Monitoring the training load in the race: Physiological and methodological aspects in the practical applicability of this modality

Monitoramento da Carga de treinamento na Corrida

Authors

DOI:

https://doi.org/10.33448/rsd-v10i9.16986

Keywords:

Training load; Running injuries; Performance; Health.

Abstract

In the running, the demand for adjustments to optimize the stimuli for obtaining better performance is relevant and indispensable. With that, the prescription for running training, be it short, medium and long distance, must be strictly adequate, as well as the entire recovery process, thus allowing for better physiological adaptations. For this, the control of the training load is something essential and in addition, the possibility of obtaining positive responses becomes greater, since the individual will be more protected from possible stresses resulting from the accumulation of fatigue. The control of the training load is a great tool for coaches to identify the moment to continue in the application of stimuli, as well as in the control of these before the athletes. With this, it is possible to avoid excessive overloads that can expose the athlete to a decrease in performance and even an injury and, in the race, this intervention is extremely important. Among the types of assessments used, the use of calculating the subjective perception of the session effort (RPE), heart rate (HR), heart rate variability (HRV) and biochemical markers (lactate, creatine kinase and salivary cortisol) are the most common among the measurements of the training load (or internal load). The purpose of this review was to describe the efficiency of these methods and responses that make it possible to assess the training load in the running modality. Several studies have demonstrated, through different tools for this type of analysis, the efficiency and above all the importance of the procedure of analysis and evaluation of the training load. Indirect procedures, such as PSE and HRV, have been correlated by different studies, with other internal indicators of exercise intensity, such as, for example, oxygen consumption, heart rate and lactate concentration. However, it is necessary to carry out more studies investigating the training load in athletes / runners, in order to have more information about this extremely important tool for this modality.

References

Al Haddad, H., Laursen, P. B., Chollet, D., Ahmaidi, S., & Buchheit, M. (2011). Reliability of resting and postexercise heart rate measures. Int. J. Sports Med, 32, 598–605.

Balsalobre-Fernandez, C., Tejero-González, C. M., & Campo-Vecino, J. (2014). Relationships between Training Load , Salivary Cortisol Responses and Performance during Season Training in Middle and Long Distance Runners. PLoS ONE, 9(8). https://doi.org/10.1371/journal.pone.0106066

Bara-filho, M. G., Freitas, D. S., Moreira, D., Matta, M. O., Lima, J. R. P., & Nakamura, F. Y. (2013). Heart rate variability and soccer training : a case study. Motriz, Rio Claro, 19(1), 171–177.

Barnes, K. R., & Kilding, A. E. (2015). Running economy: measurement, norms, and determining factors. Sports Medicine - Open, 1(1), 1–15. https://doi.org/10.1186/s40798-015-0007-y

Barros, E. S., Nascimento, D. C., Prestes, J., Nóbrega, O. T., Córdova, C., Sousa, F., & Boullosa, D. A. (2017). Acute and Chronic Effects of Endurance Running on Inflammatory Markers : A Systematic Review. Frontiers in Physiology, 8(779). https://doi.org/10.3389/fphys.2017.00779

Bellenger, C. R., Fuller, J. T., Thomson, R. L., Davison, K., Robertson, E. Y., & Buckley, J. D. (2016). Monitoring Athletic Training Status Through Autonomic Heart Rate Regulation : A Systematic Review and Meta-Analysis. Sports Medicine. https://doi.org/10.1007/s40279-016-0484-2

Benca, E., Listabarth, S., Flock, F. K. ., Pablik, E., Fischer, C., Walzer, S. M., Dorotka, R., Windhager, R., & Ziai, P. (2020). Analysis of Running-Related Injuries : The Vienna Study. Journal of Clinical Medicine, 9(438), 1–17.

