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Association between patient factors and the effectiveness of wearable trackers at increasing the number of steps per day among adults with cardiometabolic conditions: meta-analysis of individual patient data from randomized controlled trials

Association between patient factors and the effectiveness of wearable trackers at increasing the number of steps per day among adults with cardiometabolic conditions: meta-analysis of individual patient data from randomized controlled trials
Association between patient factors and the effectiveness of wearable trackers at increasing the number of steps per day among adults with cardiometabolic conditions: meta-analysis of individual patient data from randomized controlled trials
Background: current evidence supports the use of wearable trackers by people with cardiometabolic conditions. However, as the health benefits are small and confounded by heterogeneity, there remains uncertainty as to which patient groups are most helped by wearable trackers.

Objective: this study examined the effects of wearable trackers in patients with cardiometabolic conditions to identify subgroups of patients who most benefited and to understand interventional differences.

Methods: we obtained individual participant data from randomized controlled trials of wearable trackers that were conducted before December 2020 and measured steps per day as the primary outcome in participants with cardiometabolic conditions including diabetes, overweight or obesity, and cardiovascular disease. We used statistical models to account for clustering of participants within trials and heterogeneity across trials to estimate mean differences with the 95% CI.

Results: individual participant data were obtained from 9 of 25 eligible randomized controlled trials, which included 1481 of 3178 (47%) total participants. The wearable trackers revealed that over the median duration of 12 weeks, steps per day increased by 1656 (95% CI 918-2395), a significant change. Greater increases in steps per day from interventions using wearable trackers were observed in men (interaction coefficient -668, 95% CI -1157 to -180), patients in age categories over 50 years (50-59 years: interaction coefficient 1175, 95% CI 377-1973; 60-69 years: interaction coefficient 981, 95% CI 222-1740; 70-90 years: interaction coefficient 1060, 95% CI 200-1920), White patients (interaction coefficient 995, 95% CI 360-1631), and patients with fewer comorbidities (interaction coefficient -517, 95% CI -1188 to -11) compared to women, those aged below 50, non-White patients, and patients with multimorbidity. In terms of interventional differences, only face-to-face delivery of the tracker impacted the effectiveness of the interventions by increasing steps per day.

Conclusions: in patients with cardiometabolic conditions, interventions using wearable trackers to improve steps per day mostly benefited older White men without multimorbidity.

Trial registration: PROSPERO CRD42019143012; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=143012.Keywords: cardiometabolic conditions; cardiovascular disease; diabetes; individual patient data; meta-analysis; obesity; steps/day; systematic review; wearable tracker.
Adult, Aged, Cardiovascular Diseases/therapy, Comorbidity, Exercise, Female, Fitness Trackers, Humans, Male, Middle Aged, Randomized Controlled Trials as Topic, Wearable Electronic Devices
1439-4456
e36337
Hodkinson, Alexander
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Kontopantelis, Evangelos
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Zghebi, Salwa S.
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Grigoroglou, Christos
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McMillan, Brian
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Marwijk, Harm van
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Bower, Peter
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Tsimpida, Dialechti
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Emery, Charles F.
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Burge, Mark R.
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Esmiol, Hunter
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Cupples, Margaret E.
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Tully, Mark A.
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Dasgupta, Kaberi
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Daskalopoulou, Stella S.
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Cooke, Alexandra B.
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Fayehun, Ayorinde F.
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Houle, Julie
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Poirier, Paul
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Yates, Thomas
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Henson, Joseph
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Anderson, Derek R.
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Grey, Elisabeth B
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Panagioti, Maria
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Hodkinson, Alexander
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Kontopantelis, Evangelos
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Zghebi, Salwa S.
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Grigoroglou, Christos
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McMillan, Brian
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Marwijk, Harm van
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Bower, Peter
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Tsimpida, Dialechti
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Emery, Charles F.
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Burge, Mark R.
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Esmiol, Hunter
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Cupples, Margaret E.
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Tully, Mark A.
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Dasgupta, Kaberi
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Daskalopoulou, Stella S.
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Cooke, Alexandra B.
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Fayehun, Ayorinde F.
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Houle, Julie
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Poirier, Paul
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Yates, Thomas
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Henson, Joseph
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Anderson, Derek R.
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Grey, Elisabeth B
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Panagioti, Maria
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Hodkinson, Alexander, Kontopantelis, Evangelos, Zghebi, Salwa S., Grigoroglou, Christos, McMillan, Brian, Marwijk, Harm van, Bower, Peter, Tsimpida, Dialechti, Emery, Charles F., Burge, Mark R., Esmiol, Hunter, Cupples, Margaret E., Tully, Mark A., Dasgupta, Kaberi, Daskalopoulou, Stella S., Cooke, Alexandra B., Fayehun, Ayorinde F., Houle, Julie, Poirier, Paul, Yates, Thomas, Henson, Joseph, Anderson, Derek R., Grey, Elisabeth B and Panagioti, Maria (2022) Association between patient factors and the effectiveness of wearable trackers at increasing the number of steps per day among adults with cardiometabolic conditions: meta-analysis of individual patient data from randomized controlled trials. Journal of Medical Internet Research, 24 (8), e36337. (doi:10.2196/36337).

