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      Associations Between Variations in Accumulated Workload and Physiological Variables in Young Male Soccer Players Over the Course of a Season

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          Abstract

          This study sought to analyze the relationship between in-season training workload with changes in aerobic power (VO 2m ax ), maximum and resting heart rate (HR max and HR rest ), linear sprint medium (LSM), and short test (LSS), in soccer players younger than 16 years (under-16 soccer players). We additionally aimed to explain changes in fitness levels during the in-season through regression models, considering accumulated load, baseline levels, and peak height velocity (PHV) as predictors. Twenty-three male sub-elite soccer players aged 15.5 ± 0.2 years (PHV: 13.6 ± 0.4 years; body height: 172.7 ± 4.2 cm; body mass: 61.3 ± 5.6 kg; body fat: 13.7% ± 3.9%; VO 2m ax : 48.4 ± 2.6 mL⋅kg –1⋅min –1), were tested three times across the season (i.e., early-season (EaS), mid-season (MiS), and end-season (EnS) for VO 2m ax , HR max , LSM, and LSS. Aerobic and speed variables gradually improved over the season and had a strong association with PHV. Moreover, the HR max demonstrated improvements from EaS to EnS; however, this was more evident in the intermediate period (from EaS to MiS) and had a strong association with VO 2m ax . Regression analysis showed significant predictions for VO 2m ax [ F ( 2, 20) = 8.18, p ≤ 0.001] with an R 2 of 0.45. In conclusion, the meaningful variation of youth players’ fitness levels can be observed across the season, and such changes can be partially explained by the load imposed.

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          The yo-yo intermittent recovery test: physiological response, reliability, and validity.

          To examine the physiological response and reproducibility of the Yo-Yo intermittent recovery test and its application to elite soccer. Heart rate was measured, and metabolites were determined in blood and muscle biopsies obtained before, during, and after the Yo-Yo test in 17 males. Physiological measurements were also performed during a Yo-Yo retest and an exhaustive incremental treadmill test (ITT). Additionally, 37 male elite soccer players performed two to four seasonal tests, and the results were related to physical performance in matches. The test-retest CV for the Yo-Yo test was 4.9%. Peak heart rate was similar in ITT and Yo-Yo test (189 +/- 2 vs 187 +/- 2 bpm), whereas peak blood lactate was higher (P < 0.05) in the Yo-Yo test. During the Yo-Yo test, muscle lactate increased eightfold (P < 0.05) and muscle creatine phosphate (CP) and glycogen decreased (P < 0.05) by 51% and 23%, respectively. No significant differences were observed in muscle CP, lactate, pH, or glycogen between 90 and 100% of exhaustion time. During the precompetition period, elite soccer players improved (P < 0.05) Yo-Yo test performance and maximum oxygen uptake ([OV0312]O(2max)) by 25 +/- 6 and 7 +/- 1%, respectively. High-intensity running covered by the players during games was correlated to Yo-Yo test performance (r = 0.71, P < 0.05) but not to [OV0312]O(2max) and ITT performance. The test had a high reproducibility and sensitivity, allowing for detailed analysis of the physical capacity of athletes in intermittent sports. Specifically, the Yo-Yo intermittent recovery test was a valid measure of fitness performance in soccer. During the test, the aerobic loading approached maximal values, and the anaerobic energy system was highly taxed. Additionally, the study suggests that fatigue during intense intermittent short-term exercise was unrelated to muscle CP, lactate, pH, and glycogen.
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            An assessment of maturity from anthropometric measurements.

