Dynamics of functional state recovery indicators in athletes during training camps
Keywords:
functional state, recovery dynamics, training camps, heart rate variability, wrestlers, medical and pedagogical controlAbstract
Background and Study Aim. Training camps are a stage in the annual training cycle of wrestlers. They are characterized by a high concentration of training loads and increased functional stress on the organism. Under such conditions, the effectiveness of recovery processes becomes a factor determining athletes' adaptive capacity, functional readiness, and training performance. The purpose of this study was to examine the dynamics of physiological, functional, and subjective recovery indicators in wrestlers during different stages of a training camp within the framework of medical and pedagogical monitoring. Materials and Methods. The study involved 24 male wrestlers of competitive level who participated in a centralized training camp. This was a single-group repeated-measures study with four measurement time points: baseline (3 days before the camp), initial (days 1–3), main (days 10–12), and final (days 19–21). The evaluated indicators included resting heart rate, heart rate variability parameters [root mean square of successive differences (RMSSD), primary outcome], the Ruffier index, and subjective indicators of functional state (well-being, activity, and mood). Heart rate variability was recorded under standardized resting conditions. Statistical analysis included descriptive statistics and repeated-measures ANOVA with effect sizes (partial η²) and 95% confidence intervals for within-subject changes. Results. The results showed a trend toward improvement in recovery-related indicators during the training camp. RMSSD increased from 50.8 ± 6.1 ms at baseline to 55.3 ± 6.9 ms at the final stage (mean change 4.5 ms; 95% CI [2.1, 6.9]; p = 0.01; Cohen's dz = 0.7). A gradual decrease in resting heart rate (from 64.1 ± 2.9 to 61.8 ± 2.6 bpm; mean change –2.3 bpm; 95% CI [–3.5, –1.1]; p < 0.01) and Ruffier index values was observed. These changes indicate improved cardiovascular efficiency and functional readiness. Subjective indicators of functional state also showed positive dynamics. Their progression was not strictly parallel, which indicates individual differences in the perception of training load and recovery. Despite overall favorable trends, individual analysis revealed that a subset of athletes (29.2%) exhibited less pronounced or unstable recovery dynamics. Conclusions. The findings indicate that recovery processes during training camps are characterized by stage-dependent dynamics and inter-individual variability. The observed changes suggest improved parasympathetic modulation and cardiovascular efficiency. However, due to the single-group design, causal inferences are limited. The combined use of objective physiological indicators and subjective assessment tools provides a basis for evaluating recovery in the context of medical and pedagogical monitoring.References
Platonov VN. System of athletes’ preparation in Olympic sport: General theory and its practical applications. Kyiv: Olympic Literature; 2015.
Halson SL. Monitoring Training Load to Understand Fatigue in Athletes. Sports Medicine, 2014;44(S2): 139–147. https://doi.org/10.1007/s40279-014-0253-z
Badea D. The Recovery of the Effort Capacity during Training Camps. In: 5th International Congress of Physical Education, Sports and Kinetotherapy, 2016. P. 128–135. https://doi.org/10.15405/epsbs.2016.06.18
Franchini E, Brito CJ, Artioli GG. Weight loss in combat sports: physiological, psychological and performance effects. Journal of the International Society of Sports Nutrition, 2012;9(1): 52. https://doi.org/10.1186/1550-2783-9-52
Karaman ME, Arslan C, Kinaci AE. The Effect of Single Bout of Competitive Training on Muscle Damage and Liver Enzymes in University Student Wrestling and Taekwondo Athletes. Journal of Pharmaceutical Research International, 2021; 26–30. https://doi.org/10.9734/jpri/2021/v33i1731304
