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Sedano S, Maroto-Izquierdo S. Effectiveness of Different Neuromuscular Recovery Strategies in Elite Youth Female Football Players. Sports (Basel) 2025; 13:36. [PMID: 39997967 PMCID: PMC11860187 DOI: 10.3390/sports13020036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Revised: 01/02/2025] [Accepted: 01/26/2025] [Indexed: 02/26/2025] Open
Abstract
This study aimed to assess the effectiveness of various active recovery strategies in youth female soccer players during competitive tournaments with limited recovery periods (i.e., 24-48 h). Twenty-two elite under-17 female football players participated in this randomized controlled trial, which encompassed fourteen 90 min official matches. Participants were randomly allocated to one of three recovery protocols: passive stretching, foam rolling, or lumbopelvic mobility exercises, which were implemented ten minutes after each match. Countermovement jump with free arm (CMJA) height was measured pre-intervention, immediately post-intervention, and 5 h post-intervention. Wellness perception was evaluated 24 h later. Significant enhancements in CMJA height were observed immediately after all recovery protocols and at 5 h post-intervention compared with pre-intervention (p < 0.001). The lumbopelvic mobility protocol yielded the most substantial improvement, significantly surpassing both stretching and foam rolling. Moreover, significant increases in wellness perception were observed following the foam rolling (p < 0.001, ES = 0.95) and mobility (p < 0.05, ES = 0.88) protocols, with the mobility protocol demonstrating a marginally larger effect size than stretching. Active recovery strategies significantly enhanced neuromuscular function and wellness perception in under-17 female soccer players. Lumbopelvic mobility exercises exhibited superior efficacy, suggesting that they should be prioritized in post-match recovery regimens.
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Affiliation(s)
- Silvia Sedano
- Department of Health Sciences, European University Miguel de Cervantes,47012 Valladolid, Spain;
| | - Sergio Maroto-Izquierdo
- Department of Health Sciences, European University Miguel de Cervantes,47012 Valladolid, Spain;
- i+HeALTH Strategic Research Group, Department of Health Sciences, European University Miguel de Cervantes, 47012 Valladolid, Spain
- Proporción A, Applied Sports Science Centre, 47015 Valladolid, Spain
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Yang WH, Park SY, Kwak YJ, Kim ZH, Choi SH. Third-Man-Passing Small-Sided Games Induce Higher Anaerobic Energy Contributions Than Regular-Passing Small-Sided Games in Football Players. Int J Sports Physiol Perform 2024; 19:1275-1284. [PMID: 39191379 DOI: 10.1123/ijspp.2024-0196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Revised: 06/18/2024] [Accepted: 06/26/2024] [Indexed: 08/29/2024]
Abstract
PURPOSE This study compared the physiological profiles and energy-system contributions of trained football players engaged in regular-passing and third-man-passing small-sided games (SSGs) that included 4 versus 4 and a goalkeeper. METHODS Ten male trained football players participated in this crossover study. All participants were randomly assigned to either regular-passing SSG or third-man-passing SSG (4 vs 4 with a goalkeeper, 35-m × 17-m pitch size, and 6-min match duration). During these SSGs, physiological parameters including peak and mean heart rate, oxygen uptake (V˙O2peak and V˙O2mean), metabolic equivalents in V˙O2peak and V˙O2mean, and blood lactate concentrations (peak La- and delta La- [Δ La-]), were measured. Energy contributions (oxidative [WOxi], glycolytic [WGly], and phosphagen [WPCr] systems) and Global Positioning System (GPS) variables (total distance, total acceleration counts, mean speed, and maximum speed) were also analyzed. RESULTS No significant differences in physiological parameters and GPS variables were found between regular- and third-man-passing SSGs. WOxi in kilojoules and percentages was significantly higher during both SSGs than WPCr and WGly (P < .0001, respectively). WPCr and WPCr + WGly values during third-man-passing SSGs were significantly higher than those during regular-passing SSGs (P < .05). Additionally, low to moderate positive correlations were observed between WOxi, WGly in kilojoules, V˙O2peak, V˙O2mean, peak La-, Δ La-, total acceleration counts, and mean speed (r = .39-.64). CONCLUSIONS Third-man-passing SSGs may be useful for increasing anaerobic capacity. More third-man-passing SSG sessions in preparation for football games may support high metabolic power and repeated powerful anaerobic performances in trained football players.