            The range of variability between individuals of the same chronological age (CA) in somatic and biological maturity is large and especially accentuated around the adolescent growth spurt. Maturity assessment is an important consideration when dealing with adolescents, from both a research perspective and youth sports stratification. A noninvasive, practical method predicting years from peak height velocity (a maturity offset value) by using anthropometric variables is developed in one sample and cross-validated in two different samples. Gender specific multiple regression equations were calculated on a sample of 152 Canadian children aged 8-16 yr (79 boys; 73 girls) who were followed through adolescence from 1991 to 1997. The equations included three somatic dimensions (height, sitting height, and leg length), CA, and their interactions. The equations were cross-validated on a combined sample of Canadian (71 boys, 40 girls measured from 1964 through 1973) and Flemish children (50 boys, 48 girls measured from 1985 through 1999). The coefficient of determination (R2) for the boys' model was 0.92 and for the girls' model 0.91; the SEEs were 0.49 and 0.50, respectively. Mean difference between actual and predicted maturity offset for the verification samples was 0.24 (SD 0.65) yr in boys and 0.001 (SD 0.68) yr in girls. Although the cross-validation meets statistical standards for acceptance, caution is warranted with regard to implementation. It is recommended that maturity offset be considered as a categorical rather than a continuous assessment. Nevertheless, the equations presented are a reliable, noninvasive and a practical solution for the measure of biological maturity for matching adolescent athletes
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              The evolution of physical and technical performance parameters in the English Premier League.

              This study examined the evolution of physical and technical soccer performance across a 7-season period in the English Premier League. Match performance observations (n=14 700) were analysed for emergent trends. Total distance covered during a match was ~2% lower in 2006-07 compared to 2012-13. Across 7 seasons, high-intensity running distance and actions increased by ~30% (890±299 vs. 1 151±337 m, p 0.6), the number of long passes varied little (p<0.001; ES: 0.11). This data demonstrates evolution of physical and technical parameters in the English Premier League, and could be used to aid talent identification, training and conditioning preparation.
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                Author and article information

                Contributors
                Journal
                Front Physiol
                Front Physiol
                Front. Physiol.
                Frontiers in Physiology
                Frontiers Media S.A.
                1664-042X
                18 March 2021
                2021
                : 12
                : 638180
                Affiliations
                [1] 1Department of Physical Education and Sports, University of Granada , Granada, Spain
                [2] 2HEME Research Group, Faculty of Sport Sciences, University of Extremadura , Cáceres, Spain
                [3] 3Sports Scientist, Sepahan Football Club , Isfahan, Iran
                [4] 4Department of Arts, Humanities and Sport, Polytechnic Institute of Beja , Beja, Portugal
                [5] 5Research Center in Sport Sciences, Health Sciences and Human Development , Vila Real, Portugal
                [6] 6Escola Superior Desporto e Lazer, Instituto Politécnico de Viana do Castelo , Viana do Castelo, Portugal
                [7] 7Centre for Intelligent Healthcare, Coventry University , Coventry, United-Kingdom
                [8] 8Division of Training and Movement Sciences, University of Potsdam , Potsdam, Germany
                [9] 9Movement, Sport, Health and Sciences Laboratory (M2S), University of Rennes 2 , Rennes, France
                Author notes

                Edited by: Emiliano Cè, University of Milan, Italy

                Reviewed by: Luiz Guilherme Antonacci Guglielmo, Federal University of Santa Catarina, Brazil; João Pedro Duarte, University of Coimbra, Portugal

                *Correspondence: Hadi Nobari, hadi.nobari1@ 123456gmail.com

                These authors share last authorship

                This article was submitted to Exercise Physiology, a section of the journal Frontiers in Physiology

                Article
                10.3389/fphys.2021.638180
                8012769
                33815144
                f59d3da6-4591-41ac-ad61-e53cf80ff719
                Copyright © 2021 Nobari, Alves, Clemente, Pérez-Gómez, Clark, Granacher and Zouhal.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 05 December 2020
                : 09 February 2021
                Page count
                Figures: 3, Tables: 5, Equations: 0, References: 57, Pages: 12, Words: 0
                Funding
                Funded by: Deutsche Forschungsgemeinschaft 10.13039/501100001659
                Categories
                Physiology
                Original Research

                Anatomy & Physiology
                internal load,heart rate,linear sprint,aerobic power,football
                Anatomy & Physiology
                internal load, heart rate, linear sprint, aerobic power, football

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