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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

Jacob T. Bonafiglia

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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