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Affiliation(s)
- Woo-Hwi Yang
- Graduate School of Sports Medicine, Cha University, Gyeonggi-do, Republic of Korea
- Department of Medicine, General Graduate School, Cha University, Gyeonggi-do, Republic of Korea
| | - So-Young Park
- Graduate School of Sports Medicine, Cha University, Gyeonggi-do, Republic of Korea
| | - Young-Je Kwak
- Graduate School of Sports Medicine, Cha University, Gyeonggi-do, Republic of Korea
| | - Zi-Hyun Kim
- Graduate School of Sports Medicine, Cha University, Gyeonggi-do, Republic of Korea
| | - Sung-Hwan Choi
- Department of Korea Football Academy, Korea Football Association, Seoul, Republic of Korea
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Tomaszewski M, Lukanova-Jakubowska A, Majorczyk E, Dzierżanowski Ł. From data to decision: Machine learning determination of aerobic and anaerobic thresholds in athletes. PLoS One 2024; 19:e0309427. [PMID: 39208146 PMCID: PMC11361594 DOI: 10.1371/journal.pone.0309427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Accepted: 08/12/2024] [Indexed: 09/04/2024] Open
Abstract
Lactate analysis plays an important role in sports science and training decisions for optimising performance, endurance, and overall success in sports. Two parameters are widely used for these goals: aerobic (AeT) and anaerobic (AnT) thresholds. However, determining AeT proves more challenging than AnT threshold due to both physiological intricacies and practical considerations. Thus, the aim of this study was to determine AeT and AnT thresholds using machine learning modelling (ML) and to compare ML-obtained results with the parameters' values determined using conventional methods. ML seems to be highly useful due to its ability to handle complex, personalised data, identify nonlinear relationships, and provide accurate predictions. The 183 results of CardioPulmonary Exercise Test (CPET) accompanied by lactate and heart ratio analyses from amateur athletes were enrolled to the study and ML models using the following algorithms: Random Forest, XGBoost (Extreme Gradient Boosting), and LightGBM (Light Gradient Boosting Machine) and metrics: R2, mean absolute error (MAE), mean squared error (MSE) and root mean square error (RMSE). The regressors used belong to the group of ensemble learning algorithms that combine the predictions of multiple base models to improve overall performance and counteract overfitting to training data. Based on evaluation metrics, the following models give the best predictions: for AeT: Random Forest has an R2 value of 0.645, MAE of 4.630, MSE of 44.450, RMSE of 6.667; and for AnT: LightGBM has an R2 of 0.803, the highest among the models, MAE of 3.439, the lowest among the models, MSE of 20.953, and RMSE of 4.577. Outlined research experiments, a comprehensive review of existing literature in the field, and obtained results suggest that ML models can be trained to make personalised predictions based on an individual athlete's unique physiological response to exercise. Athletes exhibit significant variation in their AeT and AT, and ML can capture these individual differences, allowing for tailored training recommendations and performance optimization.
