Pub Date : 2025-08-13eCollection Date: 2026-01-01DOI: 10.5114/biolsport.2026.153313
Mouna Abrougui, Refka Hassine, Monia Zaouali, Asma Ben Abdelaziz, Asma Omezzine, Meriam Denguezli
Metabolic syndrome (MetS) is a cluster of key clinical risk factors for cardiovascular disease (CVD) and type 2 diabetes mellitus (T2DM), making it essential to address its components through targeted lifestyle interventions, such as exercise. This study aimed to investigate the impact of a combined training (CT) programme on adult women diagnosed with MetS. We hypothesized that participating in the programme would improve glucose and lipid metabolism, cardiovascular health, functional fitness abilities (FFA), body composition and anthropometrics in women with MetS. 105 inactive women were randomly assigned to either a CT (n=84) or control group (n=21). The CT group performed supervised combined aerobic and resistance training 3 days/week for 6 months. Blood glucose, haemoglobin A1c (HbA1c), insulin levels, homeostatic model assessment for insulin resistance (HOMA-IR), lipid profile, mean arterial pressure (MAP), resting (r-HR) and maximal heart rate (max-HR), body composition, anthropometrics and FFA were assessed before and after 3 and 6 months of training. After 3 months, the CT group showed significant improvements compared to controls in blood glucose (-36.4%), HbA1c (-22.8%), HOMA-IR (-12.5%), MAP (-16.9%), max-HR (-5.3%), r-HR (-20.4%), skeletal muscle to fat ratio (MFR) (+37.5%), and FFA (+200%). At 6 months, benefits were sustained or enhanced, particularly in glycaemic regulation, cardiovascular parameters, MFR, and FFA levels (p < 0.05). MFR was positively and linearly associated with changes in FFA, cardiovascular function, and glycometabolic markers. A 24-week CT programme significantly improved key MetS parameters in women, suggesting that it may be an effective non-pharmacological strategy to reduce CVD and T2DM risk.
{"title":"Twenty-four weeks of combined exercise training prevents metabolic syndrome progression in adult women: evidence from a randomized controlled trial.","authors":"Mouna Abrougui, Refka Hassine, Monia Zaouali, Asma Ben Abdelaziz, Asma Omezzine, Meriam Denguezli","doi":"10.5114/biolsport.2026.153313","DOIUrl":"10.5114/biolsport.2026.153313","url":null,"abstract":"<p><p>Metabolic syndrome (MetS) is a cluster of key clinical risk factors for cardiovascular disease (CVD) and type 2 diabetes mellitus (T2DM), making it essential to address its components through targeted lifestyle interventions, such as exercise. This study aimed to investigate the impact of a combined training (CT) programme on adult women diagnosed with MetS. We hypothesized that participating in the programme would improve glucose and lipid metabolism, cardiovascular health, functional fitness abilities (FFA), body composition and anthropometrics in women with MetS. 105 inactive women were randomly assigned to either a CT (n=84) or control group (n=21). The CT group performed supervised combined aerobic and resistance training 3 days/week for 6 months. Blood glucose, haemoglobin A1c (HbA1c), insulin levels, homeostatic model assessment for insulin resistance (HOMA-IR), lipid profile, mean arterial pressure (MAP), resting (r-HR) and maximal heart rate (max-HR), body composition, anthropometrics and FFA were assessed before and after 3 and 6 months of training. After 3 months, the CT group showed significant improvements compared to controls in blood glucose (-36.4%), HbA1c (-22.8%), HOMA-IR (-12.5%), MAP (-16.9%), max-HR (-5.3%), r-HR (-20.4%), skeletal muscle to fat ratio (MFR) (+37.5%), and FFA (+200%). At 6 months, benefits were sustained or enhanced, particularly in glycaemic regulation, cardiovascular parameters, MFR, and FFA levels (p < 0.05). MFR was positively and linearly associated with changes in FFA, cardiovascular function, and glycometabolic markers. A 24-week CT programme significantly improved key MetS parameters in women, suggesting that it may be an effective non-pharmacological strategy to reduce CVD and T2DM risk.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"177-186"},"PeriodicalIF":4.2,"publicationDate":"2025-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884897/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159443","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-08-06eCollection Date: 2026-01-01DOI: 10.5114/biolsport.2026.152351
Raynier Montoro-Bombú, Hugo Sarmento, Armando Costa, Valter Pinheiro, Paulo Malico Sousa, Carlo Buzzichelli, Luis Rama
The Integral Reactive Strength Index (IRSI) has recently been described in the literature as a new indicator that normalizes the reactive strength index based on fall height. This study aimed to compare the effects of a plyometric training program based on IRSI versus a traditional jump training program on spatiotemporal variables associated with the performance of national-level jumpers and sprinters. A randomized, crossover trial with three parallel groups was conducted. Twenty-seven male track and field athletes were divided into three groups. The G-RT1 group consisting of 9 participants, began the experiment with IRSI-based training as the load prescription criterion. The G-PT2 group consisting of 10 participants, started the experiment with traditional plyometric training, and the control group, G-CT3, consisting of 8 participants, continued its usual training. After 19 weeks, a two-way mixed analysis of variance for the G-RT1 group found a significant interaction and large effect sizes (ES) in the group-time relationship in the 60 m dash (p ≤ 0. 001; f = 101.2; η2 = 0.089), and the standing triple jump (STJ) (p ≤ 0.001; f = 119.8; η2 = 0.031). The G-PT2 also showed better results, but the ES was lower for the standing long jump (p ≤ 0.001; f = 52.7; η2 = 0.045), and the STJ (p ≤ 0.001; f = 22.7; ηp2 = 0.011). Meanwhile, the G-CT3 did not show significant improvement at the end of the program. It is concluded that the IRSI-based plyometric training program produces better results than the traditional program. The use of IRSI-based improves individualization, emphasizes high-intensity maintenance, and induces better results with less training volume.