Buchheit M. Monitoring training status with HR measures: do all roads lead to Rome? Frontiers in Physiology, 2014;5. https://doi.org/10.3389/fphys.2014.00073
Chen YS, Clemente FM, Bezerra P, Lu YX. Ultra-Short-Term and Short-Term Heart Rate Variability Recording during Training Camps and an International Tournament in U-20 National Futsal Players. International Journal of Environmental Research and Public Health, 2020;17(3): 775. https://doi.org/10.3390/ijerph17030775
Coelho A, Nakamura F, Morgado M, Holmes C, Di Baldassarre A, Esco M, et al. Heart Rate Variability and Stress Recovery Responses during a Training Camp in Elite Young Canoe Sprint Athletes. Sports, 2019;7(5): 126. https://doi.org/10.3390/sports7050126
Meeusen R, Duclos M, Foster C, Fry A, Gleeson M, Nieman D, et al. 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, 2013;13(1): 1–24. https://doi.org/10.1080/17461391.2012.730061
Sylta Ø, Tønnessen E, Seiler S. From Heart-Rate Data to Training Quantification: A Comparison of 3 Methods of Training-Intensity Analysis. International Journal of Sports Physiology and Performance, 2014;9(1): 100–107. https://doi.org/10.1123/ijspp.2013-0298
Kulanbaev AB, Mustafin AS, Sagyndykov AK. Funktsional’noe sostoyanie sportsmenov v sisteme vrachebno-pedagogicheskogo kontrolya [Functional state of athletes in the system of medical and pedagogical control]. Theory and Methodology of Physical Culture, 2018;3:45-52. (In Russian).
Sagyndykov AK. Mediko-biologicheskie osnovy uprleniya trenirovochnym protsessom sportsmenov [Medical and biological foundations of managing the training process of athletes]. Almaty; 2020. (In Russian).
Nurgaliev AT, Zhumabekov NK. Variabel’nost’ serdechnogo ritma kak pokazatel’ vosstanovleniya sportsmenov [Heart rate variability as an indicator of athletes’ recovery]. Bulletin of the Academy of Sports and Tourism, 2022;3:45-52. (In Russian).
Clemente FM, Silva AF, Sarmento H, Ramirez-Campillo R, Chiu YW, Lu YX, et al. Psychobiological Changes during National Futsal Team Training Camps and Their Relationship with Training Load. International Journal of Environmental Research and Public Health, 2020;17(6): 1843. https://doi.org/10.3390/ijerph17061843
Chen YS, Pagaduan JC, Bezerra P, Crowley-McHattan ZJ, Kuo CD, Clemente FM. Agreement of Ultra-Short-Term Heart Rate Variability Recordings During Overseas Training Camps in Under-20 National Futsal Players. Frontiers in Psychology, 2021;12: 621399. https://doi.org/10.3389/fpsyg.2021.621399
Plews DJ, Laursen PB, Stanley J, Kilding AE, Buchheit M. Training Adaptation and Heart Rate Variability in Elite Endurance Athletes: Opening the Door to Effective Monitoring. Sports Medicine, 2013;43(9): 773–781. https://doi.org/10.1007/s40279-013-0071-8
Kellmann M, Bertollo M, Bosquet L, Brink M, Coutts AJ, Duffield R, et al. Recovery and Performance in Sport: Consensus Statement. International Journal of Sports Physiology and Performance, 2018;13(2): 240–245. https://doi.org/10.1123/ijspp.2017-0759
Chernozub A, Korobeynikov G, Mytskan B, Korobeinikova L, Cynarski WJ. Modelling Mixed Martial Arts Power Training Needs Depending on the Predominance of the Strike or Wrestling Fighting Style. Ido Movement for Culture. Journal of Martial Arts Anthropology, 2018;(18): 28–36. https://doi.org/10.14589/ido.18.3.5
Bahenský P, Grosicki GJ. Superior Adaptations in Adolescent Runners Using Heart Rate Variability (HRV)-Guided Training at Altitude. Biosensors, 2021;11(3): 77. https://doi.org/10.3390/bios11030077
Nagovitsyn RS, Volkov PB, Miroshnichenko AA, Tutolmin AA, Senator SYu. The influence of special graduated weight load in Greco-Roman wrestling on the growth of students’ sports results. Physical Education of Students, 2017;21(6): 294. https://doi.org/10.15561/20755279.2017.0606
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