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Affiliation(s)
- Michał Tomaszewski
- Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, Opole, Poland
| | | | - Edyta Majorczyk
- Faculty of Physical Education and Physiotherapy, Opole University of Technology, Opole, Poland
| | - Łukasz Dzierżanowski
- Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, Opole, Poland
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Carvalho TD, Freitas OGAD, Chalela WA, Hossri CAC, Milani M, Buglia S, Precoma DB, Falcão AMGM, Mastrocola LE, Castro I, Albuquerque PFD, Coutinho RQ, Brito FSD, Alves JDC, Serra SM, Santos MAD, Colombo CSSDS, Stein R, Herdy AH, Silveira ADD, Castro CLBD, Silva MMFD, Meneghello RS, Ritt LEF, Malafaia FL, Marinucci LFB, Pena JLB, Almeida AEMD, Vieira MLC, Stier Júnior AL. Brazilian Guideline for Exercise Test in the Adult Population - 2024. Arq Bras Cardiol 2024; 121:e20240110. [PMID: 38896581 PMCID: PMC11656589 DOI: 10.36660/abc.20240110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/21/2024] Open
Affiliation(s)
- Tales de Carvalho
- Clínica de Prevenção e Reabilitação Cardiosport, Florianópolis, SC - Brasil
- Universidade do Estado de Santa Catarina, Florianópolis, SC - Brasil
| | | | - William Azem Chalela
- Instituto do Coração do Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (InCor-HCFMUSP), São Paulo, SP - Brasil
| | | | - Mauricio Milani
- Universidade de Brasília (UnB), Brasília, DF, Brasil
- Hasselt University, Hasselt - Bélgica
- Jessa Ziekenhuis, Hasselt - Bélgica
| | - Susimeire Buglia
- Instituto Dante Pazzanese de Cardiologia, São Paulo, SP - Brasil
| | | | - Andréa Maria Gomes Marinho Falcão
- Instituto do Coração do Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (InCor-HCFMUSP), São Paulo, SP - Brasil
| | | | - Iran Castro
- Instituto de Cardiologia do Rio Grande do Sul, Porto Alegre, RS - Brasil
| | | | | | | | | | - Salvador Manoel Serra
- Instituto Estadual de Cardiologia Aloysio de Castro (IECAC), Rio de Janeiro, RJ - Brasil
| | - Mauro Augusto Dos Santos
- Instituto Nacional de Cardiologia do Rio de Janeiro, Rio de Janeiro, RJ - Brasil
- Linkcare Saúde, Rio de Janeiro, RJ - Brasil
| | | | - Ricardo Stein
- Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS - Brasil
| | - Artur Haddad Herdy
- Clínica de Prevenção e Reabilitação Cardiosport, Florianópolis, SC - Brasil
| | - Anderson Donelli da Silveira
- Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS - Brasil
- Hospital de Clínicas de Porto Alegre, Porto Alegre, RS - Brasil
- Hospital Moinhos de Vento, Porto Alegre, RS - Brasil
| | - Claudia Lucia Barros de Castro
- Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro, RJ - Brasil
- CLINIMEX - Clínica de Medicina de Exercício, Rio de Janeiro, RJ - Brasil
| | | | | | - Luiz Eduardo Fonteles Ritt
- Escola Bahiana de Medicina e Saúde Pública, Salvador, BA - Brasil
- Instituto D'Or de Pesquisa e Ensino, Salvador, BA - Brasil
- Hospital Cárdio Pulmonar, Salvador, BA - Brasil
| | - Felipe Lopes Malafaia
- Hospital Samaritano Paulista, São Paulo, SP - Brasil
- UnitedHealth Group Brasil, São Paulo, SP - Brasil
| | - Leonardo Filipe Benedeti Marinucci
- Instituto do Coração do Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (InCor-HCFMUSP), São Paulo, SP - Brasil
| | - José Luiz Barros Pena
- Faculdade Ciências Médicas de Minas Gerais, Belo Horizonte, MG - Brasil
- Hospital Felício Rocho, Belo Horizonte, MG - Brasil
| | | | - Marcelo Luiz Campos Vieira
- Instituto do Coração do Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (InCor-HCFMUSP), São Paulo, SP - Brasil
- Hospital Israelita Albert Einstein, São Paulo, SP - Brasil
| | - Arnaldo Laffitte Stier Júnior
- Universidade Federal do Paraná (UFPR), Curitiba, PR - Brasil
- Secretaria Municipal de Saúde Curitiba, Curitiba, PR - Brasil
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Park SY, Yang WH. Applied high-intensity interval cardio yoga improves cardiometabolic fitness, energetic contributions, and metabolic flexibility in healthy adults. Front Physiol 2023; 14:1279505. [PMID: 37916218 PMCID: PMC10616977 DOI: 10.3389/fphys.2023.1279505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 09/21/2023] [Indexed: 11/03/2023] Open
Abstract
