496
Views
1
CrossRef citations to date
0
Altmetric
PHYSIOLOGY & NUTRITION

Implementation of multiple statistical methods to estimate variability and individual response to training

, , , , , , , ORCID Icon & ORCID Icon show all

References

  • Atkinson, G., & Batterham, A. M. (2015). True and false interindividual differences in the physiological response to an intervention. Experimental Physiology, 100(6), 577–588. doi:10.1113/EP085070
  • Bland, J. M., & Altman, D. G. (1986). Statistical methods for assessing agreement between two methods of clinical measurement. Lancet, 1(8476), 307–310. doi:10.1016/S0140-6736(86)90837-8
  • Bonafiglia, J. T., Brennan, A. M., Ross, R., & Gurd, B. J. (2019). An appraisal of the SDIR as an estimate of true individual differences in training responsiveness in parallel-arm exercise randomized controlled trials. Physiological Reports, 7(14), e14163. doi:10.14814/phy2.14163
  • Bonafiglia, J. T., Ross, R., & Gurd, B. J. (2019). The application of repeated testing and monoexponential regressions to classify individual cardiorespiratory fitness responses to exercise training. European Journal of Applied Physiology, 119(4), 889–900. doi:10.1007/s00421-019-04078-w
  • Bonafiglia, J. T., Rotundo, M. P., Whittall, J. P., Scribbans, T. D., Graham, R. B., & Gurd, B. J. (2016). Inter-individual variability in the adaptive responses to endurance and sprint interval training: A randomized crossover study. PLoS One, 11(12), e0167790. doi:10.1371/journal.pone.0167790
  • Bouchard, C., & Rankinen, T. (2001). Individual differences in response to regular physical activity. Medicine & Science in Sports & Exercise, 33(6 Suppl.), S446–S451. doi:10.1097/00005768-200106001-00013
  • Bouchard, C., Sarzynski, M. A., Rice, T. K., Kraus, W. E., Church, T. S., Sung, Y. J. (2011). Genomic predictors of the maximal O(2) uptake response to standardized exercise training programs. Journal of Applied Physiology (1985)., 110(5), 1160–1170. doi:10.1152/japplphysiol.00973.2010
  • Del Giudice, M., Bonafiglia, J. T., Islam, H., Preobrazenski, N., Amato, A., & Gurd, B. J. (2020). Investigating the reproducibility of maximal oxygen uptake responses to high-intensity interval training. Journal of Science and Medicine in Sport, 23(1), 94–99. doi:10.1016/j.jsams.2019.09.007
  • Edgett, B. A., Bonafiglia, J. T., Raleigh, J. P., Rotundo, M. P., Giles, M. D., Whittall, J. P. (2018). Reproducibility of peak oxygen consumption and the impact of test variability on classification of individual training responses in young recreationally active adults. Clinical Physiology and Functional Imaging, 38(4), 630–638. doi:10.1111/cpf.12459
  • Ginestet, C. (2011). Ggplot2: Elegant graphics for data analysis. Journal of the Royal Statistical Society. Series A.
  • Hautala, A. J., Kiviniemi, A. M., Makikallio, T. H., Kinnunen, H., Nissila, S., Huikuri, H. V. (2006). Individual differences in the responses to endurance and resistance training. European Journal of Applied Physiology, 96(5), 535–542. doi:10.1007/s00421-005-0116-2
  • Hautala, A. J., Kiviniemi, A. M., & Tulppo, M. P. (2009). Individual responses to aerobic exercise: The role of the autonomic nervous system. Neuroscience & Biobehavioral Reviews, 33(2), 107–115. doi:10.1016/j.neubiorev.2008.04.009
  • Hawley, J. A., Hargreaves, M., Joyner, M. J., & Zierath, J. R. (2014). Integrative biology of exercise. Cell, 159(4), 738–749. doi:10.1016/j.cell.2014.10.029
  • Hecksteden, A., Kraushaar, J., Scharhag-Rosenberger, F., Theisen, D., Senn, S., & Meyer, T. (2015). Individual response to exercise training - a statistical perspective. Journal of Applied Physiology, 118(12), 1450–1459. doi:10.1152/japplphysiol.00714.2014
  • Hecksteden, A., Pitsch, W., Rosenberger, F., & Meyer, T. (2018). Repeated testing for the assessment of individual response to exercise training. Journal of Applied Physiology, 124(6), 1567–1579. doi:10.1152/japplphysiol.00896.2017
  • Hopkins, W. G. (2000). Measures of reliability in sports medicine and science. Sports Medicine, 30(1), 1–15. doi:10.2165/00007256-200030010-00001
  • Islam, H., Bonafiglia, J. T., Del Giudice, M., Pathmarajan, R., Simpson, C. A., Quadrilatero, J. (2021). Repeatability of training-induced skeletal muscle adaptations in active young males. Journal of Science and Medicine in Sport, 24(5), 494–498. doi:10.1016/j.jsams.2020.10.016