{"title":"Effect of plyometric training based on the integral reactive strength index of national-level jumpers and sprinters. A randomized crossover trial.","authors":"Raynier Montoro-Bombú, Hugo Sarmento, Armando Costa, Valter Pinheiro, Paulo Malico Sousa, Carlo Buzzichelli, Luis Rama","doi":"10.5114/biolsport.2026.152351","DOIUrl":"10.5114/biolsport.2026.152351","url":null,"abstract":"<p><p>The Integral Reactive Strength Index (IRSI) has recently been described in the literature as a new indicator that normalizes the reactive strength index based on fall height. This study aimed to compare the effects of a plyometric training program based on IRSI versus a traditional jump training program on spatiotemporal variables associated with the performance of national-level jumpers and sprinters. A randomized, crossover trial with three parallel groups was conducted. Twenty-seven male track and field athletes were divided into three groups. The G-RT1 group consisting of 9 participants, began the experiment with IRSI-based training as the load prescription criterion. The G-PT2 group consisting of 10 participants, started the experiment with traditional plyometric training, and the control group, G-CT3, consisting of 8 participants, continued its usual training. After 19 weeks, a two-way mixed analysis of variance for the G-RT1 group found a significant interaction and large effect sizes (ES) in the group-time relationship in the 60 m dash (p ≤ 0. 001; f = 101.2; η<sup>2</sup> = 0.089), and the standing triple jump (STJ) (p ≤ 0.001; f = 119.8; η<sup>2</sup> = 0.031). The G-PT2 also showed better results, but the ES was lower for the standing long jump (p ≤ 0.001; f = 52.7; η<sup>2</sup> = 0.045), and the STJ (p ≤ 0.001; f = 22.7; ηp<sup>2</sup> = 0.011). Meanwhile, the G-CT3 did not show significant improvement at the end of the program. It is concluded that the IRSI-based plyometric training program produces better results than the traditional program. The use of IRSI-based improves individualization, emphasizes high-intensity maintenance, and induces better results with less training volume.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"127-138"},"PeriodicalIF":4.2,"publicationDate":"2025-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884893/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Caffeine is widely utilized as an ergogenic aid in sports, yet its interaction with gut microbiota - a key modulator of metabolic and physiological processes - remains underexplored in athletic populations. This study aimed to investigate whether caffeine supplementation enhances the athletic performance of football players through gut microbiota regulation, thereby bridging the gap between caffeine's ergogenic effects and microbial mediation mechanisms. A 7-day randomized, double-blind, placebo-controlled trial was conducted with 32 male national-level football players. Participants were allocated to either a caffeine group (3 mg/kg body mass) or a placebo group. Performance assessments included agility tests, 30-m repeated sprints, technical dribbling tasks, and aerobic endurance evaluations. Fecal samples were analyzed via 16S rRNA sequencing to assess microbial diversity and composition. Structural equation modeling (SEM) was employed to evaluate the mediating role of gut microbiota. Caffeine supplementation significantly improved agility (p < 0.001, Cohen's d = 1.1), sprint performance (p = 0.007, d = 0.7), and technical execution (p = 0.003, d = 0.7) compared to placebo. Gut microbiota alpha diversity (Chao1, Shannon) increased in the caffeine group (p < 0.05), with enrichment of Prevotella, Bacteroides, and Veillonella. SEM revealed that 33.3% of caffeine's performance-enhancing effect was mediated by microbial diversity (β = 0.2, p = 0.01), while no direct caffeine-performance pathway was observed (p = 0.2). These findings demonstrate that caffeine enhances football-specific performance partially through gut microbiota modulation, emphasizing the microbiome's role in translating nutritional interventions into athletic gains. Future research should explore long-term microbial adaptations and personalized strategies combining caffeine with microbiome-targeted therapies.
