1
|
Fallon Verbruggen F, Kaľata M, Marenčáková J, Malý T, Zahálka F. The effect of biological maturation on foot morphology, and their relation to postural stability performance in male footballers. J Sports Med Phys Fitness 2023; 63:1155-1164. [PMID: 37535341 DOI: 10.23736/s0022-4707.23.15037-7] [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: 08/04/2023]
Abstract
BACKGROUND Biological maturity (BM) and foot morphology (FM) can independently alter neuromuscular loading on the ankle-foot complex, potentially causing stability deficits and injury predisposition. However, the influence of BM on FM, and how much both explain neuromuscular performance in postural stability (PS) tests, has been understudied. This study aimed to investigate the effect of BM on FM, and then discover to what extent both factors explain the variance in PS performance in adolescent footballers. METHODS Over one season, 399 three-dimensional foot scans were gathered from 72 footballers (U12-U15). PS was measured by center of pressure (COP) displacement in bilateral and unilateral stance. The Khamis and Roche equation determined maturity status (MS), while formulae from Mirwald and Khamis and Roche estimated timing of biological maturation (TBM). Principal component analysis determined nine principal components that explained the most variance in FM. An ANCOVA determined the effect of TBM on FM principal components, with covariates of age, height, weight, playing position, and foot preference. Step-wise linear regression determined the explanation of COP displacement by the above-mentioned predictors. RESULTS There was significantly increased foot pronation during and after peak height velocity/puberty. MS and four foot principal components (foot arch and width, great toe width and length) were significant predictors in all PS tests (R2: 0.105-0.180). CONCLUSIONS TBM had a significant effect on FM presentation, and should be a part of adolescent foot assessment. While they only explained a small amount of variance, determining MS and FM may identify those requiring additional PS attention.
Collapse
Affiliation(s)
- Ferdia Fallon Verbruggen
- Sport Research Center, Faculty of Physical Education and Sport, Charles University, Prague, Czech Republic -
| | - Maroš Kaľata
- Sport Research Center, Faculty of Physical Education and Sport, Charles University, Prague, Czech Republic
| | - Jitka Marenčáková
- Sport Research Center, Faculty of Physical Education and Sport, Charles University, Prague, Czech Republic
| | - Tomáš Malý
- Sport Research Center, Faculty of Physical Education and Sport, Charles University, Prague, Czech Republic
| | - František Zahálka
- Sport Research Center, Faculty of Physical Education and Sport, Charles University, Prague, Czech Republic
| |
Collapse
|
2
|
Fallon Verbruggen F, Marenčáková J, Zahálka F. The relationship of three-dimensional foot morphology to clinical assessments and postural stability in adolescent male footballers. J Foot Ankle Res 2023; 16:50. [PMID: 37596668 PMCID: PMC10439672 DOI: 10.1186/s13047-023-00636-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Accepted: 06/05/2023] [Indexed: 08/20/2023] Open
Abstract
BACKGROUND Foot morphology is associated with altered loading of the ankle-foot complex in adolescent footballers, predisposing to pain and injury. However, usual singular plane clinical assessments do not accurately capture the 3D nature of foot morphology. A new approach is 3D laser scanning, with statistical shape model techniques creating individual-to-group comparison. However, no research exists on the adolescent, football-playing foot. Furthermore, a link between 3D foot morphology, and usual clinical and performance measures would be beneficial for practical implementation. METHODS Four hundred forty-seven 3D foot scans from 224 elite male footballers (U12-U19) in bilateral stance were collected and further processed with statistical shape model techniques. Weighted shape parameters for individual principal components (Modes) were extracted for each foot. Centre of pressure displacement expressed as total travelled way in millimetres was calculated for bilateral and unilateral postural stability measures. Clinical assessments (Clarke's Angle, Resting Calcaneal Stance Position) were calculated on the 3D foot scans. Differences in weighted shape parameters, postural stability measures, and clinical assessments between age groups were determined by ANOVA. Correlations determined the relationship of Modes and clinical assessments to postural stability measures. Linear regression established if clinical assessments predicted the mode describing foot arch variation. RESULTS Age groups significantly differed for Mode 1 (foot length), Mode 2 (foot arch), and Mode 5 (tibial rotation relative to the foot) (p < 0.05). Resting Calcaneal Stance Position (r = .663) and Clarke's Angle (r = -.445) were low-to-moderately correlated to Mode 2 (both p < 0.001), and linear regression found they were both significant predictors of Mode 2, though only moderately (R2 = .522). There were low correlations of foot morphology to the postural stability tests. CONCLUSION This is the first study to describe the 3D foot morphology of male football-playing adolescents, and discover the differences between age groups. This will improve understanding and assessment of foot morphology in male adolescents because 2D techniques, as discovered in this study, do not strongly correlate to, nor predict, the 3D foot arch. Foot morphology was only lowly correlated to postural stability, thus a multifaceted program would be required for improvements.
