Cited by 67Cardiovascular and exercise physiologySports Performance and TrainingGenetics and Physical Performance

Biological and methodological factors affecting response variability to endurance training and the influence of exercise intensity prescription

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Meyler, Samuel, Bottoms, Lindsay, Muniz‐Pumares, Daniel·2021·Experimental Physiology

Abstract

New Findings: What is the topic of this review? Biological and methodological factors associated with the variable changes in cardiorespiratory fitness in response to endurance training. What advances does it highlight? Several biological and methodological factors exist that each contribute, to a given extent, to response variability. Notably, prescribing exercise intensity relative to physiological thresholds reportedly increases cardiorespiratory fitness response rates compared to when prescribed relative to maximum physiological values. As threshold‐based approaches elicit more homogeneous acute physiological responses among individuals, when repeated over time, these uniform responses may manifest as more homogeneous chronic adaptations thereby reducing response variability. Changes in cardiorespiratory fitness (CRF) in response to endurance training (ET) exhibit large variations, possibly due to a multitude of biological and methodological factors. It is acknowledged that ∼20% of individuals may not achieve meaningful increases in CRF in response to ET. Genetics, the most potent biological contributor, has been shown to explain ∼50% of response variability, whilst age, sex and baseline CRF appear to explain a smaller proportion. Methodological factors represent the characteristics of the ET itself, including the type, volume and intensity of exercise, as well as the method used to prescribe and control exercise intensity. Notably, methodological factors are modifiable and, upon manipulation, alter response rates to ET, eliciting increases in CRF regardless of an individual's biological predisposition. Particularly, prescribing exercise intensity relative to a physiological threshold (e.g., ventilatory threshold) is shown to increase CRF response rates compared to when intensity is anchored relative to a maximum physiological value (e.g., maximum heart rate). It is, however, uncertain whether the increased response rates are primarily attributable to reduced response variability, greater mean changes in CRF or both. Future research is warranted to elucidate whether more homogeneous chronic adaptations manifest over time among individuals, as a result of exposure to more homogeneous exercise stimuli elicited by threshold‐based practices.

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  1. American College of Sports Medicine. (2017). ACSM's guidelines for exercise testing and prescription , 10th ed. Baltimore, Philadelphia: Lippincott Williams & Wilkins.
  2. Ansdell, P., Brownstein, C. G., Škarabot, J., Hicks, K. M., Howatson, G., Thomas, K., Hunter S. K., & Goodall, S. (2019). Sex differences in fatigability and recovery relative to the intensity-duration relationship. Journal of Physiology , 597 (23), 5577-5595. https://doi.org/10.1113/ JP278699
  3. Astorino, T. A., & Schubert, M. M. (2014). Individual responses to completion of short-term and chronic interval training: A retrospective study. PLoS One , 9 (5), e97638. https://doi.org/10.1371/journal.pone.0097638 · DOI
  4. Atkinson, G., Williamson, P., & Batterham, A. M. (2019). Issues in the determination of 'responders' and 'non-responders' in physiological research. Experimental Physiology , 104 , 1215-1225. https://doi.org/10. 1113/EP087712
  5. Baldwin, J., Snow, R. J., & Febbraio, M. A. (2000). Effect of training status and relative exercise intensity on physiological responses in men. Medicine and Science in Sports and Exercise , 32 (9), 1648-1654. https://doi.org/10. 1097/00005768-200009000-00020
  6. Barnes, J. N., & Fu, Q. (2018). Sex-specific ventricular and vascular adaptations to exercise. Advances in Experimental Medicine and Biology , 1065 , 329-346. https://doi.org/10.1007/978-3-319-77932-4\_21 · DOI
  7. Black, M. I., Jones, A. M., Blackwell, J. R., Bailey, S. J., Wylie, L. J., McDonagh, S. T. J., Thompson C., Kelly J., Sumners P., Mileva K. N., Bowtell J. L., & Vanhatalo, A. (2017). Muscle metabolic and neuromuscular determinants of fatigue during cycling in different exercise intensity domains. Journal of Applied Physiology , 122 (3), 446-459. https://doi.org/10.1152/japplphysiol.00942.2016 · DOI
  8. Bonafiglia, J. T., Preobrazenski, N., Islam, H., Walsh, J. J., Ross, R., Johannsen, N. M., Martin C. K., Church T. S., Slentz C. A., Ross L. M., Kraus W. E., Kenny G. P., Goldfield G. S., Prud'homme D., Sigal R. J., Earnest C. P., & Gurd, B. J. (2021). Exploring differences in cardiorespiratory fitness response rates across varying doses of exercise training: A retrospective analysis of eight randomized controlled trials. Sports Medicine ( in press ). https://doi.org/10.1007/s40279-021-01442-9 · DOI
