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Tito S, Maia F, Correia M, Ribeiro J. Recovery Patterns of Low-frequency Fatigue in Elite Youth Soccer Players after Official Matches. Int J Sports Med 2025; 46:263-270. [PMID: 39472024 DOI: 10.1055/a-2456-2151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2025]
Abstract
This study aimed to analyze the associations between recovery of low-frequency fatigue, jump height, and perceptual responses following official soccer matches. Forty-two male youth elite soccer players (age: 17.13±0.70 years; height: 179.17±5.94 cm; weight: 69.74±4.91 kg) participated in this study. Low-frequency fatigue, countermovement jump, perceived fatigue, muscle soreness, and perceived recovery were assessed at - 2 h, +30 min, +24 h and +48 h relative to the match. Linear mixed models analysis showed that low-frequency fatigue was reduced at the match-end (ES=- 0.679 [95% CI =- 1.01; - 0.34]; p<0.001) but returned to baseline after 24 h (ES=0.149 [95% CI = - 0.26; 0.56]; p=1.00). Perceptual responses were impaired for up to 48 hours following the match (ES=- 0.868-1.174; p<0.001). Countermovement jump did not differ between any time point (ES=- 0.204-0.216; p>0.05). Additionally, the within-subject correlation analysis showed that low-frequency fatigue pre- to post-match changes presented moderate to large associations with perceived fatigue (rm[57]=- 0.43; p<0.001), muscle soreness (rm[57]=- 0.52; p<0.001), and perceived recovery (rm[57]=0.38; p=0.003). The assessment of low-frequency fatigue could serve as an additional objective measurement for monitoring post-match fatigue, as findings suggest that young elite soccer players experience transient reductions following match-play, which are strongly correlated with subjective markers of recovery.
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Affiliation(s)
- Sandro Tito
- Research Center in Sports Sciences, Health Sciences and Human Development (CIDESD), University of Maia, Maia, Portugal
- Department of Performance Optimization (GOD), Sporting Clube de Braga, Braga, Portugal
| | - Filipe Maia
- Research Center in Sports Sciences, Health Sciences and Human Development (CIDESD), University of Maia, Maia, Portugal
| | - Marco Correia
- Department of Performance Optimization (GOD), Sporting Clube de Braga, Braga, Portugal
| | - João Ribeiro
- Research Center in Sports Sciences, Health Sciences and Human Development (CIDESD), University of Maia, Maia, Portugal
- Department of Performance Optimization (GOD), Sporting Clube de Braga, Braga, Portugal
- Sporting Clube de Braga, SC Braga Education, Braga, Portugal
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Pueyo M, Llodio I, Cámara J, Castillo D, Granados C. Influence of Carbohydrate Intake on Different Parameters of Soccer Players' Performance: Systematic Review. Nutrients 2024; 16:3731. [PMID: 39519564 PMCID: PMC11547566 DOI: 10.3390/nu16213731] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Revised: 10/24/2024] [Accepted: 10/28/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND The objective of this systematic review is to analyze the influence of carbohydrate (CHO) intake on physical and technical aspects, glucose and muscle glycogen levels, fatigue, cognition, and gastrointestinal comfort involved in the performance of soccer players, as well as to examine whether there are any differences between men and women. METHODS A bibliographic search was conducted in PubMed, Web of Science, Scopus, and SportDiscus, resulting in 61 selected articles. The PRISMA recommendations and the Cochrane Handbook for Systematic Reviews guidelines were followed. RESULTS The results indicate that CHO intake before and during the match improves speed and the number of sprints, attenuates the decrease in shooting accuracy and speed, increases time to fatigue, and enhances cognitive function. There is no consensus on passing, dribbling, jumping, or agility improvements. Glucose levels drop during the first 15 min of the second half without affecting performance. CONCLUSIONS It is recommended that players ingest 6-8 g/kg/d of CHO the day before, a meal with 1-3 g/kg 3-4 h before, and 30-60 g/h during the match. Muscle glycogen drops drastically at the end of the match, remaining low at 48 h. Hence, 1-1.5 g/kg/h is recommended during the first 4 h, starting from the first 20 min. Female soccer players have a similar physical demand to men, and energy availability is low, especially in the post-match periods, as they underestimate their energy expenditure and do not consume enough CHO. Therefore, the recommended guidelines should be followed, individualized, and periodized according to each athlete's energy needs.