  • Islam, H., Edgett, B. A., Bonafiglia, J. T., Shulman, T., Ma, A., Quadrilatero, J. (2019). Repeatability of exercise-induced changes in mRNA expression and technical considerations for qPCR analysis in human skeletal muscle. Experimental Physiology, 104(3), 407–420. doi:10.1113/EP087401
  • Islam, H., & Gurd, B. J. (2020). Exercise response variability: Random error or true differences in exercise response? Experimental Physiology, 105(12), 2022–2024. doi:10.1113/EP089015
  • Joyner, M. J., & Lundby, C. (2018). Concepts about VO2max and trainability are context dependent. Exercise and Sport Sciences Reviews, 46(3), 138–143. doi:10.1249/JES.0000000000000150
  • Kassambara, A. (2018). Ggpubr: ‘ggplot2’ based publication ready plots. R Package Version 017.
  • Kuznetsova, A., Brockhoff, P. B., & Christensen, R. H. B. (2017). Lmertest package: Tests in linear mixed effects models. Journal of Statistical Software.
  • Lindholm, M. E., Giacomello, S., Werne Solnestam, B., Fischer, H., Huss, M., Kjellqvist, S. (2016). The impact of endurance training on human skeletal muscle memory, global isoform expression and novel transcripts. PLoS Genetics, 12(9), e1006294. doi:10.1371/journal.pgen.1006294
  • Mann, T. N., Lamberts, R. P., & Lambert, M. I. (2014). High responders and low responders: Factors associated with individual variation in response to standardized training. Sports Medicine, 44(8), 1113–1124. doi:10.1007/s40279-014-0197-3
  • Montero, D., & Lundby, C. (2017). Refuting the myth of non-response to exercise training: ‘non-responders’ do respond to higher dose of training. Journal of Physiology, 595(11), 3377–3387. doi:10.1113/JP273480
  • Nevill, A. M., & Atkinson, G. (1997). Assessing agreement between measurements recorded on a ratio scale in sports medicine and sports science. British Journal of Sports Medicine, 31(4), 314–318. doi:10.1136/bjsm.31.4.314
  • Raleigh, J. P., Giles, M. D., Scribbans, T. D., Edgett, B. A., Sawula, L. J., Bonafiglia, J. T. (2016). The impact of work-matched interval training on VO2peak and VO2 kinetics: Diminishing returns with increasing intensity. Applied Physiology, Nutrition and Metabolism, 41(7), 706–713. doi:10.1139/apnm-2015-0614
  • Ross, R., Goodpaster, B. H., Koch, L. G., Sarzynski, M. A., Kohrt, W. M., Johannsen, N. M. (2019). Precision exercise medicine: Understanding exercise response variability. British Journal of Sports Medicine, 53(18), 1141–1153. doi:10.1136/bjsports-2018-100328
  • Schulhauser, K. T., Bonafiglia, J. T., McKie, G. L., McCarthy, S. F., Islam, H., Townsend, L. K. (2021). Individual patterns of response to traditional and modified sprint interval training. Journal of Sports Sciences, 39(10), 1077–1087. doi:10.1080/02640414.2020.1857507
  • Thalacker-Mercer, A., Stec, M., Cui, X., Cross, J., Windham, S., & Bamman, M. (2013). Cluster analysis reveals differential transcript profiles associated with resistance training-induced human skeletal muscle hypertrophy. Physiological Genomics, 45(12), 499–507. doi:10.1152/physiolgenomics.00167.2012
  • Timmons, J. A., Larsson, O., Jansson, E., Fischer, H., Gustafsson, T., Greenhaff, P. L. (2005). Human muscle gene expression responses to endurance training provide a novel perspective on Duchenne muscular dystrophy. FASEB Journal, 19(7), 750–760. doi:10.1096/fj.04-1980com
  • Voisin, S., Jacques, M., Lucia, A., Bishop, D. J., & Eynon, N. (2019). Statistical considerations for exercise protocols aimed at measuring trainability. Exercise and Sport Sciences Reviews, 47(1), 37–45. doi:10.1249/JES.0000000000000176
  • Vollaard, N. B., Constantin-Teodosiu, D., Fredriksson, K., Rooyackers, O., Jansson, E., Greenhaff, P. L. (2009). Systematic analysis of adaptations in aerobic capacity and submaximal energy metabolism provides a unique insight into determinants of human aerobic performance. Journal of Applied Physiology (1985), 106(5), 1479–1486. doi:10.1152/japplphysiol.91453.2008
  • Wickham, H., & Bryan, J. (2019). Readxl: Read excel files. R Package Version, 131.
  • Wickham, H., & Francois, R. (2015). Dplyr: A grammar of data manipulation. R Packag Version 04, 2.
  • Williamson, P. J., Atkinson, G., & Batterham, A. M. (2017). Inter-individual responses of maximal oxygen uptake to exercise training: A critical review. Sports Medicine, 47(8), 1501–1513. doi:10.1007/s40279-017-0680-8
  • Yan, X., Eynon, N., Papadimitriou, I. D., Kuang, J., Munson, F., Tirosh, O. (2017). The gene SMART study: Method, study design, and preliminary findings. BMC Genomics, 18(Suppl. 8), 821. doi:10.1186/s12864-017-4186-4

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.