Literature DB >> 33439135

The Temporal Relationship Between Ecological Pain and Life-Space Mobility in Older Adults With Knee Osteoarthritis: A Smartwatch-Based Demonstration Study.

Mamoun T Mardini1,2, Subhash Nerella3, Matin Kheirkhahan4, Sanjay Ranka5, Roger B Fillingim6, Yujie Hu7, Duane B Corbett1, Erta Cenko8, Eric Weber6, Parisa Rashidi3, Todd M Manini1.   

Abstract

BACKGROUND: Older adults who experience pain are more likely to reduce their community and life-space mobility (ie, the usual range of places in an environment in which a person engages). However, there is significant day-to-day variability in pain experiences that offer unique insights into the consequences on life-space mobility, which are not well understood. This variability is complex and cannot be captured with traditional recall-based pain surveys. As a solution, ecological momentary assessments record repeated pain experiences throughout the day in the natural environment.
OBJECTIVE: The aim of this study was to examine the temporal association between ecological momentary assessments of pain and GPS metrics in older adults with symptomatic knee osteoarthritis by using a smartwatch platform called Real-time Online Assessment and Mobility Monitor.
METHODS: Participants (n=19, mean 73.1 years, SD 4.8; female: 13/19, 68%; male: 6/19, 32%) wore a smartwatch for a mean period of 13.16 days (SD 2.94). Participants were prompted in their natural environment about their pain intensity (range 0-10) at random time windows in the morning, afternoon, and evening. GPS coordinates were collected at 15-minute intervals and aggregated each day into excursion, ellipsoid, clustering, and trip frequency features. Pain intensity ratings were averaged across time windows for each day. A random effects model was used to investigate the within and between-person effects.
RESULTS: The daily mean pain intensities reported by participants ranged between 0 and 8 with 40% reporting intensities ≥2. The within-person associations between pain intensity and GPS features were more likely to be statistically significant than those observed between persons. Within-person pain intensity was significantly associated with excursion size, and others (excursion span, total distance, and ellipse major axis) showed a statistical trend (excursion span: P=.08; total distance: P=.07; ellipse major axis: P=.07). Each point increase in the mean pain intensity was associated with a 3.06 km decrease in excursion size, 2.89 km decrease in excursion span, 5.71 km decrease total distance travelled per day, 31.4 km2 decrease in ellipse area, 0.47 km decrease ellipse minor axis, and 3.64 km decrease in ellipse major axis. While not statistically significant, the point estimates for number of clusters (P=.73), frequency of trips (P=.81), and homestay (P=.15) were positively associated with pain intensity, and entropy (P=.99) was negatively associated with pain intensity.
CONCLUSIONS: In this demonstration study, higher intensity knee pain in older adults was associated with lower life-space mobility. Results demonstrate that a custom-designed smartwatch platform is effective at simultaneously collecting rich information about ecological pain and life-space mobility. Such smart tools are expected to be important for remote health interventions that harness the variability in pain symptoms while understanding their impact on life-space mobility. ©Mamoun T Mardini, Subhash Nerella, Matin Kheirkhahan, Sanjay Ranka, Roger B Fillingim, Yujie Hu, Duane B Corbett, Erta Cenko, Eric Weber, Parisa Rashidi, Todd M Manini. Originally published in JMIR mHealth and uHealth (http://mhealth.jmir.org), 13.01.2021.

Entities:  

Keywords:  ecological momentary assessment; global positioning system; knee osteoarthritis; life-space mobility; pain; smartwatch app

Mesh:

Year:  2021        PMID: 33439135      PMCID: PMC7840291          DOI: 10.2196/19609

Source DB:  PubMed          Journal:  JMIR Mhealth Uhealth        ISSN: 2291-5222            Impact factor:   4.773


  32 in total

1.  The nursing home life-space diameter. A measure of extent and frequency of mobility among nursing home residents.

Authors:  M E Tinetti; S F Ginter
Journal:  J Am Geriatr Soc       Date:  1990-12       Impact factor: 5.562

2.  Changes in physical activity and heart rate variability in chronic neck-shoulder pain: monitoring during work and leisure time.

Authors:  David M Hallman; Annika Hed Ekman; Eugene Lyskov
Journal:  Int Arch Occup Environ Health       Date:  2013-10-26       Impact factor: 3.015

3.  μEMA: Microinteraction-based Ecological Momentary Assessment (EMA) Using a Smartwatch.