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Affiliation(s)
- Marián Pueyo
- Faculty of Education and Sport, University of the Basque Country, UPV/EHU, 01007 Vitoria-Gasteiz, Spain
| | - Iñaki Llodio
- Faculty of Education and Sport, University of the Basque Country, UPV/EHU, 01007 Vitoria-Gasteiz, Spain
- Society, Sports and Physical Exercise Research Group (GIKAFIT), Department of Physical Education and Sport, Faculty of Education and Sport, University of the Basque Country (UPV/EHU), 01007 Vitoria-Gasteiz, Spain
- AKTIBOki, Research Group in Physical Activity, Physical Exercise and Sport, Department of Physical Education and Sport, Faculty of Education and Sport, University of the Basque Country (UPV/EHU), 01007 Vitoria-Gasteiz, Spain
| | - Jesús Cámara
- Faculty of Education and Sport, University of the Basque Country, UPV/EHU, 01007 Vitoria-Gasteiz, Spain
- Society, Sports and Physical Exercise Research Group (GIKAFIT), Department of Physical Education and Sport, Faculty of Education and Sport, University of the Basque Country (UPV/EHU), 01007 Vitoria-Gasteiz, Spain
- AKTIBOki, Research Group in Physical Activity, Physical Exercise and Sport, Department of Physical Education and Sport, Faculty of Education and Sport, University of the Basque Country (UPV/EHU), 01007 Vitoria-Gasteiz, Spain
| | - Daniel Castillo
- Valoración del Rendimiento Deportivo, Actividad Física y Salud y Lesiones Deportivas (REDAFLED), Department of Didactics of Musical, Plastic and Corporal Expression, Faculty of Education, University of Valladolid, 42004 Soria, Spain
| | - Cristina Granados
- Faculty of Education and Sport, University of the Basque Country, UPV/EHU, 01007 Vitoria-Gasteiz, Spain
- Society, Sports and Physical Exercise Research Group (GIKAFIT), Department of Physical Education and Sport, Faculty of Education and Sport, University of the Basque Country (UPV/EHU), 01007 Vitoria-Gasteiz, Spain
- AKTIBOki, Research Group in Physical Activity, Physical Exercise and Sport, Department of Physical Education and Sport, Faculty of Education and Sport, University of the Basque Country (UPV/EHU), 01007 Vitoria-Gasteiz, Spain
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Cheng R, Feng J, Goodwin AM, Uher D, Rao AK, McDermott MP, De Vivo DC, Garber CE, Montes J. Perceived exertion is not a substitute for fatiguability in spinal muscular atrophy. Muscle Nerve 2023; 68:81-84. [PMID: 36484158 PMCID: PMC10250558 DOI: 10.1002/mus.27765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 11/28/2022] [Accepted: 12/04/2022] [Indexed: 12/14/2022]
Abstract
INTRODUCTION/AIMS Fatiguability and perceived fatigue are common unrelated symptoms in ambulatory individuals with spinal muscular atrophy (SMA). Ratings of perceived exertion (RPE) measures the sense of effort during an activity and has been used as a proxy for fatigue. Relationships between perceived fatigue, fatiguability, and RPE have been described in healthy populations, but the relationship in SMA has not been examined. METHODS Eighteen ambulatory individuals with SMA and 16 age-matched controls (age, 13 to 57 years; 26 [76.5%] males) performed the 6-minute walk test (6MWT) and cardiopulmonary exercise tolerance test (CPET) and completed the International Physical Activity Questionnaire---short form (IPAQ). RPE was collected during the CPET and 6MWT. Fatiguability was measured during the 6MWT. Physical activity (PA) volume was calculated using the IPAQ. Wilcoxon rank-sum tests were used to compare groups. Spearman correlation coefficients evaluated associations between variables. SMA subgroups were predetermined using 6MWT distances of over or under 300 meters. RESULTS There were no significant associations between fatiguability and RPE or PA in SMA (P > .05). PA was strongly associated with 6MWT RPE (r = 0.71) in SMA individuals who walked fewer than 300 meters (n = 7). There were no significant associations between any variables in controls (P > .05). DISCUSSION RPE is not associated with fatiguability in SMA. The possible association of PA and RPE may reflect the increased intensity of the 6MWT in weaker patients. RPE represents a sense of effort during exercise and should not be used as a substitute for fatiguability but may be a measure of patient experience during exercise.