Bergeron, M. F. (2014). Heat Stress and Thermal Strain Challenges in Running. Journal of Orthopaedic & Sports Physical Therapy, 44(10), 831–838. https://doi.org/10.2519/jospt.2014.5500

Billat, V. L. (2001). Interval training for performance: A scientific and empirical practice. Special recommendations for middle- and long-distance running. Part I: Aerobic interval training. Sports Medicine, 31(1), 13–31. https://doi.org/10.2165/00007256-200131010-00002

Billat, V. L., Palacin, F., Correa, M., & Pycke, J. R. (2020). Pacing Strategy Affects the Sub-Elite Marathoner ’ s Cardiac Drift and Performance. Frontiers in Psychology, 10, 1–12. https://doi.org/10.3389/fpsyg.2019.03026

Billat, V. L., Petot, H., Karp, J. R., Sarre, G., Hugh, R. H., & Laurence, M. H. (2012). The sustainability of VO2max : effect of decreasing the workload. Eur J Appl Physiol. https://doi.org/10.1007/s00421-012-2424-7

Billat, V. L., Vitiello, D., Palacin, F., Correa, M., & Pycke, J. R. (2020). Race Analysis of the World ’ s Best Female and Male Marathon Runners. International Journal of Environmental Research and Public Health, 17(1177), 1–6.

Billat, V., Lepretre, P. M., Heugas, A. M., Laurence, M. H., Salim, D., & Al, E. (2003). Training and bioenergetic characteristics in elite male and female Kenyan runners. Medicine & Science in Sports & Exercise, 35, 297–304.

Bompa, T. O., & Half, G. G. (2009). Periodization: theory and methodology of training.

Borg, G. A. V. (1982). Psychophysical bases of perceived exertion. Medicine Science Sports and Exercise, 14(5), 377–381.

Bosquet, L., Merkari, S., Arvisais, D., & Aubert, A. E. (2008). Is heart rate a convenient tool to monitor over-reaching? A systematic review of the literature. Br. J. Sports Med, 42, 709–714.

Bosquet, L., Montpetit, P., Arvisais, D., & Mujika, I. (2007). Effects of Tapering on Performance: A Meta-Analysis ˜. Med. Sci. Sports Exerc, 39(8), 1358–1365. https://doi.org/10.1249/mss.0b013e31806010e0

Boullosa, D., Esteve-Lanao, J., Casado, A., Peyr, L. A., Gomes, R., & Del Coso, J. (2020). Factors Affecting Training and Physical Performance in Recreational Endurance Runners. Sports, 8(35), 1–20.

Buchheit, M. (2014). Monitoring training status with HR measures: do all roads lead to Rome? Frontiers in Physiology, 5(73).

Burgess, D. J. (2017). The Research Doesn ’ t Always Apply : Practical Solutions to Evidence-Based Training-Load Monitoring in Elite Team Sports. International Journal of Physiology and Performance, 12, 136–141.

Cheuvront, S. N., & Haymes, E. M. (2001). Thermoregulation and Marathon Running Biological and Environmental Influences. Sports Medicine, 31, 743–762.

Costa, P., Simão, R., Perez, A., Gama, M., Lanchtermacher, R., Musialowski, R., Braga, F., Coelho, V. M., & Palma, A. (2019). A Randomized Controlled Trial Investigating the Effects of Undulatory , Staggered , and Linear Load Manipulations in Aerobic Training on Oxygen Supply , Muscle Injury , and Metabolism in Male Recreational Runners. Sports Medicine - Open, 5(32), 1–20.

Coutts, A. J., Gomes, R. V., Viveiros, L., & Aoki, M. S. (2010). Monitoring training loads in elite tenis. Revista Brasileira Cineantropometria Desempenho Humano, 12, 217–220.

Coutts, A. J., Reaburn, P., Piva, T. J., & Rowsell, G. J. (2007). Monitoring for overreaching in rugby league players. European Journal of Applied Physiology, 99, 313–324.

