parkinson's Disease (randomized controlled trial)
    Schootemeijer, Sabine
    de Vries, Nienke M.
    Macklin, Eric A.
    Roes, Kit C. B.
    Joosten, Hilde
    Omberg, Larsson
    Ascherio, Alberto
    Schwarzschild, Michael A.
    Bloem, Bastiaan R.
    BMC NEUROLOGY, 2023, 23 (01)
  • [36] Effects of Video-based Gesture Gaming on Hand Functions in Autistic Population: A Quasi-experimental Study
    Priya, J. sangeetha
    Varathan, Kalidasan
    JOURNAL OF CLINICAL AND DIAGNOSTIC RESEARCH, 2025, 19 (01) : YC9 - YC12
  • [37] Increasing nursing students' knowledge of evidence-based hand-hygiene: A quasi-experimental study
    Korhonen, Anne
    Vuori, Anne
    Lukkari, Anne
    Laitinen, Arja
    Perala, Minna
    Koskela, Terttu
    Polkki, Tarja
    NURSE EDUCATION IN PRACTICE, 2019, 35 : 104 - 110
  • [38] The effectiveness of a transition programme based on the integrated theory of health behavior change in adolescents with chronic kidney disease: a quasi-experimental study
    Yang, Qiaoyue
    Yu, Genzhen
    Fu, Maoling
    Yang, Juanjuan
    Li, Xinyu
    BMC PEDIATRICS, 2025, 25 (01)
  • [39] USING ROUTINE CASE DATA TO QUANTIFY THE EFFECTIVENESS OF SEASONAL MALARIA CHEMOPREVENTION UNDER PROGRAMMATIC IMPLEMENTATION: A QUASI-EXPERIMENTAL STUDY IN BURKINA FASO
    Rodriguez, Sebastian
    Compaore, Cheick
    Dao, Boulaye
    Galatas, Beatriz
    Noor, Abdisalan
    Gerardin, Jaline
    Samia, Jaline
    AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 2021, 105 (05): : 221 - 222
  • [40] Evaluation of a psychoeducational intervention compared with education in people with Parkinson's disease and their informal caregivers: a quasi-experimental study
    Navarta-Sanchez, Maria Victoria
    Ambrosio, Leire
    Portillo, Mari Carmen
    Ursua, Maria Eugenia
    Senosiain, Juana M.
    Riverol, Mario
    JOURNAL OF ADVANCED NURSING, 2020, 76 (10) : 2719 - 2732