Purpose: Currently, there is no interventional approach to increase the intensity of Surya Namaskar a popular hatha yoga sequence used worldwide. Therefore, this study investigated how tempo-based high-intensity interval cardio yoga (HIICY) and traditional interval hatha yoga (TIHY) affects cardiometabolic fitness in active adults. Methods: Twenty physically active male and female individuals were randomly separated into HIICY (5 males, 5 females, 1.5 s tempo) and TIHY (5 males, 5 females, 3 s tempo) groups. The intervention included twelve exercise sessions for 4 weeks in both groups. Participants conducted a ramp test to determine their maximal oxygen uptake (V ˙ O2max), maximal velocity at V ˙ O2max (vV ˙ O2max), and maximal heart rate (HRmax). Afterward, they performed a 10-min high-intensity cardio yoga test (HICYT) to determine heart rate (HRpeak and HRmean), oxygen uptake (V ˙ O2peak and V ˙ O2mean), respiratory exchange ratio (RER), blood lactate concentrations (La- peak and ∆La-), fat and carbohydrate oxidations (FATox, CHOox), and energetic contributions (oxidative; W Oxi, glycolytic; W Gly, and phosphagen; W PCr, total energy demand; W Total). Results: V ˙ O2max and vV ˙ O2max showed time and group × time interactions (p < 0.01, p < 0.0001, p < 0.001, respectively). V ˙ O2max after HIICY was significantly higher than in pre-testing and following TIHY (p < 0.001, p < 0.0001, respectively). V ˙ O2peak, V ˙ O2mean, RER, HRpeak, and HRmean during the 10-min HICYT showed significant time effects (p < 0.05). ∆La- indicated a group × time interaction (p < 0.05). Group x time interaction effects for FATox at the fourth and sixth minute were observed (p < 0.05, respectively). Absolute (kJ) and relative (%) W Oxi, W Gly, and W Total showed time and group × time interaction effects (p < 0.05, p < 0.01, respectively). Furthermore, %W Gly was reduced following HIICY (p < 0.05). Additionally, V ˙ O2max and vV ˙ O2max were highly correlated with W Oxi in kJ (r = 0.91, 0.80, respectively). Moderate to high correlations were observed among CHOox, FATox, and absolute V ˙ O2max (r = 0.76, 0.62, respectively). Conclusion: A 4-week period of HIICY improved cardiometabolic fitness, oxidative capacity, and metabolic flexibility compared with TIHY, in physically active adults. Therefore, HIICY is suitable as HY-specific HIIT and time-efficient approach for relatively healthy individuals.
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Affiliation(s)
- So-Young Park
- Graduate School of Sports Medicine, CHA University, Pocheon-si, Gyeonggi-do, Republic of Korea
| | - Woo-Hwi Yang
- Graduate School of Sports Medicine, CHA University, Pocheon-si, Gyeonggi-do, Republic of Korea
- Department of Medicine, General Graduate School, CHA University, Pocheon-si, Gyeonggi-do, Republic of Korea
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Moon NR, Yang WH. Effects of individualized low-intensity mat Pilates on aerobic capacity and recovery ability in adults. Phys Act Nutr 2022; 26:46-53. [PMID: 36775651 PMCID: PMC9925114 DOI: 10.20463/pan.2022.0024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 11/30/2022] [Indexed: 02/05/2023] Open
Abstract
PURPOSE Although Pilates is one of the most widely performed physical activities in Korea, no physiological evidence is available regarding its energy recovery ability. Therefore, the purpose of this study was to investigate the effects of individualized low-intensity mat Pilates on aerobic capacity and recovery ability in adults. METHODS Ten physically active women participated in this study. Pre- and post-lactate threshold (LT) tests were performed to compare jogging/running speeds (S; km·h-1) and heart rates (HR; beats·min-1) at 1.5, 2.0, 3.0, 4.0 mmol·L-1 lactate concentrations (La-). Subjects performed 1 h of low-intensity mat Pilates twice a week for four weeks. During these sessions, exercise intensity was determined based on the heart rate corresponding to individualized low-inten- sity recovery zone 1, which was estimated using a mathematical model of log-log LT1 (from pre-test; < 2 mmol·L-1). All physiological variables were measured before and after exercise intervention. RESULTS Significant differences were found in body mass increase and body mass index increase between the pre- and post-tests (p = 0.016 and p = 0.014, respectively, effect size (ES) = 0.13; ES = -0.11). Levels of La- between 1.0 and 1.4 m·s-1 in the post-LT test tended to decrease, although such decrease was not significantly different. Moderate to high positive correlations between differences (Δ) of S and ΔHR at 1.5, 3.0, and 4.0 mmol·L-1La- were observed. CONCLUSION Positive correlations between ΔS and ΔHR at certain La- levels indicate that low-intensity mat Pilates based on heart rate corresponding to individualized recovery zone 1 might be recommended for physically active adults.