Dallinga, J. M., Mennes, M., Alpay, L., & Al, E. (2015). APP use, physical activity and healthy lifestyle: a cross sectional study. BMC Public Health, 15.

Dallinga, J., Rijn, R. V., Stubbe, J., & Deutekom, M. (2019). Injury incidence and risk factors : a cohort study of 706 8-km or 16-km recreational runners. BMJ Open Sport Exerc Med, 5, 1–6. https://doi.org/10.1136/bmjsem-2018-000489

Faude, O., Kindermann, W., & Meyer, T. (2009). Lactate Threshold Concepts How Valid are They ? Sports Medicine, 39(6), 469–490.

Flatt, A. A., & Esco, M. R. (2016). Evaluating individual training adaptation with smartphone-derived heart rate variability in a collegiate female soccer team. J. Strength Cond. Res., 30, 378–385.

Fletcher, J. R., & Macintosh, B. R. (2017). Running Economy from a Muscle Energetics Perspective. Frontiers in Physiology, 8(June), 1–15. https://doi.org/10.3389/fphys.2017.00433

Folland, J. P., Allen, S. J., Black, M. I., Handsaker, J. C., & Forrester, S. E. (2017). Running Technique is an Important Component of Running Economy and Performance. Med. Sci. Sports Exerc, 1412–1423. https://doi.org/10.1249/MSS.0000000000001245

Foster, C., Florhaug, J. A., Franklin, J., Gottschall, L., Hrovatin, L. A., Suzanne, P., Doleshal, P., & Dodge, C. (2001). A New Approach to Monitoring Exercise Training. Journal of Strength and Conditioning Research, 15(1), 109–115.

Foster, C., Rodriguez-Marroyo, J. A., & de Koning, J. J. (2017). “Monitoring Training Loads: The Past, the Present, and the Future.” International Journal of Sports Physiology and Performance.

Freitas, V. H., Miloski, B., & Bara-Filho, M. G. (2012). Quantification of training load using session RPE method and performance in futsal. Revista Brasileira Cineantropometria Desempenho Humano, 14, 73–82.

Freitas, V. H., Nakamura, F. Y., Miloski, B., Samulski, D., & Bara-Filho, M. G. (2014). Sensity of physiological and psychological markers to training load intensification in volleyball players. Journal Sports Science Medicine, 13, 571–579.

Garcin, M., Fleury, A., & Billat, V. (2002). The ratio HLa:RPE as a tool to appreciate overreaching in young high-level middle-distance runners. International Journal of Sports Medicine, 23, 16–21.

Geus, E. J. C., Gianaros, P. J., Brindle, R. C., Jennings, J. R., & Berntson, G. G. (2019). Should heart rate variability be “ corrected ” for heart rate ? Biological , quantitative , and interpretive considerations. Psychophysiology, June 2018, 1–26. https://doi.org/10.1111/psyp.13287

Gladden, L. B. (2004). Lactate metabolism : a new paradigm for the third millennium. J Physiol, 1, 5–30. https://doi.org/10.1113/jphysiol.2003.058701

Gordon, D., Wightman, S., Johnstone, J., Espejo-Sanchez, C., Beckford, C., Boal, M., Scruton, A., Ferrandino, M., & Merzbach, V. (2017). Physiological and training characteristics of recreational marathon runners. Journal of Sports Medicine, 8, 231–241.

Hespanhol Junior, L. C., Pena Costa, L. O., & Lopes, A. D. (2013). Previous injuries and some training characteristics predict running-related injuries in recreational runners: a prospective cohort study. J Physiother, 59, 263–269.

Impellizzeri, F. M., Marcora, S. M., & Coutts, A. J. (2019). Internal and External Training Load : 15 Years On Internal and External Training Load : 15 Years On Training Load : Internal and External Load Theoretical Framework : The Training Process. International Journal of Sports and Performance. https://doi.org/10.1123/ijspp.2018-0935

Kraemer, W. J., & Ratamess, N. A. (2005). Hormonal responses and adaptations to resistance exercise and training. Eur J Appl Physiol, 35(4), 339–361.