Collapse
Affiliation(s)
- Ferdia Fallon Verbruggen
- Sport Research Centre, Faculty of Physical Education and Sport, Charles University, José Martího 269/31, Praha 6, 162 00, Prague, Czech Republic.
| | - Jitka Marenčáková
- Sport Research Centre, Faculty of Physical Education and Sport, Charles University, José Martího 269/31, Praha 6, 162 00, Prague, Czech Republic
| | - František Zahálka
- Sport Research Centre, Faculty of Physical Education and Sport, Charles University, José Martího 269/31, Praha 6, 162 00, Prague, Czech Republic
| |
Collapse
|
3
|
Viseu JP, Yiou E, Morin PO, Olivier A. Sport dependent effects on the sensory control of balance during upright posture: a comparison between professional horseback riders, judokas and non-athletes. Front Hum Neurosci 2023; 17:1213385. [PMID: 37584030 PMCID: PMC10423814 DOI: 10.3389/fnhum.2023.1213385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 07/11/2023] [Indexed: 08/17/2023] Open
Abstract
Introduction Compared to judokas (JU) and non-athletes (NA), horseback riders (HR) may develop specific changes in their sensory control of balance. Methods Thirty-four international-level JU, twenty-seven international-level HR and twenty-one NA participated. Participants stood upright on a plateform (static condition) or on a seesaw device with an instability along the mediolateral (ML) or the anteroposterior (AP) direction (dynamic conditions). These conditions were carried out with eyes opened (EO) or closed (EC), and with (wF) or without a foam (nF). Experimental variables included conventional (linear), non-linear center-of-pressure (COP) parameters, Romberg Quotient (RQ) and Plantar Quotient (PQ). Results Group effects. COP Surface (COPS) and standard deviation of COP along AP (SDY) were lower in HR than in JU in Static. SD Y was lower in HR than in JU in Dynamic AP. COP velocity (COPV) was lower in both HR and JU than in NA in Static and Dynamic. Sample entropy along AP and ML (SampEnY and SampEnX) were higher in HR than in JU in Static. SampEnY was higher in HR than in JU in Dynamic ML. Sensory effects. In EC, COPV was lower in JU than in NA in Dynamic AP, and lower in JU than in both HR and NA in Dynamic ML. In EO, COPV was lower in both JU and HR than in NA in Dynamic ML. RQ applied to COPS was lower in JU than in both HR and NA in Dynamic AP, and lower in JU than in HR in Dynamic ML. RQ applied to COPV was lower in JU than in both HR and NA in Static and Dynamic. PQ applied to COPS was higher in JU than in both HR and NA in Dynamic ML. Conclusion Results showed that the effects of sport expertise on postural control could only be revealed with specific COP variables and were directionally oriented and sport-dependant. HR seem to rely more on vision than JU, thus revealing that the contribution of the sensory inputs to balance control is also sport-dependent. Results open up new knowledge on the specificity of sport practice on multisensory balance information during upright posture.