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Affiliation(s)
- Ricky Cheng
- Department of Rehabilitation and Regenerative Medicine, Columbia University Irving Medical Center, New York, New York
| | - Julia Feng
- Department of Rehabilitation and Regenerative Medicine, Columbia University Irving Medical Center, New York, New York
| | - Ashley M. Goodwin
- Department of Rehabilitation and Regenerative Medicine, Columbia University Irving Medical Center, New York, New York
| | - David Uher
- Department of Rehabilitation and Regenerative Medicine, Columbia University Irving Medical Center, New York, New York
| | - Ashwini K. Rao
- Department of Rehabilitation and Regenerative Medicine, Columbia University Irving Medical Center, New York, New York
| | - Michael P. McDermott
- Departments of Biostatistics and Computational Biology and Neurology, University of Rochester, Rochester, NY
| | - Darryl C. De Vivo
- Department of Neurology, Columbia University Irving Medical Center, New York, New York
| | - Carol Ewing Garber
- Department of Biobehavioral Sciences, Teachers College, Columbia University, New York, NY
| | - Jacqueline Montes
- Department of Rehabilitation and Regenerative Medicine, Columbia University Irving Medical Center, New York, New York
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Ramos-Silva LF, Costa JC, Borges PH, Moura FA, Deminice R, de Oliveira DCX, Osiecki R, Vaz Ronque ER. Relationship Between Body Size and Skeletal Age with Muscle Damage in Young Soccer Players. Int J Sports Med 2023; 44:664-672. [PMID: 36863405 DOI: 10.1055/a-2046-2747] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/04/2023]
Abstract
This study verified the relationship between body size and skeletal age (SA) with the behavior of blood markers of muscle damage and delayed onset muscle soreness (DOMS) after a soccer match in the U-13 and U-15 categories. The sample consisted of 28 soccer players in the U-13 and 16 in the U-15 categories. Creatine kinase (CK), lactate dehydrogenase (LDH), and DOMS were evaluated up to 72 h after the match. Muscle damage was elevated at 0 h in U-13, and from 0 h to 24 h in U-15. DOMS increased from 0 h to 72 h in U-13 and from 0 h to 48 h in U-15. Significant associations of SA and fat-free mass (FFM) with muscle damage markers and DOMS were observed only in U-13, specifically at time 0 h, when SA explained 56% of CK and 48% of DOMS and FFM explained 48% of DOMS. We concluded that in the U-13 category, higher SA is significantly associated with muscle damage markers, and increase in FFM is associated with muscle damage markers and DOMS. Furthermore, U-13 players need 24 h to recover pre-match muscle damage markers and more than 72 h to recover DOMS. In contrast, the U-15 category needs 48 h to recover muscle damage markers and 72 h to recover DOMS.
