Diabetologia

, Volume 61, Issue 2, pp 496–497 | Cite as

Exercise training response heterogeneity: statistical insights

  • Greg Atkinson
  • Philip Williamson
  • Alan M. Batterham
Letter

Keywords

Exercise training Individual differences Precision medicine Trial-to-trial variability 

Abbreviation

MCID

Minimal clinically important difference

Notes

Duality of interest

The authors declare that there is no duality of interest associated with this manuscript.

Contribution statement

All authors were responsible for drafting the article and revising it critically for important intellectual content. All authors approved the version to be published.

References

  1. 1.
    Sparks LM (2017) Exercise training response heterogeneity: physiological and molecular insights. Diabetologia 60:2329–2336Google Scholar
  2. 2.
    Barker RJ, Schofield MR (2008) Classifying individuals as physiological responders using hierarchical modeling. J Appl Physiol 105:555–560CrossRefPubMedGoogle Scholar
  3. 3.
    Atkinson G, Batterham AM (2015) True and false inter-individual differences in the physiological response to an intervention. Exp Physiol 100:577–588CrossRefPubMedGoogle Scholar
  4. 4.
    Williamson PJ, Atkinson G, Batterham AM (2017) Inter-individual responses of maximal oxygen uptake to exercise training: a critical review. Sports Med 47:1501–1513CrossRefPubMedGoogle Scholar
  5. 5.
    Schubert MM, Sabapathy S, Leveritt M, Desbrow B (2014) Acute exercise and hormones related to appetite regulation: a meta-analysis. Sports Med 44:387–403CrossRefPubMedGoogle Scholar
  6. 6.
    Senn S, Rolfe K, Julious SA (2011) Investigating variability in patient response to treatment - a case study from a replicate cross-over study. Stat Methods Med Res 20:657–666CrossRefPubMedGoogle Scholar

Copyright information

© Springer-Verlag GmbH Germany, part of Springer Nature 2017

Authors and Affiliations

  • Greg Atkinson
    • 1
  • Philip Williamson
    • 1
  • Alan M. Batterham
    • 1
  1. 1.Health and Social Care Institute, School of Health and Social Care, Constantine Building, Southfield RoadTeesside UniversityMiddlesbroughUK

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