咖啡因在运动中被广泛用作促人体运动的助剂,但它与肠道微生物群(代谢和生理过程的关键调节剂)的相互作用在运动人群中仍未得到充分研究。本研究旨在探讨咖啡因补充剂是否通过调节肠道微生物群来提高足球运动员的运动成绩,从而弥合咖啡因的人体效应和微生物介导机制之间的差距。对32名男性国家级足球运动员进行了为期7天的随机、双盲、安慰剂对照试验。参与者被分配到咖啡因组(每公斤体重3毫克)或安慰剂组。性能评估包括敏捷性测试、30米重复冲刺、技术运球任务和有氧耐力评估。通过16S rRNA测序分析粪便样品,评估微生物多样性和组成。采用结构方程模型(SEM)评价肠道菌群的调节作用。与安慰剂相比,咖啡因补充剂显著提高了敏捷性(p < 0.001, Cohen’s d = 1.1)、冲刺表现(p = 0.007, d = 0.7)和技术执行力(p = 0.003, d = 0.7)。咖啡因组肠道菌群α多样性(Chao1, Shannon)增加(p < 0.05), Prevotella、Bacteroides和Veillonella富集。扫描电镜显示,33.3%的咖啡因效能提升效应是由微生物多样性介导的(β = 0.2, p = 0.01),而没有直接的咖啡因效能提升途径(p = 0.2)。这些发现表明,咖啡因在一定程度上通过调节肠道微生物群来提高足球特定表现,强调了微生物群在将营养干预转化为运动成绩方面的作用。未来的研究应该探索长期的微生物适应和个性化策略,将咖啡因与微生物组靶向治疗相结合。
{"title":"The impact of caffeine-mediated gut microbiota regulation on the athletic performance of football players.","authors":"Jianlou Yang, Hongda Zhu, Bo Yao, Wei Zhang, Xiaodong Xing, Weibo Cheng, Chen Dong","doi":"10.5114/biolsport.2026.153312","DOIUrl":"10.5114/biolsport.2026.153312","url":null,"abstract":"<p><p>Caffeine is widely utilized as an ergogenic aid in sports, yet its interaction with gut microbiota - a key modulator of metabolic and physiological processes - remains underexplored in athletic populations. This study aimed to investigate whether caffeine supplementation enhances the athletic performance of football players through gut microbiota regulation, thereby bridging the gap between caffeine's ergogenic effects and microbial mediation mechanisms. A 7-day randomized, double-blind, placebo-controlled trial was conducted with 32 male national-level football players. Participants were allocated to either a caffeine group (3 mg/kg body mass) or a placebo group. Performance assessments included agility tests, 30-m repeated sprints, technical dribbling tasks, and aerobic endurance evaluations. Fecal samples were analyzed via 16S rRNA sequencing to assess microbial diversity and composition. Structural equation modeling (SEM) was employed to evaluate the mediating role of gut microbiota. Caffeine supplementation significantly improved agility (p < 0.001, Cohen's d = 1.1), sprint performance (p = 0.007, d = 0.7), and technical execution (p = 0.003, d = 0.7) compared to placebo. Gut microbiota alpha diversity (Chao1, Shannon) increased in the caffeine group (p < 0.05), with enrichment of <i>Prevotella, Bacteroides</i>, and <i>Veillonella</i>. SEM revealed that 33.3% of caffeine's performance-enhancing effect was mediated by microbial diversity (β = 0.2, p = 0.01), while no direct caffeine-performance pathway was observed (p = 0.2). These findings demonstrate that caffeine enhances football-specific performance partially through gut microbiota modulation, emphasizing the microbiome's role in translating nutritional interventions into athletic gains. Future research should explore long-term microbial adaptations and personalized strategies combining caffeine with microbiome-targeted therapies.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"115-125"},"PeriodicalIF":4.2,"publicationDate":"2025-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884884/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159452","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-08-06eCollection Date: 2026-01-01DOI: 10.5114/biolsport.2026.153305
Ryland Morgans, Rafael Oliveira, Mauro Mandorino, Piotr Zmijewski, Ben Ryan, Toni Modric, Jose Teixeira, Alexandre Moreira
This study investigated the relationship between acute and chronic training load metrics and non-contact muscle injuries in elite soccer players employing a novel statistical approach. A retrospective analysis was conducted during the 2020/21 season on 30 senior outfield players from an English Premier League club. Global Positioning System (GPS) technology monitored total distance, high-speed running (HSR) distance (5.5-7 m/s), sprint distance (> 7 m/s), and peak speed during training sessions and matches. A total of 42 injuries were documented, with an incidence of 8.94 injuries per 1000 hours, although only 12 non-contact muscle injuries were included in the analysis that occurred at 2.5 per 1000 hours of exposure. Acute (7-day) and chronic (28-day) training loads were examined, and data preprocessing addressed missing values and multicollinearity. To address class imbalance, the dataset was balanced using the Synthetic Minority Over-Sampling Technique (SMOTE) prior to logistic regression. Four significant predictors were retained: acute HSR (β = -0.175, p < 0.001), acute sprint distance (β = -0.613, p < 0.001), acute peak speed (β = 1.101, p < 0.001), and chronic total distance (β = 2.234, p < 0.001). The model demonstrated excellent discriminative ability with an AUC-ROC of 0.80. The results showed that higher acute volumes of HSR and sprint distance serve as protective factors against non-contact muscle injuries, whereas an increase in acute peak speed and chronic total distance significantly elevates injury risk. These findings underscore the importance of regular exposure to HSR to enhance injury resilience, while excessive load and peak speed may contribute to neuromuscular fatigue and overload.