Collapse
Affiliation(s)
- Jean-Philippe Viseu
- CIAMS, Université Paris-Saclay, Orsay, France
- CIAMS, Université d’Orléans, Orléans, France
| | - Eric Yiou
- CIAMS, Université Paris-Saclay, Orsay, France
- CIAMS, Université d’Orléans, Orléans, France
| | | | - Agnès Olivier
- CIAMS, Université Paris-Saclay, Orsay, France
- CIAMS, Université d’Orléans, Orléans, France
- Institut Français du Cheval et de l’Equitation, Plateau technique de Saumur, Saumur, France
| |
Collapse
|
4
|
Mordillo E, Zago M. Motion characteristics of Under-15, Under-17 and Under-19 Italian youth women soccer matches. J Sports Med Phys Fitness 2023; 63:223-229. [PMID: 35686863 DOI: 10.23736/s0022-4707.22.13923-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
BACKGROUND Despite the constant development of women's football, few studies to date addressed the physical requirements of youth female soccer players in regional (specific) contexts. This research characterized the activity profiles of élite Italian U15, U17 and U19 female games. METHODS Sixty players (U15, N.=18; U17, N.=20; U19, N.=22) from a high-level club in North-East Italy were involved. Players were equipped with a 10-Hz GPS device. Forty-six games were monitored (9 vs. 9 for U15, 11 vs. 11 for U17-U19) and the following dependent variables were extracted: total distance, equivalent distance, normalized distance (m/min) in six speed and metabolic power ranges. Total high-speed (>14.1 km/h) and total high-power (>18 W) distances were computed based on thresholds parametrized to the young female athlete. A multivariate general linear model was fit to analyze the effect of age category, match periods and their interaction. RESULTS Some game parameters increased with age, especially from U15 to U17. Among them: total distance (5.5 km, 7.8 km, and 8.8 km for U15, U17, U19), distance at very-high (18-22 km/h) and maximum (>22 km/h) speed, distance at high power (18-31.5 W). Normalized distance was ~90 m/min and comparable among age groups. A reduction of very-high (31.5-49.5 W) and maximum power (>49.5 W) distance was observed in U15 matches, and of high-power distance in U17 and U19. CONCLUSIONS These findings quantify the physical demands of Italian youth female match-play. These data support evidence-based training planning, set a reference for players approaching higher playing standards, and could suggest informed redesign of playing formats.
Collapse
Affiliation(s)
| | - Matteo Zago
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milan, Italy -
| |
Collapse
|
5
|
Zemková E, Kováčiková Z. Sport-specific training induced adaptations in postural control and their relationship with athletic performance. Front Hum Neurosci 2023; 16:1007804. [PMID: 36712149 PMCID: PMC9877433 DOI: 10.3389/fnhum.2022.1007804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Accepted: 12/28/2022] [Indexed: 01/13/2023] Open
Abstract
Effects of various exercise programs on postural balance control in athletes and their underlying physiological mechanisms have been extensively investigated. However, little is known regarding how challenging sport-specific conditions contribute to the improvement of body balance and to what extent these changes may be explained by sensorimotor and/or neuromuscular function adaptations. Analysis of the literature could provide useful information on the interpretation of changes in postural sway variables in response to long-term sport-specific training and their association with performance measures. Therefore, the aim of this scoping review was (1) to analyze the literature investigating postural control adaptations induced by sport-specific training and their relationship with measures of athletic performance, and (2) to identify gaps in the existing research and to propose suggestions for future studies. A literature search conducted with Scopus, Web of Science, MEDLINE and Cochrane Library was completed by Elsevier, SpringerLink and Google Scholar with no date restrictions. Overall, 126 articles were eligible for inclusion. However, the association between variables of postural balance control and measures of sport-specific performance was investigated in only 14 of the articles. A relationship between static and/or dynamic balance and criterion measures of athletic performance was revealed in shooting, archery, golf, baseball, ice-hockey, tennis, and snowboarding. This may be ascribed to improved ability of athletes to perform postural adjustments in highly balanced task demands. However, the extent to which sport-specific exercises contribute to their superior postural stability is unknown. Although there is a good deal of evidence supporting neurophysiological adaptations in postural balance control induced by body conditioning exercises, little effort has been made to explain balance adaptations induced by sport-specific exercises and their effects on athletic performance. While an enhancement in athletic performance is often attributed to an improvement of neuromuscular functions induced by sport-specific balance exercises, it can be equally well ascribed to their improvement by general body conditioning exercises. Therefore, the relevant experiments have yet to be conducted to investigate the relative contributions of each of these exercises to improving athletic performance.
