In-season internal and external training load quantification of an elite European soccer team

Elite soccer teams that participate in European competitions often have a difficult schedule, involving weeks in which they play up to three matches, which leads to acute and transient subjective, biochemical, metabolic and physical disturbances in players over the subsequent hours and days. Inadequate time recovery between matches can expose players to the risk of training and competing whilst not fully recovered. Controlling the level of effort and fatigue of players to reach higher performances during the matches is therefore critical. Therefore, the aim of the current study was to provide the first report of seasonal internal and external training load (TL) that included Hooper Index (HI) scores in elite soccer players during an in-season period. Sixteen elite soccer players were sampled, using global position system, session rating of perceived exertion (s-RPE) and HI scores during the daily training sessions throughout the 2015-2016 in-season period. Data were analysed across ten mesocycles (M: 1 to 10) and collected according to the number of days prior to a match. Total daily distance covered was higher at the start (M1 and M3) compared to the final mesocycle (M10) of the season. M1 (5589m) reached a greater distance than M5 (4473m) (ES = 9.33 [12.70, 5.95]) and M10 (4545m) (ES = 9.84 [13.39, 6.29]). M3 (5691m) reached a greater distance than M5 (ES = 9.07 [12.36, 5.78]), M7 (ES = 6.13 [8.48, 3.79]) and M10 (ES = 9.37 [12.76, 5.98]). High-speed running distance was greater in M1 (227m), than M5 (92m) (ES = 27.95 [37.68, 18.22]) and M10 (138m) (ES = 8.46 [11.55, 5.37]). Interestingly, the s-RPE response was higher in M1 (331au) in comparison to the last mesocycle (M10, 239au). HI showed minor variations across mesocycles and in days prior to the match. Every day prior to a match, all internal and external TL variables expressed significant lower values to other days prior to a match (p<0.01). In general, there were no differences between player positions. Conclusions Our results reveal that despite the existence of some significant differences between mesocycles, there were minor changes across the in-season period for the internal and external TL variables used. Furthermore, it was observed that MD-1 presented a reduction of external TL (regardless of mesocycle) while internal TL variables did not have the same record during in-season match-day-minus.

[1]  Barry Drust,et al.  Quantification of the physiological loading of one week of “pre-season” and one week of “in-season” training in professional soccer players , 2011, Journal of sports sciences.

[2]  P. Krustrup,et al.  High-intensity running in English FA Premier League soccer matches , 2009, Journal of sports sciences.

[3]  Greg Atkinson,et al.  Monitoring Fatigue During the In-Season Competitive Phase in Elite Soccer Players. , 2015, International journal of sports physiology and performance.

[4]  Barry Drust,et al.  Seasonal training-load quantification in elite English premier league soccer players. , 2015, International journal of sports physiology and performance.

[5]  Barry Drust,et al.  Quantification of training load during one-, two- and three-game week schedules in professional soccer players from the English Premier League: implications for carbohydrate periodisation , 2016, Journal of sports sciences.

[6]  J Bangsbo,et al.  The physiology of soccer--with special reference to intense intermittent exercise. , 2003, Acta physiologica Scandinavica. Supplementum.

[7]  Sue L. Hooper,et al.  Monitoring Overtraining in Athletes , 1995, Sports medicine.

[8]  A. Dellal,et al.  High-Intensity Training and Salivary Immunoglobulin A Responses in Professional Top-Level Soccer Players: Effect of Training Intensity , 2016, Journal of strength and conditioning research.

[9]  Shane Malone,et al.  Wellbeing perception and the impact on external training output among elite soccer players. , 2018, Journal of science and medicine in sport.

[10]  T. Reilly A motion analysis of work-rate in different positional roles in professional football match-play , 1976 .

[11]  Franco M Impellizzeri,et al.  Use of RPE-based training load in soccer. , 2004, Medicine and science in sports and exercise.

[12]  Robert G Lockie,et al.  A comparison of methods to quantify the in-season training load of professional soccer players. , 2013, International journal of sports physiology and performance.

[13]  D. Marinho,et al.  Pacing behaviour of players in team sports: Influence of match status manipulation and task duration knowledge , 2018, PloS one.

[14]  Jaime Sampaio,et al.  Effects of knowing the task duration on players’ pacing patterns during soccer small-sided games , 2018, Journal of sports sciences.

[15]  J. Mendiguchia,et al.  Negative Associations between Perceived Training Load, Volume and Changes in Physical Fitness in Professional Soccer Players. , 2015, Journal of sports science & medicine.