本研究采用一种新颖的统计方法调查了精英足球运动员急性和慢性训练负荷指标与非接触性肌肉损伤之间的关系。对2020/21赛季英超某俱乐部的30名高级外场球员进行了回顾性分析。全球定位系统(GPS)技术监测训练和比赛期间的总距离、高速跑(HSR)距离(5.5-7米/秒)、冲刺距离(5.5-7米/秒)和峰值速度。总共记录了42例损伤,每1000小时发生8.94例损伤,尽管只有12例非接触性肌肉损伤被包括在分析中,每1000小时暴露2.5例。对急性(7天)和慢性(28天)训练负荷进行了检查,数据预处理解决了缺失值和多重共线性问题。为了解决类别不平衡问题,在逻辑回归之前,使用合成少数过度抽样技术(SMOTE)来平衡数据集。保留了四个显著的预测因子:急性高铁(β = -0.175, p < 0.001)、急性冲刺距离(β = -0.613, p < 0.001)、急性峰值速度(β = 1.101, p < 0.001)和慢性总距离(β = 2.234, p < 0.001)。该模型具有良好的判别能力,AUC-ROC为0.80。结果表明,较高的急性高铁量和冲刺距离是对非接触性肌肉损伤的保护因素,而急性峰值速度和慢性总距离的增加显著提高了损伤风险。这些发现强调了定期暴露于高铁对增强损伤恢复力的重要性,而过度负荷和峰值速度可能会导致神经肌肉疲劳和过载。
{"title":"The loading impact of training and match-play on non-contact muscle injuries in elite male soccer players. A seasonal analysis.","authors":"Ryland Morgans, Rafael Oliveira, Mauro Mandorino, Piotr Zmijewski, Ben Ryan, Toni Modric, Jose Teixeira, Alexandre Moreira","doi":"10.5114/biolsport.2026.153305","DOIUrl":"10.5114/biolsport.2026.153305","url":null,"abstract":"<p><p>This study investigated the relationship between acute and chronic training load metrics and non-contact muscle injuries in elite soccer players employing a novel statistical approach. A retrospective analysis was conducted during the 2020/21 season on 30 senior outfield players from an English Premier League club. Global Positioning System (GPS) technology monitored total distance, high-speed running (HSR) distance (5.5-7 m/s), sprint distance (> 7 m/s), and peak speed during training sessions and matches. A total of 42 injuries were documented, with an incidence of 8.94 injuries per 1000 hours, although only 12 non-contact muscle injuries were included in the analysis that occurred at 2.5 per 1000 hours of exposure. Acute (7-day) and chronic (28-day) training loads were examined, and data preprocessing addressed missing values and multicollinearity. To address class imbalance, the dataset was balanced using the Synthetic Minority Over-Sampling Technique (SMOTE) prior to logistic regression. Four significant predictors were retained: acute HSR (β = -0.175, <i>p</i> < 0.001), acute sprint distance (β = -0.613, <i>p</i> < 0.001), acute peak speed (β = 1.101, <i>p</i> < 0.001), and chronic total distance (β = 2.234, <i>p</i> < 0.001). The model demonstrated excellent discriminative ability with an AUC-ROC of 0.80. The results showed that higher acute volumes of HSR and sprint distance serve as protective factors against non-contact muscle injuries, whereas an increase in acute peak speed and chronic total distance significantly elevates injury risk. These findings underscore the importance of regular exposure to HSR to enhance injury resilience, while excessive load and peak speed may contribute to neuromuscular fatigue and overload.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"107-114"},"PeriodicalIF":4.2,"publicationDate":"2025-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884896/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159510","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-08-05eCollection Date: 2026-01-01DOI: 10.5114/biolsport.2026.153304
Ronan Kavanagh, Kevin McDaid, Jack McDonnell, David Rhodes, David Tivey, Jill Alexander, Damian Harper, Piotr Zmijewski, Ryland Morgans
This study aimed to assess the interchangeability between tracking variables derived from Global Positioning System (GPS) and those of an Optical Tracking System (OTS) in elite soccer players. Twenty-six male professional outfield soccer players (age 27 ± 4 years, height 182 ± 6.67 cm, mass 80.73 ± 7.74 kg) from an English Premier League (EPL) team formed the sample. Positional information was recorded using a GPS (10 Hz Apex, STATSports, Belfast, UK) and concomitantly by an OTS using six semi-automated HD cameras sampling at a frequency of 25 Hz (Second Spectrum, Los Angeles, USA). While differences exist for both total distance and high-speed running (HSR) between the GPS and OTS, the GPS was highly correlated with the OTS (r2 > 0.99). The OTS displayed the highest values across all three examined variables. Total distance was 4% higher on average when utilising the OTS, while HSR and sprint distance were 12% and 18% higher respectively. Given its importance and the differences observed, regression equations should be utilised to align GPS and OTS data to allow practitioners to evaluate running performance and optimally prepare players for the demands of the game more effectively.
{"title":"Interchangeability of external player load variables from different athlete tracking systems in English Premier League soccer players.","authors":"Ronan Kavanagh, Kevin McDaid, Jack McDonnell, David Rhodes, David Tivey, Jill Alexander, Damian Harper, Piotr Zmijewski, Ryland Morgans","doi":"10.5114/biolsport.2026.153304","DOIUrl":"10.5114/biolsport.2026.153304","url":null,"abstract":"<p><p>This study aimed to assess the interchangeability between tracking variables derived from Global Positioning System (GPS) and those of an Optical Tracking System (OTS) in elite soccer players. Twenty-six male professional outfield soccer players (age 27 ± 4 years, height 182 ± 6.67 cm, mass 80.73 ± 7.74 kg) from an English Premier League (EPL) team formed the sample. Positional information was recorded using a GPS (10 Hz Apex, STATSports, Belfast, UK) and concomitantly by an OTS using six semi-automated HD cameras sampling at a frequency of 25 Hz (Second Spectrum, Los Angeles, USA). While differences exist for both total distance and high-speed running (HSR) between the GPS and OTS, the GPS was highly correlated with the OTS (r<sup>2</sup> > 0.99). The OTS displayed the highest values across all three examined variables. Total distance was 4% higher on average when utilising the OTS, while HSR and sprint distance were 12% and 18% higher respectively. Given its importance and the differences observed, regression equations should be utilised to align GPS and OTS data to allow practitioners to evaluate running performance and optimally prepare players for the demands of the game more effectively.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"45-52"},"PeriodicalIF":4.2,"publicationDate":"2025-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884882/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-08-05eCollection Date: 2026-01-01DOI: 10.5114/biolsport.2026.153309
Claudio A Casal, José Luis Losada, Ana M de Benito Trigueros, Rubén Maneiro, Iyán Iván-Baragaño
Women's football has experienced significant growth in sporting, economic, and social interest. However, there remains a shortage of studies examining key technical-tactical performance indicators in elite competitions. This research aimed to identify and quantify the influence of technical-tactical indicators on the effectiveness of offensive dynamic transitions in elite women's football, using a machine learning approach. To this end, 3,610 dynamic offensive transitions recorded across 35 matches from the final stages of the FIFA Women's World Cup 2023, UEFA Women's Euro, and UEFA Women's Champions League 2023/24 were analysed using an observational methodology. An ad hoc observation instrument, Transfootb, was developed to record teams' offensive behaviours, opponents' defensive responses, and the match context at the time of the offensive dynamic transition. A chi-square test was applied to identify associations between variables, followed by the training of a Random Forest model to predict transition outcomes. Additionally, ShAP values were computed and visualised to interpret the influence of the predictors. The model achieved an area under the curve of 0.78, with a recall of 18% and a specificity of 96%. The results indicate that the execution mode of offensive transitions and the match context significantly influence offensive success. Specifically, penetrating passes (≥ 3), counterattacks, and an opponent's low defensive positioning were the key predictors of successful offensive transitions. This study provides valuable scientific evidence to optimise strategic decision-making in dynamic offensive transitions in elite women's football. Furthermore, it highlights the potential of machine learning in analysing and predicting performance in sport-specific actions.