Collapse
Affiliation(s)
- Erika Zemková
- Department of Biological and Medical Sciences, Faculty of Physical Education and Sport, Comenius University in Bratislava, Bratislava, Slovakia,Faculty of Health Sciences, University of St. Cyril and Methodius in Trnava, Trnava, Slovakia,*Correspondence: Erika Zemková,
| | - Zuzana Kováčiková
- Institute of Physical Education and Sport, Pavol Jozef Šafárik University in Košice, Košice, Slovakia
| |
Collapse
|
6
|
Zemková E, Zapletalová L. The Role of Neuromuscular Control of Postural and Core Stability in Functional Movement and Athlete Performance. Front Physiol 2022; 13:796097. [PMID: 35283763 PMCID: PMC8909639 DOI: 10.3389/fphys.2022.796097] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Accepted: 01/07/2022] [Indexed: 11/28/2022] Open
Abstract
Balance and core stabilization exercises have often been associated with improved athlete performance and/or decreased incidence of injuries. While these exercises seem to be efficient in the prevention of injuries, there is insufficient evidence regarding their role in sport-specific performance and related functional movements. The aim of this scoping review is (1) to map the literature that investigates whether currently available variables of postural and core stability are functionally related to athlete performance in sports with high demands on body balance and spinal posture and (2) to identify gaps in the literature and suggest further research on this topic. The literature search conducted on MEDLINE, Scopus, Web of Science, PubMed, and Cochrane Library databases was completed by Google Scholar, SpringerLink, and Elsevier. Altogether 21 articles met the inclusion criteria. Findings revealed that postural stability plays an important role in performance in archery, biathlon, gymnastics, shooting, and team sports (e.g., basketball, hockey, soccer, tennis). Also core stability and strength represent an integral part of athlete performance in sports based on lifting tasks and trunk rotations. Variables of these abilities are associated with performance-related skills in cricket, cycling, running, and team sports (e.g., baseball, football, hockey, netball, soccer, tennis). Better neuromuscular control of postural and core stability contribute to more efficient functional movements specific to particular sports. Training programs incorporating general and sport-specific exercises that involve the use of postural and core muscles showed an improvement of body balance, back muscle strength, and endurance. However, there is controversy about whether the improvement in these abilities is translated into athletic performance. There is still a lack of research investigating the relationship of body balance and stability of the core with sport-specific performance. In particular, corresponding variables should be better specified in relation to functional movements in sports with high demands on postural and core stability. Identifying the relationship of passive, active, and neural mechanisms underlying balance control and spinal posture with athlete performance would provide a basis for a multifaced approach in designing training and testing tools addressing postural and core stability in athletes under sport-specific conditions.
Collapse
Affiliation(s)
- Erika Zemková
- Department of Biological and Medical Sciences, Faculty of Physical Education and Sport, Comenius University in Bratislava, Bratislava, Slovakia
- Sports Technology Institute, Faculty of Electrical Engineering and Information Technology, Slovak University of Technology, Bratislava, Slovakia
- Faculty of Health Sciences, University of Ss. Cyril and Methodius in Trnava, Trnava, Slovakia
- *Correspondence: Erika Zemková, , orcid.org/0000-0003-0938-5691
| | - Ludmila Zapletalová
- Faculty of Health Sciences, University of Ss. Cyril and Methodius in Trnava, Trnava, Slovakia
| |
Collapse
|
7
|
Malina RM, Coelho-e-Silva MJ, Martinho DV, Sousa-e-Siva P, Figueiredo AJ, Cumming SP, Králík M, Kozieł SM. Observed and predicted ages at peak height velocity in soccer players. PLoS One 2021; 16:e0254659. [PMID: 34310636 PMCID: PMC8312932 DOI: 10.1371/journal.pone.0254659] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 06/30/2021] [Indexed: 11/24/2022] Open
Abstract
The purpose of the study was to evaluate predicted maturity offset (time before age at PHV) and age at PHV (chronological age [CA] minus maturity offset) in a longitudinal sample of 58 under-13 club level soccer players in central Portugal for whom ages at PHV were estimated with the SITAR model. Two maturity offset prediction equations were applied: the original equation which requires CA sitting height, estimated leg length, height and weight, and a modified equation which requires CA and height. Predicted maturity offset increased, on average, with CA at prediction throughout the age range considered, while variation in predicted maturity offset and ages at PHV within CA groups was considerably reduced compared to variation in observed ages at offset and at PHV. Predicted maturity offset and ages at PHV were consistently later than observed maturity offset and age at PHV among early maturing players, and earlier than observed in late maturing players. Both predicted offset and ages at PHV with the two equations were, on average, later than observed among players maturing on time. Intra-individual variation in predicted ages at PHV with each equation was considerable. The results for soccer players were consistent with similar studies in the general population and two recent longitudinal studies of soccer players. The results question the utility of predicted maturity offset and age at PHV as valid indicators of maturity timing and status.
