Jacob T. Bonafiglia
Interindividual differences in trainability and moderators of cardiorespiratory fitness, waist circumference, and body mass responses: a large-scale individual participant data meta-analysis.
Bonafiglia, Jacob T.; Swinton, Paul A.; Ross, Robert; Johannsen, Neil M.; Martin, Corby K.; Church, Timothy S.; Slentz, Cris A.; Ross, Leanna M.; Kraus, William E.; Walsh, Jeremy J.; Kenny, Glen P.; Goldfield, Gary S.; Prud�homme, Denis; Sigal, Ronald J.; Earnest, Conrad P.; Gurd, Brendon J.
Authors
Dr Paul Swinton p.swinton@rgu.ac.uk
Associate Professor
Robert Ross
Neil M. Johannsen
Corby K. Martin
Timothy S. Church
Cris A. Slentz
Leanna M. Ross
William E. Kraus
Jeremy J. Walsh
Glen P. Kenny
Gary S. Goldfield
Denis Prud�homme
Ronald J. Sigal
Conrad P. Earnest
Brendon J. Gurd
Abstract
Although many studies have assumed variability reflects variance caused by exercise training, few studies have examined whether interindividual differences in trainability are present following exercise training. The present individual participant data (IPD) meta-analysis sought to: 1) investigate the presence of interindividual differences in trainability for cardiorespiratory fitness (CRF), waist circumference, and body mass; and 2) examine the influence of exercise training and potential moderators on the probability that an individual will experience clinically important differences. The IPD meta-analysis combined data from 1,879 participants from eight previously-published randomized controlled trials. We implemented a Bayesian framework to: 1) test the hypothesis of interindividual differences in trainability by comparing variability in change scores between exercise and control using Bayes factors; and 2) compare posterior predictions of control and exercise across a range of moderators (baseline BMI and exercise duration, intensity, amount, mode and adherence) to estimate the proportions of participants expected to exceed minimum clinically important differences (MCIDs) for all three outcomes. Bayes factors demonstrated a lack of evidence supporting a high degree of variance attributable to interindividual differences in trainability across all three outcomes. These findings indicate that interindividual variability in observed changes are likely due to measurement error and external behavioural factors, not interindividual differences in trainability. Additionally, we found that a larger proportion of exercise participants were expected to exceed MCIDs compared with controls for all three outcomes. Moderator analyses identified that larger proportions were associated with a range of factors consistent with standard exercise theory and were driven by mean changes. Practitioners should prescribe exercise interventions known to elicit large mean changes to increase the probability that individuals will experience beneficial changes in CRF, waist circumference, and body mass.
Citation
BONAFIGLIA, J.T., SWINTON, P.A., ROSS, R., JOHANNSEN, N.M., MARTIN, C.K., CHURCH, T.S., SLENTZ, C.A., ROSS, L.M., KRAUS, W.E., WALSH, J.J., KENNY, G.P., GOLDFIELD, G.S., PRUD'HOMME, D., SIGAL, R.J., EARNEST, C.P. and GURD, B.J. 2022. Interindividual differences in trainability and moderators of cardiorespiratory fitness, waist circumference, and body mass responses: a large-scale individual participant data meta-analysis. Sports medicine [online], 52(12), pages 2837-2851. Available from: https://doi.org/10.1007/s40279-022-01725-9
Journal Article Type | Article |
---|---|
Acceptance Date | Jun 6, 2022 |
Online Publication Date | Jul 4, 2022 |
Publication Date | Dec 31, 2022 |
Deposit Date | Jun 9, 2022 |
Publicly Available Date | Jul 5, 2023 |
Journal | Sports medicine |
Print ISSN | 0112-1642 |
Electronic ISSN | 1179-2035 |
Publisher | Springer |
Peer Reviewed | Peer Reviewed |
Volume | 52 |
Issue | 12 |
Pages | 2837-2851 |
DOI | https://doi.org/10.1007/s40279-022-01725-9 |
Keywords | Trainability; Exercise training; Individual participant data (IPD); Cardiorespiratory fitness (CRF) |
Public URL | https://rgu-repository.worktribe.com/output/1681825 |
Additional Information | The accompanying file also contains supplementary tables, which can be found at the end of the main text. |
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