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Affiliation(s)
- Luiz Fernando Ramos-Silva
- Laboratory of Physcial Activity and Health, Department of Physical Education, State University of Londrina Centre of Physical Education and Sport, Londrina, Brazil
| | - Julio Cesar Costa
- Laboratory of Physcial Activity and Health, Department of Physical Education, State University of Londrina Centre of Physical Education and Sport, Londrina, Brazil
| | - Paulo Henrique Borges
- Centre of Sports, Department of Physical Education, Federal University of Santa Catarina, Florianopolis, Brazil
- Laboratory of Physcial Activity and Health, Department of Physical Education, State University of Londrina Centre of Physical Education and Sport, Londrina, Brazil
| | - Felipe A Moura
- Laboratory of Applied Biomechanics, State University of Londrina Centre of Physical Education and Sport, Londrina, Brazil
| | - Rafael Deminice
- Department of Physical Education, State University of Londrina Centre of Physical Education and Sport, Londrina, Brazil
| | | | - Raul Osiecki
- Department of Physical Education, Federal University of Parana, Curitiba, Brazil
| | - Enio Ricardo Vaz Ronque
- Laboratory of Physcial Activity and Health, Department of Physical Education, State University of Londrina Centre of Physical Education and Sport, Londrina, Brazil
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Evans DA, Jackson DT, Kelly AL, Williams CA, McAuley AB, Knapman H, Morgan PT. Monitoring Postmatch Fatigue During a Competitive Season in Elite Youth Soccer Players. J Athl Train 2022; 57:184-190. [PMID: 34543430 PMCID: PMC8876877 DOI: 10.4085/1062-6050-0245.21] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
CONTEXT Countermovement jump (CMJ) and perceived wellness measures are useful for monitoring fatigue. Fatigue indicators should simultaneously show sensitivity to previous load and demonstrate influence on subsequent physical output; however, these factors have not been examined. OBJECTIVE To explore the efficacy of CMJ and wellness measures to both detect postmatch fatigue and predict subsequent physical match output in elite youth soccer players. DESIGN Cross-sectional study. PATIENTS OR OTHER PARTICIPANTS Sixteen soccer players (18 ± 1 years) from 36 English Football League Youth Alliance League fixtures. MAIN OUTCOME MEASURE(S) Physical match outputs (total distance, high-speed running, very high-speed running, and accelerations and decelerations [AD]) were recorded using a 10-Hz global positioning system and 200-Hz accelerometer device during competitive match play. The CMJ height and perceived wellness were assessed weekly and daily, respectively, as indirect indicators of fatigue. Four subunits of wellness (perceived soreness, energy, general stress, and sleep) were measured using customized psychometric questionnaires. RESULTS Simple linear regression showed that match AD predicted energy (R2 = 0.08, P = .001), stress (R2 = 0.09, P < .001), and total wellness (R2 = 0.06, P = .002) at 2 days postmatch. The CMJ (R2 = 0.05, P = .002), stress (R2 = 0.08, P < .001), sleep (R2 = 0.03, P = .034), and total wellness (R2 = 0.05, P = .006) measures at 5 days prematch predicted AD during the subsequent match. CONCLUSIONS The CMJ and wellness measures may be useful for detecting postmatch fatigue. Wellness scores, but not CMJ, at 5 days prematch influenced subsequent match output and therefore may be used to plan and periodize training for the upcoming microcycle.
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Affiliation(s)
- Daniel A. Evans
- Children's Health and Exercise Research Centre, College of Life & Environmental Sciences, University of Exeter, Devon, United Kingdom
| | - Daniel T. Jackson
- Faculty of Health, Education and Life Sciences, Birmingham City University, Birmingham, West Midlands, United Kingdom
| | - Adam L. Kelly
- Children's Health and Exercise Research Centre, College of Life & Environmental Sciences, University of Exeter, Devon, United Kingdom
,Faculty of Health, Education and Life Sciences, Birmingham City University, Birmingham, West Midlands, United Kingdom
,Exeter City Football Club, Devon, United Kingdom
| | - Craig A. Williams
- Children's Health and Exercise Research Centre, College of Life & Environmental Sciences, University of Exeter, Devon, United Kingdom
| | - Alexander B.T. McAuley
- Faculty of Health, Education and Life Sciences, Birmingham City University, Birmingham, West Midlands, United Kingdom
| | | | - Paul T. Morgan
- Children's Health and Exercise Research Centre, College of Life & Environmental Sciences, University of Exeter, Devon, United Kingdom
,Exeter City Football Club, Devon, United Kingdom
,Department of Sport and Exercise Sciences, Manchester Metropolitan University, United Kingdom