  9. 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 responsestoenduranceandsprintintervaltraining: A randomized crossover study. PLoS One , e0167790, 11 (12), e0167790. https://doi.org/10. 1371/journal.pone.0167790
  10. Bouchard, C., An, P., Rice, T., Skinner, J. S., Wilmore, J. H., Gagnon, J., Pérusse L., Leon A. S., & Rao, D. C. (1999). Familial aggregation of V ˙ O2max response to exercise training: Results from the HERITAGE family study. Journal of Applied Physiology , 87 (3), 1003-1008. https://doi.org/10.1152/ jappl.1999.87.3.1003
  11. Bouchard, C., Sarzynski, M. A., Rice, T. K., Kraus, W. E., Church, T. S., Sung, Y. J., Rao D. C., & Rankinen, T. (2011). Genomic predictors of the maximalO2 uptakeresponsetostandardizedexercisetrainingprograms. Journal of Applied Physiology , 110 (5), 1160-1170. https://doi.org/10. 1152/japplphysiol.00973.2010
  12. Bye, A., Klevjer, M., Ryeng, E., da Silva, G. J. J., Moreira, J. B. N., Stensvold, D., & Wisløff, U. (2020). Identification of novel genetic variants associated with cardiorespiratory fitness. Progress in Cardiovascular Diseases , 63 , 341-349. https://doi.org/10.1016/j.pcad.2020.02.001 · DOI
  13. Byrd, B. R., Keith, J., Keeling, S. M., Weatherwax, R. M., Nolan, P. B., Ramos, J. S., & Dalleck, L. C. (2019). Personalized moderate-intensity exercise training combined with high-intensity interval training enhances training responsiveness. International Journal of Environmental Research and Public Health , 16 (12), 2088. https://doi.org/10.3390/ijerph16122088 · DOI
  14. Caen, K., Vermeire, K., Bourgois, J. G., & Boone, J. (2018). Exercise thresholds on trial: Are they really equivalent? Medicine and Science in Sports and Exercise , 50 (6), 1277-1284. https://doi.org/10.1249/MSS. 0000000000001547 · DOI
  15. Cardinale, D. A., Larsen, F. J., Schiffer, T. A., Morales-Alamo, D., Ekblom, B., Calbet, J. A. L., Holmberg, H.-C., & Boushel, R. (2018). Superior intrinsic mitochondrial respiration in women than in men. Frontiers in Physiology , 9 , 1133. https://doi.org/10.3389/fphys.2018.01133 · DOI
  16. Carrick-Ranson, G., Hastings, J. L., Bhella, P. S., Shibata, S., Fujimoto, N., Palmer, D., Boyd K., & Levine, B. D. (2013). The effect of agerelated differences in body size and composition on cardiovascular determinants of VO2 max. Journals of Gerontology - Series A Biological Sciences and Medical Sciences , 68 (5), 608-616. https://doi.org/10.1093/ gerona/gls220
  17. Carter, H., Pringle, J. S. M., Jones, A. M., & Doust, J. H. (2002). Oxygen uptake kinetics during treadmill running across exercise intensity domains. European Journal of Applied Physiology , 86 (4), 347-354. https://doi.org/ 10.1007/s00421-001-0556-2 · DOI
  18. Casaburi, R., Storer, T. W., Ben-Dov, I., & Wasserman, K. (1987). Effect of endurance training on possible determinants of V ˙ O2 during heavy exercise. Journal of Applied Physiology , 62 (1), 199-207. https://doi.org/ 10.1152/jappl.1987.62.1.199 · DOI
  19. Church, T. S., Blair, S. N., Cocreham, S., Johannsen, N., Johnson, W., Kramer, K., Mikus C. R., Myers V., Nauta M., Rodarte R. Q., Sparks L., Thompson A., & Earnest, C. P. (2010). Effects of aerobic and resistance training on hemoglobin A1c levels in patients with type 2 diabetes: A randomized controlled trial. Journal of the American Medical Association , 304 (20), 2253-2262. https://doi.org/10.1001/jama.2010.1710 · DOI · Paper page
  20. Church, T. S., Earnest, C. P., Skinner, J. S., & Blair, S. N. (2007). Effects of different doses of physical activity on cardiorespiratory fitness among sedentary, overweight or obese postmenopausal women with elevated blood pressure: A randomized controlled trial. Journal of the American Medical Association , 297 (19), 2081-2091. https://doi.org/10.1001/jama. 297.19.2081 · DOI
  21. Clark, I. E., West, B. M., Reynolds, S. K., Murray, S. R., & Pettitt, R. W. (2013). Applying the critical velocity model for an off-season interval training program. Journal of Strength and Conditioning Research , 27 (12), 33353341. https://doi.org/10.1519/JSC.0b013e31828f9d87 · DOI
  22. Craig, J. C., Vanhatalo, A., Burnley, M., Jones, A. M., & Poole, D. C. (2018). Critical power: Possibly the most important fatigue threshold in exercise physiology. In Muscle and Exercise Physiology (pp. 159-181). https://doi. org/10.1016/B978-0-12-814593-7.00008-6 · DOI
  23. Dalleck, L. C., Haney, D. E., Buchanan, C. A., & Weatherwax, R. M. (2016). Does a personalised exercise prescription enhance training efficacy and limit training unresponsiveness? A randomised controlled trial. Journal of Fitness Research , 5 (3), 15-27.
