A wearable mobility assessment device for total knee replacement: A longitudinal feasibility study

被引:33
作者
Kwasnicki, Richard M. [1 ]
Ali, Raza [1 ]
Jordan, Stevan J. [3 ]
Atallah, Louis [1 ]
Leong, Julian J. H. [3 ]
Jones, Gareth G. [3 ]
Cobb, Justin [2 ,3 ]
Yang, Guang Zhong [1 ]
Darzi, Ara [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Inst Global Hlth Innovat, Hamlyn Ctr, London SW7 2AZ, England
[2] Imperial Coll Healthcare NHS Trust, London, England
[3] Univ London Imperial Coll Sci Technol & Med, Dept Surg & Canc, London SW7 2AZ, England
基金
美国国家卫生研究院; 英国工程与自然科学研究理事会;
关键词
Total knee replacement; Mobility; Post-operative; Sensor; EAR-WORN SENSOR; RHEUMATOID-ARTHRITIS; OUTCOME MEASURE; IMPROVEMENT; OSTEOARTHRITIS; VALIDATION; GO;
D O I
10.1016/j.ijsu.2015.04.032
中图分类号
R61 [外科手术学];
学科分类号
摘要
Patients and healthcare staff are under-equipped to optimise outcomes. This study aims to investigate the feasibility of using an ear-worn motion sensor (e-AR, Imperial College London) to conduct objective, home-based mobility assessments in the peri-operative setting. Methods: Fourteen patients on the waiting list for knee replacement, and 15 healthy subjects, were recruited. Pre-operatively, and at 1, 3, 6, 12 and 24 weeks post-operatively, patients underwent functional mobility testing (Timed Up and Go), knee examination (including range of motion), and an activity protocol whilst wearing the e-AR sensor. Features extracted from sensor motion data were used to assess patient performance and predict patients' recovery phase. Results: Sensor-derived peri-operative mobility trends correlated with clinical measures in several activities, allowing functional recovery of individual subjects to be profiled and compared, including the detection of a complication. Sensor data features enabled classification of subjects into normal, preoperative and 24-week post-operative groups with 89% (median) accuracy. Classification accuracy was reduced to 69% when including all time intervals. Discussion: This study demonstrates a novel, objective method of assessing peri-operative mobility, which could be used to supplement surgical decision-making and facilitate community-based follow-up. (C) 2015 IJS Publishing Group Limited. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:14 / 20
页数:7
相关论文
共 20 条
[1]   Detection and Analysis of Transitional Activity in Manifold Space [J].
Ali, Raza ;
Atallah, Louis ;
Lo, Benny ;
Yang, Guang-Zhong .
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2012, 16 (01) :119-128
[2]   Osteoarthritis: Epidemiology [J].
Arden, N ;
Nevitt, MC .
BEST PRACTICE & RESEARCH IN CLINICAL RHEUMATOLOGY, 2006, 20 (01) :3-25
[3]   Validation of an ear-worn sensor for gait monitoring using a force-plate instrumented treadmill [J].
Atallah, Louis ;
Wiik, Anatole ;
Jones, Gareth G. ;
Lo, Benny ;
Cobb, Justin P. ;
Amis, Andrew ;
Yang, Guang-Zhong .
GAIT & POSTURE, 2012, 35 (04) :674-676
[4]   Predicting Free-Living Energy Expenditure Using a Miniaturized Ear-Worn Sensor: An Evaluation Against Doubly Labeled Water [J].
Bouarfa, Loubna ;
Atallah, Louis ;
Kwasnicki, Richard Mark ;
Pettitt, Claire ;
Frost, Gary ;
Yang, Guang-Zhong .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2014, 61 (02) :566-575
[5]   Patient Satisfaction after Total Knee Arthroplasty Who is Satisfied and Who is Not? [J].
Bourne, Robert B. ;
Chesworth, Bert M. ;
Davis, Aileen M. ;
Mahomed, Nizar N. ;
Charron, Kory D. J. .
CLINICAL ORTHOPAEDICS AND RELATED RESEARCH, 2010, 468 (01) :57-63
[6]   DEVELOPMENT AND VALIDATION OF AN INNOVATIVE TOOL FOR THE ASSESSMENT OF BIOMECHANICAL STRATEGIES: THE TIMED "UP AND GO" - ASSESSMENT OF BIOMECHANICAL STRATEGIES (TUG-ABS) FOR INDIVIDUALS WITH STROKE [J].
Faria, Christina D. C. M. ;
Teixeira-Salmela, Luci F. ;
Nadeau, Sylvie .
JOURNAL OF REHABILITATION MEDICINE, 2013, 45 (03) :232-240
[7]   SICKNESS IMPACT PROFILE - DEVELOPMENT OF AN OUTCOME MEASURE OF HEALTH-CARE [J].
GILSON, BS ;
GILSON, JS ;
BERGNER, M ;
BOBBITT, RA ;
KRESSEL, S ;
POLLARD, WE ;
VESSELAGO, M .
AMERICAN JOURNAL OF PUBLIC HEALTH, 1975, 65 (12) :1304-1310
[8]   A critique of revision rate as an outcome measure RE-INTERPRETATION OF KNEE JOINT REGISTRY DATA [J].
Goodfellow, J. W. ;
O'Connor, J. J. ;
Murray, D. W. .
JOURNAL OF BONE AND JOINT SURGERY-BRITISH VOLUME, 2010, 92B (12) :1628-1631
[9]   Gait Parameter Estimation From a Miniaturized Ear-Worn Sensor Using Singular Spectrum Analysis and Longest Common Subsequence [J].
Jarchi, Delaram ;
Wong, Charence ;
Kwasnicki, Richard Mark ;
Heller, Ben ;
Tew, Garry A. ;
Yang, Guang-Zhong .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2014, 61 (04) :1261-1273
[10]   Functional improvement after unicompartmental knee replacement: a follow-up study with a performance based knee test [J].
Kleijn, Lucas L. A. ;
van Hemert, Wouter L. W. ;
Meijers, Will G. H. ;
Kester, Arnold D. M. ;
Lisowski, Lukas ;
Grimm, Bernd ;
Heyligers, Ide C. .
KNEE SURGERY SPORTS TRAUMATOLOGY ARTHROSCOPY, 2007, 15 (10) :1187-1193