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Affiliation(s)
- Na-Ram Moon
- Graduate School of Sports Medicine, CHA University, Gyeonggi-do, Republic of Korea
| | - Woo-Hwi Yang
- Graduate School of Sports Medicine, CHA University, Gyeonggi-do, Republic of Korea,Department of Medicine, General Graduate School, CHA University, Gyeonggi-do, Republic of Korea,Corresponding author : Woo-Hwi Yang, Assist. Prof. Dr. Graduate School of Sports Medicine, Department of Medicine, General Graduate School, CHA University, 43, Beolmal-ro 30beon-gil, Bundang-gu, Seongnam-si, Gyeonggi-do, Republic of Korea. Tel: +82-31-728-7917 E-mail:
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Yang WH, Park JH, Park SY, Park Y. Energetic Contributions Including Gender Differences and Metabolic Flexibility in the General Population and Athletes. Metabolites 2022; 12:metabo12100965. [PMID: 36295868 PMCID: PMC9612238 DOI: 10.3390/metabo12100965] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 09/29/2022] [Accepted: 10/08/2022] [Indexed: 11/16/2022] Open
Abstract
Metabolic flexibility includes the ability to perform fat and carbohydrate oxidation, as well as oxidative capacity, which is associated with mitochondrial function, energetic contributions, and physical health and performance. During a session of graded incremental exercise testing (GIET), we investigated metabolic flexibility, the contributions of three energy systems, and performances of individuals with different metabolic characteristics. Fifteen general population (GP; n = 15, male n = 7, female n = 8) and 15 national-level half-marathon and triathlon athletes (A; n = 15, male n = 7, female n = 8) participated in this study. During GIET, heart rate (HR), oxygen uptake (V˙O2mean and V˙CO2mean), metabolic equivalents (METs) in V˙O2mean, and blood glucose and lactate concentrations (La−) were measured. Furthermore, jogging/running speeds (S) at specific La−, fat and carbohydrate oxidations (FATox and CHOox), and energetic contributions (oxidative; WOxi, glycolytic; WGly, and phosphagen; WPCr) were calculated. The percentages of HRmax, relative V˙O2mean, V˙CO2mean, and METs in V˙O2mean were all lower in A than they were in GP. FATox values were lower in GP than in A, while CHOox and La− were higher in GP than in A. Negative correlations between La− and FATox were also observed in both groups. Contributions of WOxi, WGly, and WPCr were higher in GP than in A during GIET. Moreover, values of WGly, and WPCr were significantly lower and higher, respectively, in male GP than in female GP. Furthermore, S at specific La− were higher in A than in GP. It is suggested that an individualized low-intensity recovery exercise program be established, to achieve increased metabolic flexibility and oxidative capacity (aerobic base), such as public health improvements and a greater volume of higher exercise intensities; this is the type of exercise that elite athletes worldwide mostly perform during their training period and progression. This may prevent cardiac/metabolic diseases in GP.
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Affiliation(s)
- Woo-Hwi Yang
- Graduate School of Sports Medicine, CHA University, Seongnam-si 13503, Korea
- Department of Medicine, General Graduate School, CHA University, Seongnam-si 13503, Korea
- Correspondence: ; Tel.: +82-31-728-7917
| | - Jeong-Hyun Park
- Graduate School of Sports Medicine, CHA University, Seongnam-si 13503, Korea
| | - So-Young Park
- Graduate School of Sports Medicine, CHA University, Seongnam-si 13503, Korea
| | - Yongdoo Park
- Department of Biomedical Engineering, College of Medicine, Korea University, Seoul 02841, Korea
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