  24. de Souza, K. M., de Lucas, R. D., Salvador, P. C. D. N., Helal, L. C. A. S., Guglielmo, L. G. A., Greco, C. C., & Denadai, B. S. (2016). Análise de concordância entre a potência crítica e a intensidade correspondente ao 50% Δ no exercício de ciclismo. Revista Brasileira de Cineantropometria e Desempenho Humano , 18 (2), 197-206. https://doi. org/10.5007/1980-0037.2016v18n2p197 · DOI
  25. Diaz-Canestro, C., & Montero, D. (2019). Sex dimorphism of VO2max trainability: A systematic review and meta-analysis. Sports Medicine , 49 (12), 1949-1956. https://doi.org/10.1007/s40279-019-01180-z · DOI
  26. Du, Y., Liu, B., Sun, Y., Snetselaar, L. G., Wallace, R. B., & Bao, W. (2019). Trends in adherence to the physical activity guidelines for Americans for aerobic activity and time spent on sedentary behavior among US adults, 2007 to 2016. JAMA Network Open , 2 (7), e197597. https://doi.org/10. 1001/jamanetworkopen.2019.7597
  27. Dwyer, J., & Bybee, R. (1983). Heart rate indices of the anaerobic threshold. Medicine and Science in Sports and Exercise , 15 (1), 72-76. https://doi.org/ 10.1249/00005768-198315010-00013 · DOI
  28. Edge, J., Bishop, D., & Goodman, C. (2006). The effects of training intensity on muscle buffer capacity in females. European Journal of Applied Physiology , 96 (1), 97-105. https://doi.org/10.1007/s00421-0050068-6 · DOI
  29. Farah, B. Q., Ritti-Dias, R. M., Balagopal, P., Hill, J. O., & Prado, W. L. (2014). Does exercise intensity affect blood pressure and heart rate in obese adolescents? A 6-month multidisciplinary randomized intervention study. Pediatric Obesity , 9 (2), 111-120. https://doi.org/10.1111/ j.2047-6310.2012.00145.x
  30. Faude, O., Kindermann, W., & Meyer, T. (2009). Lactate threshold concepts: How valid are they? Sports Medicine , 39 , 469-490, https://doi.org/10. 2165/00007256-200939060-00003
  31. Flück, M. (2006). Functional, structural and molecular plasticity of mammalian skeletal muscle in response to exercise stimuli. Journal of Experimental Biology , 209 , 2239-2248. https://doi.org/10.1242/jeb. 02149 · DOI
  32. Gaskill, S. E., Walker, A. J., Serfass, R. A., Bouchard, C., Gagnon, J., Rao, D. C., Skinner J. S., Wilmore J. H., & Leon, A. S. (2001). Changes in ventilatory threshold with exercise training in a sedentary population: The HERITAGE family study. International Journal of Sports Medicine , 22 (8), 586-592. https://doi.org/10.1055/s-2001-18522 · DOI · Paper page
  33. Godin, G., Desharnais, R., Valois, P., Lepage, L., Jobin, J., & Bradet, R. (1994). Differences in perceived barriers to exercise between high and low intenders: Observations among different populations. American Journal of Health Promotion , 8 (4), 279-285. https://doi.org/10.4278/ 0890-1171-8.4.279
  34. Granata, C., Jamnick, N. A., & Bishop, D. J. (2018). Principles of exercise prescription, and how they influence exerciseinduced changes of transcription factors and other regulators of mitochondrial biogenesis. Sports Medicine , 48 , 1541-1559. https://doi.org/10.1007/s40279-018-0894-4 · DOI
  35. Guio de Prada, V., Ortega, J. F., Ramirez-Jimenez, M., Morales-Palomo, F., Pallares, J. G., & Mora-Rodriguez, R. (2019). Training intensity relative to ventilatory thresholds determines cardiorespiratory fitness improvements in sedentary adults with obesity. European Journal of Sport Science , 19 (4), 549-556. https://doi.org/10.1080/17461391.2018. 1540659 · DOI