Kulmala, J., Kosonen, J., Nurminen, J., & Avela, J. (2018). Running in highly cushioned shoes increases leg stiffness and amplifies impact loading. November, 1–7. https://doi.org/10.1038/s41598-018-35980-6

Lapin, L. P., Prestes, J., Pereira, G. B., Palanch, A. C., Cavaglieri, C. R., & Verlengia, R. (2007). Metabolic and hormonal responses to physical training. Revista Brasileira de Educação Física, Esporte, Lazer e Dança, 2(4), 115–124.

Lara, B., Salinero, J. J., Gallo-Salazar, C., Areces, F., Ruiz-Vicente, D., Martinez, M., & Del Coso, J. (2018). Elevation of cardiac troponins after endurance running competitions. Circulation, 138.

Lee, E. C., Fragala, M. S., Kavouras, S. A., Queen, R. M., Pryor, J. L., & Casa, D. J. (2017). Biomarkers ind Sports and Exercise: Tracking Health, Performance, and Recovery in Athletes. Journal of Strength and Conditioning Research, 31(10), 2920–2937.

Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gøtzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009). The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: Explanation and elaboration. PLoS Medicine, 6(7). https://doi.org/10.1371/journal.pmed.1000100

Lupo, C., Capranica, L., & Tessitore, A. (2014). The validity of the session-RPE method for quantifiying training load in water polo. Internationa Journal Sports Physiology Performance, 9, 656–660.

Malisoux, L., Nielsen, R. O., Urhausen, A., & et al. (2015). A step towards understanding the mechanisms of running-related injuries. J Sci Med Sport, 18, 523–528.

Maselli, F., Storari, L., Barbari, V., Colombi, A., Turolla, A., Gianola, S., Rossettini, G., & Testa, M. (2020). Prevalence and incidence of low back pain among runners : a systematic review. BMC Musculoskeletal Disorders, 4, 1–25.

Matos, S., Clemente, F. M., Silva, R., & Carral, J. M. C. (2020). Variations of Workload Indices Prior to Injuries : A Study in Trail Runners. International Journal of Environmental Research and Public Health, 17(4037).

Mclaren, S. J., Macpherson, T. W., Coutts, A. J., Hurst, C., Spears, I. R., & Weston, M. (2017). The Relationships Between Internal and External Measures of Training Load and Intensity in Team Sports : A Meta-Analysis. Sports Medicine. https://doi.org/10.1007/s40279-017-0830-z

McLean, B. D., Coutts, A. J., Kelly, V., McGuigan, M. R., & Cormack, S. J. (2010). Neuromuscular, Endocrine, and Perceptual Fatigue Responses During Different Length Between-Match Microcycles in Professional Rugby League Players. International Journal of Sports Physiology & Performance, 5, 367–383.

Meeusen, R., Duclos, M., Forster, C., Fry, A., Glesson, M., Nieman, D., Raglin, J., Rietjens, G., Steinacker, J., & Urhausen, A. (2013). European Journal of Sport Science Prevention , diagnosis and treatment of the overtraining syndrome : Joint consensus statement of the European College of Sport Science ( ECSS ) and the American College of Sports Medicine ( ACSM ). European Journal of Sport Science, 13(1), 1–24.

Mercer, M. A., Stone, T. M., Young, J. C., & Mercer, J. A. (n.d.). Running Economy While Running in Shoes Categorized as Maximal Cushioning. 2016(16).

Mujika, I., Padilla, S., Pyne, D., & Busso, T. (2004). Physiological changes associated with the pre-event taper in athletes. Sports Medicine, 34(13), 891–927.

Naclerio, F., Moody, J., & Chapman, M. (2013). Apllied periodization: a methodological approach. J Hum Sport Exerc, 8(2), 350–366.