Authors:  Stephen Intille; Caitlin Haynes; Dharam Maniar; Aditya Ponnada; Justin Manjourides
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2016-09

4.  Assessing mobility in older adults: the UAB Study of Aging Life-Space Assessment.

Authors:  Claire Peel; Patricia Sawyer Baker; David L Roth; Cynthia J Brown; Eric V Brodner; Richard M Allman
Journal:  Phys Ther       Date:  2005-10

Review 5.  Mobile Devices and Health.

Authors:  Ida Sim
Journal:  N Engl J Med       Date:  2019-09-05       Impact factor: 91.245

6.  The life-space diary: a measure of mobility in old people at home.

Authors:  D May; U S Nayak; B Isaacs
Journal:  Int Rehabil Med       Date:  1985

7.  Comparison of average weekly pain using recalled paper and momentary assessment electronic diary reports in children with arthritis.

Authors:  Jennifer N Stinson; Lindsay A Jibb; Chitra Lalloo; Brian M Feldman; Patrick J McGrath; Guy C Petroz; David Streiner; Annie Dupuis; Navreet Gill; Bonnie J Stevens
Journal:  Clin J Pain       Date:  2014-12       Impact factor: 3.442

8.  Daily pain variations among patients with hand, hip, and knee osteoarthritis.

Authors:  K D Allen; C J Coffman; Y M Golightly; K M Stechuchak; F J Keefe
Journal:  Osteoarthritis Cartilage       Date:  2009-04-17       Impact factor: 6.576

9.  'Living within your limits': activity restriction in older people experiencing chronic pain.

Authors:  Fiona Mackichan; Joy Adamson; Rachael Gooberman-Hill
Journal:  Age Ageing       Date:  2013-08-26       Impact factor: 10.668

10.  Perception of Older Adults Toward Smartwatch Technology for Assessing Pain and Related Patient-Reported Outcomes: Pilot Study.

Authors:  Todd Matthew Manini; Tonatiuh Mendoza; Manoj Battula; Anis Davoudi; Matin Kheirkhahan; Mary Ellen Young; Eric Weber; Roger Benton Fillingim; Parisa Rashidi
Journal:  JMIR Mhealth Uhealth       Date:  2019-03-26       Impact factor: 4.773

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  5 in total

Review 1.  Applications of Wearable Technology in a Real-Life Setting in People with Knee Osteoarthritis: A Systematic Scoping Review.

Authors:  Tomasz Cudejko; Kate Button; Jake Willott; Mohammad Al-Amri
Journal:  J Clin Med       Date:  2021-11-30       Impact factor: 4.241

Review 2.  Exploiting real-world data to monitor physical activity in patients with osteoarthritis: the opportunity of digital epidemiology.

Authors:  Silvia Ravalli; Federico Roggio; Giovanni Lauretta; Michelino Di Rosa; Agata Grazia D'Amico; Velia D'agata; Grazia Maugeri; Giuseppe Musumeci
Journal:  Heliyon       Date:  2022-02-22

3.  Dynamics of Loneliness Among Older Adults During the COVID-19 Pandemic: Pilot Study of Ecological Momentary Assessment With Network Analysis.

Authors:  Varsha D Badal; Ellen E Lee; Rebecca Daly; Emma M Parrish; Ho-Cheol Kim; Dilip V Jeste; Colin A Depp
Journal:  Front Digit Health       Date:  2022-02-07

Review 4.  Discovering Knee Osteoarthritis Imaging Features for Diagnosis and Prognosis: Review of Manual Imaging Grading and Machine Learning Approaches.

Authors:  Yun Xin Teoh; Khin Wee Lai; Juliana Usman; Siew Li Goh; Hamidreza Mohafez; Khairunnisa Hasikin; Pengjiang Qian; Yizhang Jiang; Yuanpeng Zhang; Samiappan Dhanalakshmi
Journal:  J Healthc Eng       Date:  2022-02-18       Impact factor: 2.682

5.  A Space-Time Analysis of Rural Older People's Outdoor Mobility and Its Impact on Self-Rated Health: Evidence from a Taiwanese Rural Village.

Authors:  Tzuyuan Stessa Chao; Xiaoqin Jiang; Yi Sun; Jheng-Ze Yu
Journal:  Int J Environ Res Public Health       Date:  2021-05-31       Impact factor: 3.390

  5 in total

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