{"title":"Key performance indicators of offensive transitions in elite women's football: a machine learning and explainability approach.","authors":"Claudio A Casal, José Luis Losada, Ana M de Benito Trigueros, Rubén Maneiro, Iyán Iván-Baragaño","doi":"10.5114/biolsport.2026.153309","DOIUrl":"10.5114/biolsport.2026.153309","url":null,"abstract":"<p><p>Women's football has experienced significant growth in sporting, economic, and social interest. However, there remains a shortage of studies examining key technical-tactical performance indicators in elite competitions. This research aimed to identify and quantify the influence of technical-tactical indicators on the effectiveness of offensive dynamic transitions in elite women's football, using a machine learning approach. To this end, 3,610 dynamic offensive transitions recorded across 35 matches from the final stages of the FIFA Women's World Cup 2023, UEFA Women's Euro, and UEFA Women's Champions League 2023/24 were analysed using an observational methodology. An <i>ad hoc</i> observation instrument, <i>Transfootb</i>, was developed to record teams' offensive behaviours, opponents' defensive responses, and the match context at the time of the offensive dynamic transition. A chi-square test was applied to identify associations between variables, followed by the training of a Random Forest model to predict transition outcomes. Additionally, ShAP values were computed and visualised to interpret the influence of the predictors. The model achieved an area under the curve of 0.78, with a recall of 18% and a specificity of 96%. The results indicate that the execution mode of offensive transitions and the match context significantly influence offensive success. Specifically, penetrating passes (≥ 3), counterattacks, and an opponent's low defensive positioning were the key predictors of successful offensive transitions. This study provides valuable scientific evidence to optimise strategic decision-making in dynamic offensive transitions in elite women's football. Furthermore, it highlights the potential of machine learning in analysing and predicting performance in sport-specific actions.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"53-64"},"PeriodicalIF":4.2,"publicationDate":"2025-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884906/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159362","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-08-05eCollection Date: 2026-01-01DOI: 10.5114/biolsport.2026.153332
Juan Del Coso, Beatriz Lara, César Gallo-Salazar, Francisco Areces, Millán Aguilar-Navarro, Verónica Giráldez-Costas, Jorge Gutiérrez-Hellín, Fernando Valero, Juan Jose Salinero
Research specifically investigating the distinct pharmacological and expectancy effects of caffeine using the deceptive placebo-balanced design remains scarce and with contradictory results. The aim of this study was to investigate the potential synergy between the pharmacological and expectancy effects of caffeine on exercise performance by using a placebo-balanced design. Sixteen physically trained athletes (11 males and 5 females; 21.7 ± 5.0 yr) participated in a study with a deceptive protocol including four randomized conditions: placebo informed-placebo ingested (control); placebo informed-caffeine ingested (pharmacological effect); caffeine informed-placebo ingested (expectancy effect); and caffeine informed-caffeine ingested (combined effects). Sixty minutes after ingestion, participants performed a countermovement jump, a standing triple jump, a medicine ball throw and a 20-m running sprint test. Relative to control, the pharmacological effect trial increased standing triple jump distance (+2.1% p = 0.032; Cohen's d= 0.59) and reduced 20-m sprint time (-0.8% p = 0.030; Cohen's d= 0.60). The combined effect trial reduced 20-m sprint time (-0.8% p = 0.021; Cohen's d= 0.64) in comparison to control. The expectancy effect trial did not modify performance in any of the performance tests with respect to control. When averaging the performance across all four tests, improvements relative to the control trial were +0.9%, +0.6% and +1.3% for pharmacological, expectancy and combined effects, respectively. The ingestion of caffeine, whether or not participants expected to receive it, improved exercise performance. This suggests that the primary driver of caffeine's ergogenic effect is its pharmacological action, with only a minor contribution from expectancy.