Nakamura, F. Y., Flatt, A. A., Pereira, L. A., Ramirez-Campillo, R., Loturco, I., & Esco, M. R. (2015). Ultra-short-term heart rate variability is sensitive to training effects in team sports players. Journal of Sports Science and Medicine, 14(3), 602–605.

Nakamura, F. Y., Moreira, A., & Aoki, M. S. (2010). Monitoramento da carga de treinamento: A percepção subjetiva do esforço da sessão é um método confiável? Revista Da Educação Física/UEM, 21(1), 1–11. https://doi.org/10.4025/reveducfis.v21i1.6713

Nogueira, F. C. A., de Freitas, V. H., Miloski, B., Cordeiro, A. H. O., Werneck, F. Z., Nakamura, F. Y., & et al. (2016). Relationship between training volume and ratings of perceived exertion in swimmers. Percept Mot Skiils, 122, 319–335.

Papacosta, E., & Nassis, G. P. (2011). Saliva as a tool for monitoring steroid, peptide and immune markers in sport and exercise science. Journal of Science & Medicine in Sport, 14, 424–434.

Perandini, L. A., Siqueira-Pereira, T. A., Okuno, N. M., Soares-Caldeira, L. F., & Nakamura, F. Y. (2012). Use of session RPE to training load quantification and training intensity distribution in taekwondo athletes. Science Sports, 27, 25–30.

Plews, D. J., Laursen, P. B., Stanley, J., Kilding, A. E., & Buchheit, M. (2013). Training Adaptation and Heart Rate Variability in Elite Endurance Athletes : Opening the Door to Effective Monitoring Training Adaptation and Heart Rate Variability in Elite Endurance Athletes : Opening the Door to Effective Monitoring. Sports Medicine, 43, 773–781. https://doi.org/10.1007/s40279-013-0071-8

Plews, D. J., Scott, B., Altini, M., Wood, M., Kilding, A. E., & Laursen, P. B. (2017). Comparison of heart-rate-variability recording with smartphone photoplethysmography, Polar H7 chest strap, and electrocardiography. Int. J. Sports Physiol. Perform, 12, 1324–1328.

Pollock, S., Gaoua, N., Johnston, M. J. J., Cooke, K., Girard, O., & Katya, N. M. (2019). Training Regimes and Recovery Monitoring Practices of Elite British Swimmers. Journal of Sports Science and Medicine, 18, 577–585.

Prestes, J., Bucci, M., Urtado, C. B., Caruso, F. G., Pereira, M., & Cavaglieri, C. R. (2006). Metabolismo Lipico: suplementação e performance humana. Saúde Rev, 8(18), 49–54.

Rapoport, B. I. (2010). Metabolic Factors Limiting Performance in Marathon Runners. PLoS ONE, 6(10). https://doi.org/10.1371/journal.pcbi.1000960

Robergs, R. A. (2001). Exercise-Induced Metabolic Acidosis: Where do the Protons come from? Sports Science, 5(2), 2–19.

Robergs, R. A., Ghiasvand, F., & Parker, D. (2004). Biochemistry of exercise-induced metabolic acidosis. Am J Physiology Regul Integr Comp Physiol, 287(3), 502–516.

Sanchez-Medina, L., & Gonzalez-Badillo, J. J. (2011). Velocity Loss as an Indicator of Neuromuscular Fatigue during Resistance Training. Medicine & Science in Sports & Exercise, 43, 1725–1734.