[16]  Paul S. Bradley,et al.  Evaluation of Research Using Computerised Tracking Systems (Amisco® and Prozone®) to Analyse Physical Performance in Elite Soccer: A Systematic Review , 2014, Sports Medicine.

[17]  Alex Martin,et al.  Investigation of anthropometric and work-rate profiles of elite South American international soccer players. , 2000, The Journal of sports medicine and physical fitness.

[18]  Julen Castellano,et al.  Reliability and Accuracy of 10 Hz GPS Devices for Short-Distance Exercise. , 2011, Journal of sports science & medicine.

[19]  R. Maddison,et al.  Global positioning system: a new opportunity in physical activity measurement , 2009, The international journal of behavioral nutrition and physical activity.

[20]  S. Marshall,et al.  Progressive statistics for studies in sports medicine and exercise science. , 2009, Medicine and science in sports and exercise.

[21]  C. Castagna,et al.  Variation in top level soccer match performance. , 2007, International journal of sports medicine.

[22]  Carlo Castagna,et al.  Relationship Between Indicators of Training Load in Soccer Players , 2013, Journal of strength and conditioning research.

[23]  C. Foster,et al.  A New Approach to Monitoring Exercise Training , 2001, Journal of strength and conditioning research.

[24]  C. Castagna,et al.  Influence of fatigue, stress, muscle soreness and sleep on perceived exertion during submaximal effort , 2013, Physiology & Behavior.

[25]  G Atkinson,et al.  Monitoring Training in Elite Soccer Players: Systematic Bias between Running Speed and Metabolic Power Data , 2013, International Journal of Sports Medicine.

[26]  E. Rampinini,et al.  Physiological assessment of aerobic training in soccer , 2005, Journal of sports sciences.

[27]  A. Mendez-villanueva,et al.  In-season training periodization of professional soccer players , 2017, Biology of sport.

[28]  D. Wong,et al.  Relationship between daily training load and psychometric status of professional soccer players , 2016, Research in sports medicine.

[29]  Jos Vanrenterghem,et al.  Training Load Monitoring in Team Sports: A Novel Framework Separating Physiological and Biomechanical Load-Adaptation Pathways , 2017, Sports Medicine.

[30]  Aaron J Coutts,et al.  A comparison of methods used for quantifying internal training load in women soccer players. , 2008, International journal of sports physiology and performance.

[31]  C. Castagna,et al.  Individual Training-Load and Aerobic-Fitness Variables in Premiership Soccer Players During the Precompetitive Season , 2013, Journal of strength and conditioning research.

[32]  G. Borg Perceived exertion as an indicator of somatic stress. , 2019, Scandinavian journal of rehabilitation medicine.

[33]  B Drust,et al.  Analysis of High Intensity Activity in Premier League Soccer , 2009, International journal of sports medicine.

[34]  Matthew C. Varley,et al.  Validity and reliability of GPS for measuring instantaneous velocity during acceleration, deceleration, and constant motion , 2012, Journal of sports sciences.

[35]  Karim Chamari,et al.  Monitoring training load and fatigue in soccer players with physiological markers , 2017, Physiology & Behavior.

[36]  Filipe Manuel Clemente,et al.  Internal training load and its longitudinal relationship with seasonal player wellness in elite professional soccer , 2017, Physiology & Behavior.

[37]  V. Di Salvo,et al.  Performance Characteristics According to Playing Position in Elite Soccer , 2006, International journal of sports medicine.

[38]  Ann C. Snyder,et al.  Effects of specific versus cross-training on running performance , 2004, European Journal of Applied Physiology and Occupational Physiology.

[39]  Aaron J Coutts,et al.  Variability of GPS units for measuring distance in team sport movements. , 2010, International journal of sports physiology and performance.

[40]  B. Drust,et al.  DEVELOPING A PHYSIOLOGY-BASED SPORTS SCIENCE SUPPORT STRATEGY IN THE PROFESSIONAL GAME , 2013 .

[41]  Richard Akenhead,et al.  Examining the External Training Load of an English Premier League Football Team With Special Reference to Acceleration , 2016, Journal of strength and conditioning research.

[42]  J. Mendiguchia,et al.  Rating of Muscular and Respiratory Perceived Exertion in Professional Soccer Players , 2014, Journal of strength and conditioning research.

[43]  Richard Mullen,et al.  Technical and Physical Performance over an English Championship League Season , 2014 .

[44]  Ross Tucker,et al.  The Role of Information Processing Between the Brain and Peripheral Physiological Systems in Pacing and Perception of Effort , 2006, Sports medicine.

[45]  Peter J. Beek,et al.  Quantification of in-season training load relative to match load in professional Dutch Eredivisie football players , 2017 .