  36. Gurd, B. J., Giles, M. D., Bonafiglia, J. T., Raleigh, J. P ., Boyd, J. C., Ma, J. K., Zelt J. G. E., & Scribbans, T. D. (2015). Incidence of nonresponse and individual patterns of response following sprint interval training. Applied Physiology, Nutrition and Metabolism , 41 (3), 229-234. https://doi.org/10.1139/ apnm-2015-0449
  37. Harber, M. P., Kaminsky, L. A., Arena, R., Blair, S. N., Franklin, B. A., Myers, J., & Ross, R. (2017). Impact of cardiorespiratory fitness on allcause and disease-specific mortality: Advances since 2009. Progress in Cardiovascular Diseases , 60 , 11-20. https://doi.org/10.1016/j.pcad.2017. 03.001 · DOI
  38. Hautala, A. J., Kiviniemi, A. M., Mäkikallio, T. H., Kinnunen, H., Nissilä, S., Huikuri, H. V., & Tulppo, M. P. (2006). Individual differences in the responses to endurance and resistance training. European Journal of Applied Physiology , 96 (5), 535-542. https://doi.org/10.1007/ s00421-005-0116-2
  39. 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. https://doi.org/10. 1152/japplphysiol.00896.2017
  40. Hickson, R. C., Bomze, H. A., & Holloszy, J. O. (1977). Linear increase in aerobic power induced by a strenuous program of endurance exercise. Journal of Applied Physiology , 42 (3), 372-376. https://doi.org/10.1152/ jappl.1977.42.3.372
  41. Hill, A. V., & Lupton, H. (1923). Muscular exercise, lactic acid, and the supply and utilization of oxygen. QJM , os-16 , 135-171. https://doi.org/10.1093/ qjmed/os-16.62.135
  42. Hoppeler, H. (2018). Deciphering VO 2 max: Limits of the genetic approach. Journal of Experimental Biology , 221 . https://doi.org/10.1242/jeb.164327 · DOI
  43. Howden, E. J., Perhonen, M., Peshock, R. M., Zhang, R., Arbab-Zadeh, A., Adams-Huet, B., & Levine, B. D. (2015). Females have a blunted cardiovascular response to one year of intensive supervised endurance training. Journal of Applied Physiology , 119 (1), 37-46. https://doi.org/10. 1152/japplphysiol.00092.2015
  44. Huang, G., Wang, R., Chen, P., Huang, S. C., Donnelly, J. E., & Mehlferber, J. P. (2016). Dose-response relationship of cardiorespiratory fitness adaptation to controlled endurance training in sedentary older adults. European Journal of Preventive Cardiology , 23 (5), 518-529. https://doi. org/10.1177/2047487315582322 · DOI
  45. Iannetta, D., Inglis, E. C., Mattu, A. T., Fontana, F. Y., Pogliaghi, S., Keir, D. A., & Murias, J. M. (2020). A critical evaluation of current methods for exercise prescription in women and men. Medicine and Science in Sports and Exercise , 52 (2), 466-473. https://doi.org/10.1249/MSS. 0000000000002147 · DOI
  46. Iannetta, D., Keir, D. A., Fontana, F. Y., Inglis, E. C., Mattu, A. T., Paterson, D. H., Pogliaghi S., & Murias, J. M. (2021). Evaluating the accuracy of using fixed ranges of METs to categorize exertional intensity in a heterogeneous group of healthy individuals: Implications for cardiorespiratory fitness and health outcomes. Sports Medicine ( in press ). https://doi.org/10.1007/ s40279-021-01476-z
  47. Jamnick, N. A., Pettitt, R. W., Granata, C., Pyne, D. B., & Bishop, D. J. (2020). An examination and critique of current methods to determine exercise intensity. Sports Medicine , 50 , 1729-1756. https://doi.org/10. 1007/s40279-020-01322-8
  48. Jones, A. M., Burnley, M., Black, M. I., Poole, D. C., & Vanhatalo, A. (2019). The maximal metabolic steady state: Redefining the 'gold standard'. Physiological Reports , 7 (10), e14098. https://doi.org/10.14814/phy2.14098 · DOI
  49. Jones, A. M., Kirby, B. S., Clark, I. E., Rice, H. M., Fulkerson, E., Wylie, L. J., Wilkerson D. P., Vanhatalo A., & Wilkins, B. W. (2020). Physiological demands of running at 2-hour marathon race pace. Journal of Applied Physiology , 130 (2), 369-379. https://doi.org/10.1152/ japplphysiol.00647.2020