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Trecroci A, Perri E, Lombardi G, Banfi G, Del Vescovo R, Rosa EM, Alberti G, Iaia FM. Perceptual and Biochemical Responses in Relation to Different Match-Day +2 Training Interventions in Soccer Players. Front Physiol 2021; 12:685804. [PMID: 34248672 PMCID: PMC8264547 DOI: 10.3389/fphys.2021.685804] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 05/24/2021] [Indexed: 12/04/2022] Open
Abstract
The aim of this study was to examine the impact of two different post-match training interventions on the subsequent recovery of perceptual and biochemical parameters after the game. In a crossover design, eight sub-elite players underwent a soccer-specific training (SST) and an active recovery (AR) regimen on the second day after a match (+48 h). Muscle soreness as well as muscle damage (creatine kinase, CK), inflammatory (C-reactive protein and interleukin 6), immunological (e.g., lymphocytes, neutrophils, and monocytes), and endocrine (cortisol) markers were obtained at baseline (-72 h), immediately after (0 h), and 72 h post-match (+72 h). AR promoted a higher restoration of muscle soreness values (P = 0.004, η2 p = 0.49) together with a better restoration of CK within 72 h post-match compared with SST (P = 0.04, η2 p = 0.36). Conversely, no significant (P > 0.05, η2 p < 0.91) differences were observed in the recovery timeframe of inflammatory, immunological, and endocrine responses between SST and AR. Overall, AR elicited a quicker muscle soreness and CK restoration compared to SST intervention at 72 h post-match. Such information provides novel evidence-based findings on the appropriateness of different recovery strategies and may aid to improve the practitioners' decision-making process when two consecutive games are played within 3 days.
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Affiliation(s)
- Athos Trecroci
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milan, Italy
| | - Enrico Perri
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milan, Italy
| | - Giovanni Lombardi
- Laboratory of Experimental Biochemistry and Molecular Biology, IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
- Department of Athletics, Strength and Conditioning, Poznań University of Physical Education, Poznań, Poland
| | - Giuseppe Banfi
- Laboratory of Experimental Biochemistry and Molecular Biology, IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | | | | | - Giampietro Alberti
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milan, Italy
| | - F. Marcello Iaia
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milan, Italy
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Schuth G, Szigeti G, Dobreff G, Revisnyei P, Pasic A, Toka L, Gabbett T, Pavlik G. Factors Influencing Creatine Kinase Response in Youth National Team Soccer Players. Sports Health 2021; 13:332-340. [PMID: 33661041 DOI: 10.1177/1941738121999387] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Previous studies have examined the relationship between external training load and creatine kinase (CK) response after soccer matches in adults. This study aimed to build training- and match-specific CK prediction models for elite youth national team soccer players. HYPOTHESIS Training and match load will have different effects on the CK response of elite youth soccer players, and there will be position-specific differences in the most influential external and internal load parameters on the CK response. STUDY DESIGN Prospective cohort study. LEVEL OF EVIDENCE Level 4. METHODS Forty-one U16-U17 youth national team soccer players were measured over an 18-month period. Training and match load were monitored with global positioning system devices. Individual CK values were measured from whole blood every morning in training camps. The dataset consisted of 1563 data points. Clustered prediction models were used to examine the relationship between external/internal load and consecutive CK changes. Clusters were built based on the playing position and activity type. The performance of the linear regression models was described by the R2 and the root-mean-square error (RMSE, U/L for CK values). RESULTS The prediction models fitted similarly during games and training sessions (R2 = 0.38-0.88 vs 0.6-0.77), but there were large differences based on playing positions. In contrast, the accuracy of the models was better during training sessions (RMSE = 81-135 vs 79-209 U/L). Position-specific differences were also found in the external and internal load parameters, which best explained the CK changes. CONCLUSION The relationship between external/internal load parameters and CK changes are position specific and might depend on the type of session (training or match). Morning CK values also contributed to the next day's CK values. CLINICAL RELEVANCE The relationship between position-specific external/internal load and CK changes can be used to individualize postmatch recovery strategies and weekly training periodization with a view to optimize match performance.