Record type: Article

Abstract

Background: current evidence supports the use of wearable trackers by people with cardiometabolic conditions. However, as the health benefits are small and confounded by heterogeneity, there remains uncertainty as to which patient groups are most helped by wearable trackers.

Objective: this study examined the effects of wearable trackers in patients with cardiometabolic conditions to identify subgroups of patients who most benefited and to understand interventional differences.

Methods: we obtained individual participant data from randomized controlled trials of wearable trackers that were conducted before December 2020 and measured steps per day as the primary outcome in participants with cardiometabolic conditions including diabetes, overweight or obesity, and cardiovascular disease. We used statistical models to account for clustering of participants within trials and heterogeneity across trials to estimate mean differences with the 95% CI.

Results: individual participant data were obtained from 9 of 25 eligible randomized controlled trials, which included 1481 of 3178 (47%) total participants. The wearable trackers revealed that over the median duration of 12 weeks, steps per day increased by 1656 (95% CI 918-2395), a significant change. Greater increases in steps per day from interventions using wearable trackers were observed in men (interaction coefficient -668, 95% CI -1157 to -180), patients in age categories over 50 years (50-59 years: interaction coefficient 1175, 95% CI 377-1973; 60-69 years: interaction coefficient 981, 95% CI 222-1740; 70-90 years: interaction coefficient 1060, 95% CI 200-1920), White patients (interaction coefficient 995, 95% CI 360-1631), and patients with fewer comorbidities (interaction coefficient -517, 95% CI -1188 to -11) compared to women, those aged below 50, non-White patients, and patients with multimorbidity. In terms of interventional differences, only face-to-face delivery of the tracker impacted the effectiveness of the interventions by increasing steps per day.

Conclusions: in patients with cardiometabolic conditions, interventions using wearable trackers to improve steps per day mostly benefited older White men without multimorbidity.

Trial registration: PROSPERO CRD42019143012; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=143012.Keywords: cardiometabolic conditions; cardiovascular disease; diabetes; individual patient data; meta-analysis; obesity; steps/day; systematic review; wearable tracker.

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Accepted/In Press date: 4 April 2022
e-pub ahead of print date: 30 August 2022
Published date: 30 August 2022
Additional Information: Funding Information: We thank the authors who agreed to participate and supply their individual participant data: CFE, MRB, HE, MEC, MAT, KD, SSD, ABC, AFF, EBG, JH, PP, TY, and JH. This study was funded by the Evidence Synthesis Working Group (project 390), which is supported by the National Institute for Health Research School for Primary Care Research. The National Institute for Health Research Greater Manchester Patient Safety Translational Research Centre has partly funded the time of MP. Funding Information: This paper presents independent research funded by the National Institute for Health Research School for Primary Care Research Project 390. The views expressed are those of the authors and not necessarily those of the National Institute for Health Research or the Department of Health and Social Care. The research team members were independent from the funding agencies. The funders had no role in the design and conduct of the study; the collection, management, analysis, and interpretation of the data; or the preparation, review, and approval of the manuscript. Publisher Copyright: ©Alexander Hodkinson, Evangelos Kontopantelis, Salwa S Zghebi, Christos Grigoroglou, Brian McMillan, Harm van Marwijk, Peter Bower, Dialechti Tsimpida, Charles F Emery, Mark R Burge, Hunter Esmiol, Margaret E Cupples, Mark A Tully, Kaberi Dasgupta, Stella S Daskalopoulou, Alexandra B Cooke, Ayorinde F Fayehun, Julie Houle, Paul Poirier, Thomas Yates, Joseph Henson, Derek R Anderson, Elisabeth B Grey, Maria Panagioti.
Keywords: Adult, Aged, Cardiovascular Diseases/therapy, Comorbidity, Exercise, Female, Fitness Trackers, Humans, Male, Middle Aged, Randomized Controlled Trials as Topic, Wearable Electronic Devices

Identifiers

Local EPrints ID: 482445
URI: http://eprints.soton.ac.uk/id/eprint/482445
ISSN: 1439-4456
PURE UUID: 63020bad-0968-4609-8ee7-5e7c298c551f
ORCID for Dialechti Tsimpida: ORCID iD orcid.org/0000-0002-3709-5651

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Date deposited: 04 Oct 2023 16:36
Last modified: 18 Mar 2024 04:15

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Contributors

Author: Alexander Hodkinson
Author: Evangelos Kontopantelis
Author: Salwa S. Zghebi
Author: Christos Grigoroglou
Author: Brian McMillan
Author: Harm van Marwijk
Author: Peter Bower
Author: Dialechti Tsimpida ORCID iD
Author: Charles F. Emery
Author: Mark R. Burge
Author: Hunter Esmiol
Author: Margaret E. Cupples
Author: Mark A. Tully
Author: Kaberi Dasgupta
Author: Stella S. Daskalopoulou
Author: Alexandra B. Cooke
Author: Ayorinde F. Fayehun
Author: Julie Houle
Author: Paul Poirier
Author: Thomas Yates
Author: Joseph Henson
Author: Derek R. Anderson
Author: Elisabeth B Grey
Author: Maria Panagioti

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