  50. Jones, A. M., Wilkerson, D. P., DiMenna, F., Fulford, J., & Poole, D. C. (2008). Muscle metabolic responses to exercise above and below the 'critical power' assessed using 31 P-MRS. American Journal of Physiology. Regulatory Integrative and Comparative Physiology , 294 (2), R585-R593. https://doi.org/10.1152/ajpregu.00731.2007 · DOI
  51. Joseph, L., & John, W. (2020). Molecular transducers of physical activity consortium (MoTrPAC) progress and study protocol design. Current Developments in Nutrition , 4 (Suppl 2), 1757-1757. https://doi.org/10. 1093/cdn/nzaa066\_012
  52. Joyner, M. J. (2017). Exercise and trainability: Contexts and consequences. Journal of Physiology , 595 (11), 3239-3240. https://doi.org/10.1113/ JP274031
  53. Joyner, M. J., & Lundby, C. (2018). Concepts about VO 2 max and trainability are context dependent. Exercise and Sport Sciences Reviews , 46 , 138-143. https://doi.org/10.1249/JES.0000000000000150 · DOI
  54. Katch, V., Weltman, A., Sady, S., & Freedson, P. (1978). Validity of the relative percent concept for equating training intensity. European Journal of Applied Physiology and Occupational Physiology , 39 (4), 219-227. https: //doi.org/10.1007/BF00421445 · DOI
  55. Identifying the boundaries of sustainable performance. Medicine and Science in Sports and Exercise , 47 (9), 1932-1940. https://doi.org/10. 1249/MSS.0000000000000613
  56. Kohrt, W. M., Malley, M. T., Coggan, A. R., Spina, R. J., Ogawa, T., Ehsani, A. A., Bourey R. E., Martin W. H. 3rd, & Holloszy, J. O. (1991). Effects of gender, age, and fitness level on response of VO2 maxtotrainingin 60-71yrolds. Journal of Applied Physiology , 71 (5), 2004-2011. https://doi.org/10.1152/ jappl.1991.71.5.2004
  57. Kraus, W. E., Torgan, C. E., Duscha, B. D., Norris, J., Brown, S. A., Cobb, F. R., Bales C. W., Annex B. H., Samsa G. P., Houmard J. A., & Slentz, C. A. (2001). Studies of a targeted risk reduction intervention through defined exercise (STRRIDE). Medicine and Science in Sports and Exercise , 33 (10), 1774-1784. https://doi.org/10.1097/00005768-20011000000025 · DOI
  58. Lansley, K. E., Dimenna, F. J., Bailey, S. J., & Jones, A. M. (2011). A new method to normalise exercise intensity. International Journal of Sports Medicine , 32 (7), 535-541. https://doi.org/10.1055/s-0031-1273754 · DOI
  59. Lundby, C., Montero, D., & Joyner, M. (2017). Biology of VO 2 max: Looking under the physiology lamp. Acta Physiologica , 220 , 218-228. https://doi. org/10.1111/apha.12827 · DOI · Paper page
  60. MacInnis, M. J., & Gibala, M. J. (2017). Physiological adaptations to interval training and the role of exercise intensity. Journal of Physiology , 595 , 2915-2930. https://doi.org/10.1113/JP273196 · DOI · Paper page
  61. Margaritelis, N. V., Theodorou, A. A, Paschalis, V, Veskoukis, A. S, Dipla, K, Zafeiridis, A, Panayiotou G, Vrabas I. S, Kyparos A, & Nikolaidis, M. G (2018). Adaptations to endurance training depend on exercise-induced oxidative stress: Exploiting redox interindividual variability. Acta Physiologica , 222 (2), e12898. https://doi.org/10.1111/apha.12898 · DOI
  62. Marini F, C, S, D, L, S A, Skinner, J. S, Sarzynski, M. A, Bouchard, C, Rocchi M. B. L, Piccoli G, Stocchi V, Federici A, & Lucertini, F (2021). HRR and VO2R fractions are not equivalent: Is it time to rethink aerobic exercise prescription methods? Medicine and Science in Sports and Exercise , 53 (1), 174-182. https://doi.org/10.1249/MSS.0000000000002434 · DOI