Collapse
Affiliation(s)
- Robert M. Malina
- Department of Kinesiology and Health Education, University of Texas, Austin, Texas, United States of America
- University of Louisville, School of Public Health and Information Sciences, Louisville, Kentucky, United States of America
| | - Manuel J. Coelho-e-Silva
- University of Coimbra, FCDEF, Coimbra, Portugal
- University of Coimbra, CIDAF (uid/dtp/04213/2020), Coimbra, Portugal
| | - Diogo V. Martinho
- University of Coimbra, FCDEF, Coimbra, Portugal
- University of Coimbra, CIDAF (uid/dtp/04213/2020), Coimbra, Portugal
| | - Paulo Sousa-e-Siva
- University of Coimbra, FCDEF, Coimbra, Portugal
- University of Coimbra, CIDAF (uid/dtp/04213/2020), Coimbra, Portugal
| | - Antonio J. Figueiredo
- University of Coimbra, FCDEF, Coimbra, Portugal
- University of Coimbra, CIDAF (uid/dtp/04213/2020), Coimbra, Portugal
| | - Sean P. Cumming
- Department of Health, University of Bath, Bath, United Kingdom
| | - Miroslav Králík
- Faculty of Science, Department of Anthropology, Masaryk University, Brno, Czech Republic
| | - Sławomir M. Kozieł
- Department of Anthropology, Polish Academy of Sciences, Hirszfeld Institute of Immunology and Experimental Therapy, Wrocław, Poland
| |
Collapse
|
8
|
Bertozzi F, Porcelli S, Marzorati M, Pilotto AM, Galli M, Sforza C, Zago M. Whole-body kinematics during a simulated sprint in flat-water kayakers. Eur J Sport Sci 2021; 22:817-825. [PMID: 33980124 DOI: 10.1080/17461391.2021.1930190] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Success in sprint kayaking depends on the propulsive power generated by trunk, pelvis, shoulder and lower limb movements. However, no studies have examined whole-body kinematics over a simulated distance. We aimed to study the changes in movement patterns of kayakers performing a 500-m kayak sprint. Eleven young K1 sprint kayakers (three females; age: 16.5 ± 1.9 years, height: 174.1 ± 7.1 cm and weight: 66.1 ± 6.2 kg) performed an incremental test on a kayak ergometer to assess their Peak Oxygen Uptake (V̇O2peak). They then performed a 500-m sprint trial on the same ergometer, and the positions of 40 reflective markers were recorded to assess whole-body kinematics. Joint angles over time were computed for the trunk and right shoulder, hip, knee, and ankle. Changes of joint kinematics during the test were assessed with Statistical Parametric Mapping, calculating at each time node the linear regression between joint angles waveforms and the time of the rowing cycle, p < .05. Cardiometabolic responses confirmed that the participants achieved a maximal effort (V̇O2 and HR reached 99 ± 11% and 94 ± 6% of peak values, respectively). Paddle velocity negatively correlated with sprint time. The shoulder (elevation, rotation and flexion), trunk (lateral flexion and rotation) and hip (abduction) angles significantly changed over time in different phases of the stroke cycle during the simulated sprint. No significant differences over time were found for knee and ankle flexion. A high-intensity sprint may affect the shoulder, trunk and hip kinematics of kayak paddling. The kinematic analysis of kayakers' paddling during simulated metabolic-demanding tasks can provide useful insights to coaches and athletes.