Schmitt, L., Regnard, J., & Millet, G. P. (2015). Monitoring Fatigue Status with HRV Measures in Elite Athletes : An Avenue Beyond RMSSD ? Frontiers in Physiology, 6(343), 1–3. https://doi.org/10.3389/fphys.2015.00343

Schneider, C., Hanakam, F., Wiewelhove, T., Döweling, A., Kellmann, M., Meyer, T., Pfeiffer, M., & Ferrauti, A. (2018). Heart Rate Monitoring in Team Sports — A Conceptual Framework for Contextualizing Heart Rate Measures for Training and Recovery Prescription. Frontiers in Physiology, 9(639), 1–19. https://doi.org/10.3389/fphys.2018.00639

Sharma, A. P., Saunders, P. U., Lewis, L. A. G., Périard, J. D., Gore, C. J., Raysmith, B. P., Stanley, J., Robertson, E. Y., & Thompson, K. G. (2018). Training Quantification and Periodization during Live High Train High at 2100 M in Elite Runners : An Observational Cohort Case Study. Journal of Sports Science and Medicine, 17, 607–616.

Shaw, A. J., Ingham, S. A., & Folland, J. P. (2014). The Valid Measurement of Running Economy in Runners. 1(30), 1968–1973. https://doi.org/10.1249/MSS.0000000000000311

Stiles, V. H., Pearce, M., Moore, I. S., Langford, J., & Rowlands, A. V. (2018). Wrist-worn Accelerometry for Runners: Objective Quantification of Training Load. Medicine & Science in Sports & Exercise, 50(11), 2277–2284. https://doi.org/10.1249/MSS.0000000000001704

Tabben, M., Tourny, C., Haddad, M., Chaabane, H., Chamari, K., & Coquart, J. B. (2015). Validity and reliability of the session-RPE method for quantifying training load in karate athletes. Journal Sports Medicine Physiology Fitness.

Tibana, R. A., Sousa, N. M. F., & Prestes, J. (2017). Quantificação da carga de treinamento por meio do método da percepção subjetiva do esforço da sessão no crossfit: um estudo de caso e revisão da literatura. Revista Brasileira Ciência Do Movimento.

Turner, A. N., Buttigieg, C., Marshall, G., Noto, A., Phillips, J., & Kilduff, L. (2016). Ecological validity of session RPE method for quantifying internal training load in fencing. Internatiional Journal Physiology Performance, 24, 1–17.

Uchida, M. C., Teixeira, L. F., Godoi, V. J., Marchetti, P. H., Conte, M., & Coutts, A. J. (2014). Does the timing of measurement alter session- RPE in boxers? Journal Sports Science Medicine, 20, 59–65.

van der Worp, M. P., ten Haaf, D. S. M., van Cingel, R., Wijer, A., van der Sanden, M. W. G. N., & Staal, J. B. (2015). Injuries in Runners ; A Systematic Review on Risk Factors and Sex Differences. PLoS ONE, 10(2), 1–18. https://doi.org/10.1371/journal.pone.0114937

Vesterinen, V., Hakkinen, K., Hynynen, E., & Al, E. (2013). Heart rate variability in prediction of individual adaptation to endurance training in recreational endurance runners. Scand J Med Sci Sports, 23, 171–180.

Videbæk, S., Bueno, A. M., Nielsen, R. O., & Rasmussen, S. (2015). Incidence of Running-Related Injuries Per 1000 h of running in Different Types of Runners : A Systematic Review and Meta-Analysis. Sports Medicine, 45(7), 1017–1026. https://doi.org/10.1007/s40279-015-0333-8

Wallace, L. K., Slattery, K. M., & Coutts, A. J. (2014). A comparison of methods for quantifying training load: relationships between modelled and actual training responses. Eur J Appl Physiol, 114, 11–20.

Published

25/07/2021

How to Cite

SANT’ANA, L.; BARA-FILHO, M. G.; VIANNA, J. M. Monitoring the training load in the race: Physiological and methodological aspects in the practical applicability of this modality: Monitoramento da Carga de treinamento na Corrida. Research, Society and Development, [S. l.], v. 10, n. 9, p. e23110916986, 2021. DOI: 10.33448/rsd-v10i9.16986. Disponível em: https://rsdjournal.org/index.php/rsd/article/view/16986. Acesso em: 20 sep. 2021.

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Review Article