  63. Marsh, C. E, Thomas, H, Naylor, L. H, Scurrah, K. J, & Green, D. J (2020). Fitness and strength responses to distinct exercise modes in twins: Studies of Twin Responses to Understand Exercise as a THerapy (STRUETH) study. Journal of Physiology , 598 , 3845. https://doi.org/10. 1113/JP280048
  64. Maturana, F. M, Schellhorn, P, Erz, G, Burgstahler, C, Widmann, M, Munz, B, Soares R. N, Murias J. M, Thiel A, & Nieß, A. M (2021). Individual cardiovascular responsiveness to work-matched exercise within the moderateand severe-intensity domains. European Journal of Applied Physiology ( in press ) https://doi.org/10.1007/s00421-021-04676-7 · DOI
  65. McGuire, D. K, Levine, B. D, Williamson, J. W, Snell, P. G, Blomqvist, C. G, Saltin, B, & Mitchell, J. H (2001). A 30-year follow-up of the dallas bed rest and training study: II. Effect of age on cardiovascular adaptation to exercise training. Circulation , 104 (12), 1358-1366. https://doi.org/10. 1161/hc3701.096099
  66. Metcalfe, R. S, & Vollaard, N. B (2021). Heterogeneity and incidence of non-response for changes in cardiorespiratory fitness following timeefficient sprint interval exercise training. Applied Physiology, Nutrition, and Metabolism ( in press ). https://doi.org/10.1139/apnm-2020-0855 · DOI
  67. Meyer, T, Gabriel, H. H. W, & Kindermann, W (1999). Is determination of exercise intensities as percentages of V ˙ O2max or HRmax adequate? Medicine and Science in Sports and Exercise , 31 (9), 1342-1345. https://doi. org/10.1097/00005768-199909000-00017 · DOI · Paper page
  68. Milanović, Z, Sporiš, G, & Weston, M (2015). Effectiveness of high-intensity interval training (HIT) and continuous endurance training for VO 2 max improvements: A systematic review and meta-analysis of controlled trials. Sports Medicine , 45 (10), 1469-1481. https://doi.org/10.1007/ s40279-015-0365-0
  69. Montero, D, Madsen, K, Meinild-Lundby, A. K, Edin, F, & Lundby, C (2018). Sexual dimorphism of substrate utilization: Differences in skeletal muscle mitochondrial volume density and function. Experimental Physiology , 103 (6), 851-859. https://doi.org/10.1113/EP087007 · DOI · Paper page
  70. Muniz-Pumares, D, Karsten, B, Triska, C, & Glaister, M (2019). Methodological approaches and related challenges associated with the determination of critical power and curvature constant. Journal of Strength and Conditioning Research , 33 , 584-596. https://doi.org/10.1519/JSC.0000000000002977 · DOI
  71. Myers, J, Doom, R, King, R, Fonda, H, Chan, K, Kokkinos, P, & Rehkopf, D. H (2018). Association between cardiorespiratory fitness and health care costs: The Veterans Exercise Testing Study. Mayo Clinic Proceedings , 93 (1), 48-55. https://doi.org/10.1016/j.mayocp.2017.09.019 · DOI
  72. Pandey, A., Ayers, C., Blair, S. N., Swift, D. L., Earnest, C. P., Kitzman, D. W., Khera A., Church T. S., & Berry, J. D. (2015a). Cardiac determinants of heterogeneity in fitness change in response to moderate intensity aerobic exercise training: The DREW study. Journal of the American College of Cardiology , 65 , 1057-1058. https://doi.org/10.1016/j.jacc. 2014.11.062 · DOI
  73. Pettitt, R. W. (2016). Applying the critical speed concept to racing strategy and interval training prescription. International Journal of Sports Physiology and Performance , 11 , 842-847. https://doi.org/10.1123/ijspp. 2016-0001 · DOI
  74. Pettitt, R. W., Placek, A. M., Clark, I. E., Jamnick, N. A., & Murray, S. R. (2015). Sensitivity of prescribing high-intensity, interval training using the critical power concept. International Journal of Exercise Science , 8 (3), 202-212.