Collapse
Affiliation(s)
- Filippo Bertozzi
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milan, Italy
| | - Simone Porcelli
- Institute of Biomedical Technologies, National Research Council, Segrate, Italy.,Department of Molecular Medicine, University of Pavia, Pavia, Italy
| | - Mauro Marzorati
- Institute of Biomedical Technologies, National Research Council, Segrate, Italy
| | - Andrea M Pilotto
- Institute of Biomedical Technologies, National Research Council, Segrate, Italy.,Department of Medicine, University of Udine, Udine, Italy
| | - Manuela Galli
- Department of Electronics, Information and Bioengineering (DEIB), Politecnico di Milano, Milan, Italy.,E4Sport Lab, Politecnico di Milano, Milano, Italy
| | - Chiarella Sforza
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milan, Italy.,Institute of Biomedical Technologies, National Research Council, Segrate, Italy
| | - Matteo Zago
- E4Sport Lab, Politecnico di Milano, Milano, Italy.,Department of Mechanics, Politecnico di Milano, Milan, Italy
| |
Collapse
|
9
|
Clemente FM, Clark CCT, Leão C, Silva AF, Lima R, Sarmento H, Figueiredo AJ, Rosemann T, Knechtle B. Exploring Relationships Between Anthropometry, Body Composition, Maturation, and Selection for Competition: A Study in Youth Soccer Players. Front Physiol 2021; 12:651735. [PMID: 33776803 PMCID: PMC7992975 DOI: 10.3389/fphys.2021.651735] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Accepted: 02/11/2021] [Indexed: 11/18/2022] Open
Abstract
Purpose The purpose of this study was to analyze variations of selection for competition between late and early mature players and test the relationships between anthropometry, body composition, maturation, and selection for competition. Methods Seventy-nine youth soccer players from under-11 to under-14 participated in this study, over 6 months. Body composition and maturity offset were estimated based on anthropometric data collected. Participants were also monitored for their number of matches as starters and time of play accrued in minutes. Results Minutes played had large correlation coefficients with maturity offset (r = 0.58), and leg length and sitting height interaction (r = 0.56). Multiple linear regression explained 35% of the variation in minutes played (p < 0.001, R2 = 0.41, R2adjusted = 0.35, RMSE = 334.8), but only 12% of the variation in matches as starter (p = 0.04, R2 = 0.21, R2adjusted = 0.12, RMSE = 5.47) between above and below the median of the maturity offset was accounted for, respectively. Conclusions Although maturation may play a role in the minutes of play accrued and matches as starters in young, it is not necessarily determining. A significant amount of the variation in the minutes of play accrued of players can be accounted for when considering body composition and anthropometric data.
Collapse
Affiliation(s)
- Filipe Manuel Clemente
- Escola Superior Desporto e Lazer, Instituto Politécnico de Viana do Castelo, Rua Escola Industrial e Comercial de Nun'Álvares, Viana do Castelo, Portugal.,Instituto de Telecomunicações, Delegação da Covilhã, Lisbon, Portugal
| | - Cain C T Clark
- Centre for Intelligent Healthcare, Coventry University, Coventry, United Kingdom
| | - César Leão
- Escola Superior Desporto e Lazer, Instituto Politécnico de Viana do Castelo, Rua Escola Industrial e Comercial de Nun'Álvares, Viana do Castelo, Portugal
| | - Ana Filipa Silva
- The Research Centre in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal.,N2i, Polytechnic Institute of Maia, Maia, Portugal
| | - Ricardo Lima
- Escola Superior Desporto e Lazer, Instituto Politécnico de Viana do Castelo, Rua Escola Industrial e Comercial de Nun'Álvares, Viana do Castelo, Portugal.,The Research Centre in Sports Sciences, Health Sciences and Human Development, Vila Real, Portugal
| | - Hugo Sarmento
- Research Unit for Sport and Physical Activity, Faculty of Sport Sciences and Physical Education, University of Coimbra, Coimbra, Portugal
| | - António J Figueiredo
- Research Unit for Sport and Physical Activity, Faculty of Sport Sciences and Physical Education, University of Coimbra, Coimbra, Portugal
| | - Thomas Rosemann
- Institute of Primary Care, University of Zurich, Zurich, Switzerland
| | - Beat Knechtle
- Institute of Primary Care, University of Zurich, Zurich, Switzerland.,Medbase St. Gallen Am Vadianplatz, St. Gallen, Switzerland
| |
Collapse
|