专门研究咖啡因使用欺骗性安慰剂平衡设计的独特药理学和预期效应的研究仍然很少,结果也相互矛盾。本研究的目的是通过使用安慰剂平衡设计来研究咖啡因对运动表现的药理学和预期效应之间的潜在协同作用。16名训练有素的运动员(11名男性和5名女性,年龄21.7±5.0岁)参加了一项欺骗性方案的研究,该方案包括四种随机情况:告知安慰剂-服用安慰剂(对照组);安慰剂告知-咖啡因摄入(药理作用);咖啡因告知-安慰剂摄入(预期效应);摄入咖啡因(综合效应)。摄入后60分钟,参与者进行了反向跳跃、立定三级跳、掷实心球和20米短跑测试。与对照组相比,药理作用组立定三级跳距离增加(+2.1% p = 0.032, Cohen’s d= 0.59), 20米冲刺时间缩短(-0.8% p = 0.030, Cohen’s d= 0.60)。与对照组相比,联合效应试验减少了20米冲刺时间(-0.8% p = 0.021; Cohen’s d= 0.64)。与对照组相比,期望效应试验没有改变任何性能测试中的性能。当对所有四项测试的表现进行平均时,相对于对照试验,药理学、预期和综合效应的改善分别为+0.9%、+0.6%和+1.3%。无论参与者是否期望摄入咖啡因,咖啡因的摄入都提高了他们的运动表现。这表明咖啡因的人体作用的主要驱动因素是它的药理作用,只有一小部分来自预期。
{"title":"Exploring the potential synergistic pharmacological and psychological effects of caffeine on exercise performance: a placebo-balanced study.","authors":"Juan Del Coso, Beatriz Lara, César Gallo-Salazar, Francisco Areces, Millán Aguilar-Navarro, Verónica Giráldez-Costas, Jorge Gutiérrez-Hellín, Fernando Valero, Juan Jose Salinero","doi":"10.5114/biolsport.2026.153332","DOIUrl":"10.5114/biolsport.2026.153332","url":null,"abstract":"<p><p>Research specifically investigating the distinct pharmacological and expectancy effects of caffeine using the deceptive placebo-balanced design remains scarce and with contradictory results. The aim of this study was to investigate the potential synergy between the pharmacological and expectancy effects of caffeine on exercise performance by using a placebo-balanced design. Sixteen physically trained athletes (11 males and 5 females; 21.7 ± 5.0 yr) participated in a study with a deceptive protocol including four randomized conditions: placebo informed-placebo ingested (control); placebo informed-caffeine ingested (pharmacological effect); caffeine informed-placebo ingested (expectancy effect); and caffeine informed-caffeine ingested (combined effects). Sixty minutes after ingestion, participants performed a countermovement jump, a standing triple jump, a medicine ball throw and a 20-m running sprint test. Relative to control, the pharmacological effect trial increased standing triple jump distance (+2.1% p = 0.032; Cohen's <i>d</i>= 0.59) and reduced 20-m sprint time (-0.8% p = 0.030; Cohen's <i>d</i>= 0.60). The combined effect trial reduced 20-m sprint time (-0.8% p = 0.021; Cohen's <i>d</i>= 0.64) in comparison to control. The expectancy effect trial did not modify performance in any of the performance tests with respect to control. When averaging the performance across all four tests, improvements relative to the control trial were +0.9%, +0.6% and +1.3% for pharmacological, expectancy and combined effects, respectively. The ingestion of caffeine, whether or not participants expected to receive it, improved exercise performance. This suggests that the primary driver of caffeine's ergogenic effect is its pharmacological action, with only a minor contribution from expectancy.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"95-105"},"PeriodicalIF":4.2,"publicationDate":"2025-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884890/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159176","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-08-05eCollection Date: 2026-01-01DOI: 10.5114/biolsport.2026.153308
Jui-Tai Chen, Yi-Hsuan Chang, Cesar Barquero, Chin-An Wang
This study investigated pupil dynamics to establish a physiological index of mental processes associated with executive functioning, enabling objective evaluation of cognitive load during training to improve understanding of cognitive control in sport-specific contexts. Using video-based eye-tracking, we examined pupil and saccade responses in athletes (N = 40) and non-athletes (N = 40) performing an interleaved prosaccade and anti-saccade task. In this task, participants were instructed prior to target appearance to either make a reflexive saccade toward the target (pro-saccade) or inhibit that response and generate a voluntary saccade in the opposite direction (anti-saccade). Larger pupil dilation prior to target onset was observed during anti-saccade compared to pro-saccade preparation (p < 0.001, ηp2 = 0.153). Athletes showed reduced pupil dilation compared to non-athletes (p < 0.05, ηp2 = 0.049). In addition, trials with larger pupil dilation and smaller tonic pupil sizes were associated with faster saccade reaction times. Pupil dilation also positively correlated with saccade peak velocities but showed no association with saccade endpoint accuracy. These findings suggest that athletes may engage in more efficient motor preparation, as reflected by reduced pupil dilation. Moreover, phasic pupil dilation, indexing cognitive load, and tonic pupil size, associated with arousal level, both contributed to the control of saccade dynamics during goal-directed movements. Together, these results highlight the utility of pupil size as an objective and informative index for assessing both cognitive and arousal functions in sports science research.