  75. Poole, D. C., Burnley, M., Vanhatalo, A., Rossiter, H. B., & Jones, A. M. (2016). Critical power: An important fatigue threshold in exercise physiology. Medicine and Science in Sports and Exercise , 48 (11), 2320-2334. https: //doi.org/10.1249/MSS.0000000000000939 · DOI
  76. Poole, D. C., Rossiter, H. B., Brooks, G. A., & Gladden, L. B. (2020). The anaerobicthreshold:50 + yearsofcontroversy. Journal of Physiology , 599 , 737-767. https://doi.org/10.1113/JP279963 · DOI · Paper page
  77. Robinson, M. M., Dasari, S., Konopka, A. R., Johnson, M. L., Manjunatha, S., Esponda, R. R., Carter R. E., Lanza I. R., & Nair, K. S. (2017). Enhancedproteintranslation underlies improved metabolic and physical adaptations to different exercise training modes in young and old humans. Cell Metabolism , 25 (3), 581-592. https://doi.org/10.1016/j. cmet.2017.02.009 · DOI
  78. Ross, L., Slentz, C. A., & Kraus, W. E. (2019). Evaluating individual level responses to exercise for health outcomes in overweight or obese adults. Frontiers in Physiology , 10 , 1401. https://doi.org/10.3389/fphys.2019. 01401 · DOI
  79. Mayo Clinic Proceedings , 90 (11), 1506-1514. https://doi.org/10.1016/j. mayocp.2015.07.024 · DOI
  80. Ross, R., Goodpaster, B. H., Koch, L. G., Sarzynski, M. A., Kohrt, W. M., Johannsen, N. M., Skinner J. S., Castro A., Irving B. A., Noland R. C., Sparks L. M., Spielmann G., Day A. G., Pitsch W., Hopkins W. G., & Bouchard, C. (2019). Precision exercise medicine: Understanding exercise response variability. British Journal of Sports Medicine , 53 (18), 1141-1153. https://doi.org/10.1136/bjsports-2018-100328 · DOI
  81. Ross R., Blair S. N., Arena R., Church T. S., Després J. P., Franklin B. A., Haskell W. L., Kaminsky L. A., Levine B. D., Lavie C. J., Myers J., Niebauer J., Sallis R., Sawada S. S., Sui X., Wisløff U. (2016) Importance of Assessing Cardiorespiratory Fitness in Clinical Practice: A Case for Fitness as a Clinical Vital Sign: A Scientific Statement From the American Heart Association. Circulation , 134 (24), https://doi.org/10.1161/cir.0000000000000461 · DOI · Paper page
  82. Rowan, C. P., Riddell, M. C., Gledhill, N., & Jamnik, V. K. (2017). Aerobic exercise training modalities and prediabetes risk reduction. Medicine and Science in Sports and Exercise , 49 (3), 403-412. https://doi.org/10.1249/ MSS.0000000000001135
  83. Saltin, B., Hartley, L. H., Kilbom, Å., & Åstrand, I. (1969). Physical training in sedentary middle-aged and older men II. Oxygen uptake, heart rate, and blood lactate concentration at submaximal and maximal exercise. Scandinavian Journal of Clinical and Laboratory Investigation , 24 , 323-334. https://doi.org/10.3109/00365516909080169 · DOI
  84. Sarzynski, M. A., Ghosh, S., & Bouchard, C. (2017). Genomic and transcriptomic predictors of response levels to endurance exercise training. Journal of Physiology , 595 , 2931-2939. https://doi.org/10.1113/ JP272559
  85. Scharhag-Rosenberger, F., Meyer, T., Gäßler, N., Faude, O., & Kindermann, W. (2010). Exercise at given percentages of VO 2 max: Heterogeneous metabolic responses between individuals. Journal of Science and Medicine in Sport , 13 (1), 74-79. https://doi.org/10.1016/j.jsams.2008.12. 626 · DOI
  86. Scharhag-Rosenberger, F., Walitzek, S., Kindermann, W., & Meyer, T. (2012). Differences in adaptations to 1 year of aerobic endurance training: Individual patterns of nonresponse. Scandinavian Journal of Medicine and Science in Sports , 22 (1), 113-118. https://doi.org/10.1111/j.1600-0838. 2010.01139.x · DOI
  87. Schutte, N. M., Nederend, I., Hudziak, J. J., Bartels, M., & de Geus, E. J. C. (2016). Twin-sibling study and meta-analysis on the heritability of maximal oxygen consumption. Physiological Genomics , 48 (3), 210-219. https://doi.org/10.1152/physiolgenomics.00117.2015 · DOI
  88. Skinner, J. S., Jaskólski, A., Jaskólska, A., Krasnoff, J., Gagnon, J., Leon, A. S., Rao D. C., Wilmore J. H., & Bouchard, C. (2001). Age, sex, race, initial fitness, and response to training: The HERITAGE Family Study. Journal of Applied Physiology , 90 (5), 1770-1776. https://doi.org/10.1152/jappl. 2001.90.5.1770 · DOI
  89. Spencer, C. C. A., Su, Z., Donnelly, P., & Marchini, J. (2009). Designing genome-wide association studies: Sample size, power, imputation, and the choice of genotyping chip. PLoS Genetics , 5 (5), e1000477. https://doi. org/10.1371/journal.pgen.1000477 · DOI
  90. Spina, R. J., Ogawa, T., Kohrt, W. M., Martin, W. H., Holloszy, J. O., & Ehsani, A. A. (1993). Differences in cardiovascular adaptations to end- urance exercise training between older men and women. Journal of Applied Physiology , 75 (2), 849-855. https://doi.org/10.1152/jappl.1993. 75.2.849 · DOI