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Affiliation(s)
- Gabor Schuth
- Department of Sports Medicine and Sport Science, Hungarian Football Federation, Budapest, Hungary.,Department of Health Sciences and Sport Medicine, University of Physical Education, Budapest, Hungary
| | - Gyorgy Szigeti
- Department of Sports Medicine and Sport Science, Hungarian Football Federation, Budapest, Hungary.,Department of Health Sciences and Sport Medicine, University of Physical Education, Budapest, Hungary
| | - Gergely Dobreff
- Budapest University of Technology and Economics (BME), MTA-BME Information Systems Research Group, Budapest, Hungary
| | - Peter Revisnyei
- Budapest University of Technology and Economics (BME), MTA-BME Information Systems Research Group, Budapest, Hungary
| | - Alija Pasic
- Budapest University of Technology and Economics (BME), MTA-BME Information Systems Research Group, Budapest, Hungary
| | - Laszlo Toka
- Budapest University of Technology and Economics (BME), MTA-BME Information Systems Research Group, Budapest, Hungary
| | - Tim Gabbett
- Gabbett Performance Solutions, Brisbane, Queensland, Australia.,Centre for Health Research, University of Southern Queensland, Ipswich, Queensland, Australia
| | - Gabor Pavlik
- Department of Health Sciences and Sport Medicine, University of Physical Education, Budapest, Hungary
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Becker M, Sperlich B, Zinner C, Achtzehn S. Intra-Individual and Seasonal Variation of Selected Biomarkers for Internal Load Monitoring in U-19 Soccer Players. Front Physiol 2020; 11:838. [PMID: 32848822 PMCID: PMC7417431 DOI: 10.3389/fphys.2020.00838] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Accepted: 06/22/2020] [Indexed: 11/13/2022] Open
Abstract
The aim of this study was to investigate inter-day and -week as well as intra- and inter-individual variation of selected biomarkers in high-performance youth soccer players to assist practitioners interpreting player's internal load to counteract underperformance and unwanted health risks. Eleven male youth soccer players were tested multiple times during two 3-week periods at midpoint (3-wkmid) and at the end (3-wkend) of the first half of a German under-19 1. Bundesliga season. The levels of creatine kinase (CK), urea, and C-reactive protein (CRP) were measured during 3-wkmid and 3-wkend each Monday, Wednesday, and Friday. In 3-wkmid the CK median was 14% higher (241 vs. 212 U/L) compared to 3-wkend (P = 0.26, ES = 0.16). Overall, the medians of CK, urea (P = 0.59, ES = 0.08), and CRP (P = 0.56, ES = 0.10) during 3-wkmid did not differ to the values of 3-wkend. Daily coefficient of variations (CVs) ranged from 22 to 71% (CK), 17 to 37% (urea), and 9 to 164% (CRP). Individual medians ranged from 101 to 350 U/L (CK), 23 to 50 mg/dL (urea), and 0.6 to 1.1 mg/L (CRP). High intra-individual variability was demonstrated by large intra-individual CVs (medians: CK 50%, urea 18%, and CRP 45%). Our data show (i) large inter-day and inter-week variability of all biomarkers, depending on the external load and (ii) considerable inter- and intra-individual parameter variations. Creatine kinase concentrations could sensitively reflect soccer-specific loads during the season.
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Affiliation(s)
- Manuel Becker
- Institute of Exercise Training and Sport Informatics, German Sport University Cologne, Cologne, Germany.,Decode Dynamics Sports Performance Institute, Waldbronn, Germany
| | - Billy Sperlich
- Integrative and Experimental Exercise Science and Training, Institute of Sport Science, University of Würzburg, Würzburg, Germany
| | - Christoph Zinner
- Department of Sport, University of Applied Sciences for Police and Administration of Hesse, Wiesbaden, Germany
| | - Silvia Achtzehn
- Institute of Cardiology and Sports Medicine, German Sport University Cologne, Cologne, Germany.,The German Research Centre of Elite Sport, German Sport University Cologne, Cologne, Germany
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