{"title":"Pupil dynamics reveal preparatory processes in the generation of pro-saccades and anti-saccades in open skill sports athletes.","authors":"Jui-Tai Chen, Yi-Hsuan Chang, Cesar Barquero, Chin-An Wang","doi":"10.5114/biolsport.2026.153308","DOIUrl":"10.5114/biolsport.2026.153308","url":null,"abstract":"<p><p>This study investigated pupil dynamics to establish a physiological index of mental processes associated with executive functioning, enabling objective evaluation of cognitive load during training to improve understanding of cognitive control in sport-specific contexts. Using video-based eye-tracking, we examined pupil and saccade responses in athletes (N = 40) and non-athletes (N = 40) performing an interleaved prosaccade and anti-saccade task. In this task, participants were instructed prior to target appearance to either make a reflexive saccade toward the target (pro-saccade) or inhibit that response and generate a voluntary saccade in the opposite direction (anti-saccade). Larger pupil dilation prior to target onset was observed during anti-saccade compared to pro-saccade preparation (p < 0.001, ηp<sup>2</sup> = 0.153). Athletes showed reduced pupil dilation compared to non-athletes (p < 0.05, ηp<sup>2</sup> = 0.049). In addition, trials with larger pupil dilation and smaller tonic pupil sizes were associated with faster saccade reaction times. Pupil dilation also positively correlated with saccade peak velocities but showed no association with saccade endpoint accuracy. These findings suggest that athletes may engage in more efficient motor preparation, as reflected by reduced pupil dilation. Moreover, phasic pupil dilation, indexing cognitive load, and tonic pupil size, associated with arousal level, both contributed to the control of saccade dynamics during goal-directed movements. Together, these results highlight the utility of pupil size as an objective and informative index for assessing both cognitive and arousal functions in sports science research.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"77-94"},"PeriodicalIF":4.2,"publicationDate":"2025-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884883/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-08-05eCollection Date: 2026-01-01DOI: 10.5114/biolsport.2025.151657
Juan Sánchez-Valdepeñas, Luis Rodiles-Guerrero, Pedro Jesús Cornejo-Daza, Jose Antonio Paez-Maldonado, Clara Cano-Castillo, Beatriz Bachero-Mena, Miguel Sánchez-Moreno, Juan José González-Badillo, Eduardo Saez de Villarreal, Fernando Pareja-Blanco
To analyse the effects of four full squat (SQ) training programmes with different velocity loss (VL) thresholds (0%, 10%, 20%, and 40%) with blood flow restriction (BFR) implementation on muscle size, lower limb strength, and neuromuscular adaptations. Forty-six strength-trained men carried out an 8-week (16 sessions) SQ training programme with BFR that differed in the VL attained within the set: BFR 0% VL (BFR0, n = 11), BFR 10% VL (BFR10, n = 11), BFR 20% VL (BFR20, n = 11), and BFR 40% VL (BFR40, n = 13). The same inter-set recovery (2 minutes), sets (3), intensity (from 55% to 70% 1RM), and level of BFR (50% of arterial occlusion pressure) were established for all groups. Before and after the training intervention, the following tests were carried out: 1) vastus lateralis muscle size; 2) countermovement jump; 3) maximal isometric SQ test; 4) progressive loading SQ test; and 5) fatigue SQ test. Muscle hypertrophy increased as the VL increased ("group × time" interaction: p = 0.013). Only BFR20 significantly improved force production at various time intervals ("group × time" interactions: p ≤ 0.05). Moreover, effect sizes suggest that low-to-moderate VL thresholds maximize the improvements in SQ strength against different loads (BFR0: 0.47-1.75; BFR10: 0.61-1.96; BFR20: 0.71-2.18; BFR40: 0.38-1.53). In BFR contexts, low-to-moderate VL thresholds should be prescribed to optimize leg strength performance. Extremely low VL (i.e., 0%) seemed insufficient to maximize strength gains, while higher VL thresholds are more effective for promoting muscle hypertrophy but may somewhat compromise strength improvements.
分析四种不同速度损失(VL)阈值(0%、10%、20%和40%)的全深蹲(SQ)训练方案以及血流量限制(BFR)对肌肉大小、下肢力量和神经肌肉适应的影响。46名接受力量训练的男性进行了为期8周(16次)的SQ训练计划,其中BFR的VL不同:BFR 0% VL (BFR0, n = 11), BFR 10% VL (BFR10, n = 11), BFR 20% VL (BFR20, n = 11), BFR 40% VL (BFR40, n = 13)。各组间恢复时间(2分钟)、组数(3组)、强度(从55%到70% 1RM)和BFR水平(动脉闭塞压的50%)均相同。在训练干预前后进行以下测试:1)股外侧肌大小;2)反向跳跃;最大等距SQ测验;4)逐级加载SQ试验;5)疲劳SQ试验。肌肉肥大随着VL的增加而增加(“组×时间”相互作用:p = 0.013)。只有BFR20在不同的时间间隔内显著改善了产力(“组×时间”交互作用:p≤0.05)。此外,效应量表明,低至中等VL阈值对不同负荷下SQ强度的改善最大(BFR0: 0.47-1.75; BFR10: 0.61-1.96; BFR20: 0.71-2.18; BFR40: 0.38-1.53)。在BFR的情况下,应该规定低到中等的VL阈值来优化腿部力量表现。极低的VL(即0%)似乎不足以最大限度地增加力量,而较高的VL阈值对于促进肌肉肥大更有效,但可能在一定程度上损害力量的提高。
{"title":"Effects of velocity loss with blood flow restriction in full squat on strength gains, neuromuscular adaptations, and muscle hypertrophy.","authors":"Juan Sánchez-Valdepeñas, Luis Rodiles-Guerrero, Pedro Jesús Cornejo-Daza, Jose Antonio Paez-Maldonado, Clara Cano-Castillo, Beatriz Bachero-Mena, Miguel Sánchez-Moreno, Juan José González-Badillo, Eduardo Saez de Villarreal, Fernando Pareja-Blanco","doi":"10.5114/biolsport.2025.151657","DOIUrl":"10.5114/biolsport.2025.151657","url":null,"abstract":"<p><p>To analyse the effects of four full squat (SQ) training programmes with different velocity loss (VL) thresholds (0%, 10%, 20%, and 40%) with blood flow restriction (BFR) implementation on muscle size, lower limb strength, and neuromuscular adaptations. Forty-six strength-trained men carried out an 8-week (16 sessions) SQ training programme with BFR that differed in the VL attained within the set: BFR 0% VL (BFR0, n = 11), BFR 10% VL (BFR10, n = 11), BFR 20% VL (BFR20, n = 11), and BFR 40% VL (BFR40, n = 13). The same inter-set recovery (2 minutes), sets (3), intensity (from 55% to 70% 1RM), and level of BFR (50% of arterial occlusion pressure) were established for all groups. Before and after the training intervention, the following tests were carried out: 1) vastus lateralis muscle size; 2) countermovement jump; 3) maximal isometric SQ test; 4) progressive loading SQ test; and 5) fatigue SQ test. Muscle hypertrophy increased as the VL increased (\"group × time\" interaction: p = 0.013). Only BFR20 significantly improved force production at various time intervals (\"group × time\" interactions: p ≤ 0.05). Moreover, effect sizes suggest that low-to-moderate VL thresholds maximize the improvements in SQ strength against different loads (BFR0: 0.47-1.75; BFR10: 0.61-1.96; BFR20: 0.71-2.18; BFR40: 0.38-1.53). In BFR contexts, low-to-moderate VL thresholds should be prescribed to optimize leg strength performance. Extremely low VL (i.e., 0%) seemed insufficient to maximize strength gains, while higher VL thresholds are more effective for promoting muscle hypertrophy but may somewhat compromise strength improvements.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"43 ","pages":"65-75"},"PeriodicalIF":4.2,"publicationDate":"2025-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12884888/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146159390","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-08-04eCollection Date: 2025-10-01DOI: 10.5114/biolsport.2025.151645
Tomás García-Calvo, David Lobo-Triviño, José C Ponce-Bordón, Borja Sanabria-Pino, Roberto López Del Campo, Ricardo Resta, Paweł Chmura
The present study aimed to analyse the match running performance differences across 5-minute time intervals considering the players' participation in matches. A total of 381,194 individual match observations from professional soccer players competing in the First (n = 171,957) and Second (n = 209,237) Spanish soccer leagues over the 2022/23 season were collected. Soccer players were classified according to their participation in matches. Total distance (TD), very high-speed running (VHSR, 21-24 km × h-1), and sprinting speed running distance (Sprint, > 24 km × h-1) were analysed using a computerized tracking system (TRACAB, Chyronhego, New York, NY). Match data were divided into pre-defined 5-minute intervals. Linear mixed models were performed to analyse match running performance over the 5-minute intervals while controlling the influence of match participation. The main results showed a decrease in match running performance as the match time progressed, from the 55th-60th minute onward (p < .001), although match participation also had a significant influence. Specifically, substitute players covered significantly greater VHSR (p < .001) and Sprint distances (p < .001) than the rest of the players during their time of participation. These findings provide knowledge about the evolution of match running performance over match time. Finally, analysis of 5-minute intervals may help coaches understand the periods of matches where player substitutions are most effective.
本研究旨在分析在考虑球员参加比赛的情况下,5分钟时间间隔内比赛跑动表现的差异。从2022/23赛季西班牙甲级联赛(n = 171,957)和二级联赛(n = 209,237)的职业足球运动员中收集了381,194份个人比赛观察数据。足球运动员根据参加比赛的情况被分类。使用计算机跟踪系统(TRACAB, Chyronhego, New York, NY)分析总距离(TD)、超高速跑(VHSR, 21-24 km × h-1)和短跑速度跑距离(Sprint, > 24 km × h-1)。比赛数据被划分为预定义的5分钟间隔。在控制比赛参与影响的同时,执行线性混合模型来分析5分钟间隔内的比赛运行性能。主要结果显示,随着比赛时间的推移,从第55 -60分钟开始,比赛跑步表现下降(p < .001),尽管比赛参与也有显著影响。具体来说,替补球员在参加比赛期间的VHSR (p < 0.001)和冲刺距离(p < 0.001)显著高于其他球员。这些发现提供了关于比赛跑步性能随比赛时间演变的知识。最后,对5分钟时间间隔的分析可以帮助教练了解球员换人最有效的比赛时期。
{"title":"Do players in Spanish professional soccer leagues maintain match running performance until the end of the match? A 5-minute interval analysis by match participation.","authors":"Tomás García-Calvo, David Lobo-Triviño, José C Ponce-Bordón, Borja Sanabria-Pino, Roberto López Del Campo, Ricardo Resta, Paweł Chmura","doi":"10.5114/biolsport.2025.151645","DOIUrl":"10.5114/biolsport.2025.151645","url":null,"abstract":"<p><p>The present study aimed to analyse the match running performance differences across 5-minute time intervals considering the players' participation in matches. A total of 381,194 individual match observations from professional soccer players competing in the First (n = 171,957) and Second (n = 209,237) Spanish soccer leagues over the 2022/23 season were collected. Soccer players were classified according to their participation in matches. Total distance (TD), very high-speed running (VHSR, 21-24 km × h<sup>-1</sup>), and sprinting speed running distance (Sprint, > 24 km × h<sup>-1</sup>) were analysed using a computerized tracking system (TRACAB, Chyronhego, New York, NY). Match data were divided into pre-defined 5-minute intervals. Linear mixed models were performed to analyse match running performance over the 5-minute intervals while controlling the influence of match participation. The main results showed a decrease in match running performance as the match time progressed, from the 55<sup>th</sup>-60<sup>th</sup> minute onward (p < .001), although match participation also had a significant influence. Specifically, substitute players covered significantly greater VHSR (p < .001) and Sprint distances (p < .001) than the rest of the players during their time of participation. These findings provide knowledge about the evolution of match running performance over match time. Finally, analysis of 5-minute intervals may help coaches understand the periods of matches where player substitutions are most effective.</p>","PeriodicalId":55365,"journal":{"name":"Biology of Sport","volume":"42 4","pages":"345-352"},"PeriodicalIF":4.2,"publicationDate":"2025-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12490322/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145233850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}