  91. Swinton, P. A., Hemingway, B. S., Saunders, B., Gualano, B., & Dolan, E. (2018). A statistical framework to interpret individual response to intervention: Paving the way for personalized nutrition and exercise prescription. Frontiers in Nutrition , 5 , 41. https://doi.org/10.3389/fnut.2018. 00041 · DOI
  92. Thomas, E., Pettitt, R. W., & Kramer, M. (2020). High-intensity interval training prescribed within the secondary severe-intensity domain improves critical speed but not finite distance capacity. Journal of Science in Sport and Exercise , 2 , 154-166. https://doi.org/10.1007/ s42978-020-00053-6
  93. Vainshelboim, B., Arena, R., Kaminsky, L. A., & Myers, J. (2020). Reference standards for ventilatory threshold measured with cardiopulmonary exercise testing: The fitness registry and the importance of exercise: A national database. Chest , 157 (6), 1531-1537. https://doi.org/10.1016/j. chest.2019.11.022 · DOI
  94. Van Der Vaart, H., Murgatroyd, S. R., Rossiter, H. B., Chen, C., Casaburi, R., & Porszasz, J. (2014). Selecting constant work rates for endurance testing in COPD:Theroleofthepower-durationrelationship. COPD , 11 (3), 267276. https://doi.org/10.3109/15412555.2013.840572 · DOI
  95. 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. https://doi.org/10. 1249/JES.0000000000000176
  96. Wasserman, K., & McIlroy, M. B. (1964). Detecting the threshold of anaerobic metabolism in cardiac patients during exercise. American Journal of Cardiology , 14 , 844-852, https://doi.org/10.1016/ 0002-9149(64)90012-8
  97. Weatherwax, R. M., Harris, N. K., Kilding, A. E., & Dalleck, L. C. (2019). Incidence of VO2max responders to personalized versus standardized exercise prescription. Medicine and Science in Sports and Exercise , 51 (4), 681-691. https://doi.org/10.1249/MSS.00000000000 01842 · DOI
  98. Weltman, A., Snead, D., Seip, R., Schurrer, R., Weltman, J., Rutt, R., & Rogol, A. (1990). Percentages of maximal heart rate, heart rate reserve and VO2max for determining endurance training intensity in male runners. International Journal of Sports Medicine , 11 (3), 218-222. https://doi.org/ 10.1055/s-2007-1024795 · DOI
  99. Williams, C. J., Williams, M. G., Eynon, N., Ashton, K. J., Little, J. P., Wisloff, U., & Coombes, J. S. (2017). Genes to predict VO2 max trainability: A systematic review. BMCGenomics , 18 , 81-110. https://doi.org/10.1186/ s12864-017-4192-6
  100. Wolpern, A. E., Burgos, D. J., Janot, J. M., & Dalleck, L. C. (2015). Is a threshold-based model a superior method to the relative percent concept for establishing individual exercise intensity? A randomized controlled trial. BMC Sports Science, Medicine and Rehabilitation , 7 (1), 19. https://doi.org/10.1186/s13102-015-0011-z · DOI
  101. Yan, X., Eynon, N., Papadimitriou, I. D., Kuang, J., Munson, F., Tirosh, O., O'Keefe L., Griffiths L. R., Ashton K. J., Byrne N., Pitsiladis Y. P., & Bishop, D. J. (2017). The gene SMART study: Method, study design, and preliminary findings. BMCGenomics , 18 (8), 821. https://doi.org/10.1186/ s12864-017-4186-4

Cited by

Sorted by citations

Authors
Meyler, S., Bottoms, L., & Muniz‐Pumares, D.
Affiliations
University of Hertfordshire (GB)
Corresponding author
Muniz‐Pumares, Daniel
Venue
Experimental Physiology
Publisher
Wiley
Published
2021-06-08
Volume
106
Issue
7
Pages
1410-1424
ISSN
  • 0958-0670 (ISSN-L)
  • 1469-445X
OpenAlex
W3165784472
Cited by
67
References
21
Citations by year
2026: 11 · 2025: 20 · 2024: 16 · 2023: 10 · 2022: 8 · 2021: 2
FWCI
2.07
Type
journal article
Language
en
Open access
Locations
  • Experimental Physiology (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • University of Hertfordshire Research Archive (University of Hertfordshire) (submittedVersion)
  • University of Hertfordshire Research Archive (University of Hertfordshire) (submittedVersion, cc-by)
Topics
  • Health Sciences › Medicine › Complementary and alternative medicine › Cardiovascular and exercise physiology
  • Health Sciences › Medicine › Orthopedics and Sports Medicine › Sports Performance and Training
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetics and Physical Performance
Keywords
endurance training, cardiorespiratory fitness, response variability, exercise intensity prescription, ventilatory threshold, maximal heart rate, genetic susceptibility, training effects, exercise volume, sex differences, age differences
MeSH terms
Cardiorespiratory Fitness, Endurance Training, Exercise Therapy, Humans, Oxygen Consumption, Exercise, Prescriptions

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