1
|
Silva H, Girard O, Monteiro J, Gasques M, Sousa A, Nakamura FY. Competing at Altitude Reduces In-Match Physical Demands of Professional Soccer Players Compared With Sea Level. Int J Sports Physiol Perform 2025; 20:131-141. [PMID: 39631388 DOI: 10.1123/ijspp.2024-0335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Revised: 09/24/2024] [Accepted: 09/26/2024] [Indexed: 12/07/2024]
Abstract
PURPOSE This study examined whether physical demands during soccer matches differ between sea level and altitude, considering variations by playing position. METHODS Thirty-seven professional players were monitored during 22 matches (11 at sea level and 11 at altitudes of 2200-4090 m) with global navigation satellite systems. Independent mean differences were used to compare in-match physical demands (ie, total distance, distance covered at specific speed intervals, accelerations [ACCs] and decelerations [DECs], and maximal speed) between locations for 5 playing positions (central defenders, fullbacks, central midfielders, wide midfielders, and forwards). RESULTS At altitude, players covered shorter total distances (P < .001) and less distance in the 14.4- to 19.8-km/h (P < .001), 19.8- to 25.2-km/h (P < .001), and >25.2-km/h (P < .001) speed ranges. They also performed fewer ACCs (2.0-3.5 m/s2, P < .001; 3.5-6.0 m/s2, P < .001) and DECs (-3.5 to -2 m/s2, P < .001; -6.0 to -3.5 m/s2, P < .001) and achieved lower maximal speeds (P < .001). The impact of altitude varied by position: Central midfielders showed reduced performance in all variables, while central defenders (distance > 25.2 km/h, ACCs [2.0 and 3.5 m/s2], DECs [-3.5 and -2.0 m/s2], and maximal speed), fullbacks (distance > 25.2 km/h, ACCs, and DECs [-3.5 and -2.0 m/s2]), and forwards (distances [total, 19.8-25.2 km/h, and >25.2 km/h] and ACCs [-3.5 and -6.0 m/s2]) presented unclear differences (P > .05) between locations. CONCLUSION Our study highlights the importance of considering playing positions when assessing the in-match activity profiles of sea-level resident soccer players competing at moderate to high altitudes.
Collapse
Affiliation(s)
- Hugo Silva
- Research Center in Sports Sciences, Health Sciences and Human Development-CIDESD, University of Maia, Maia, Portugal
| | - Olivier Girard
- School of Human Sciences (Exercise and Sports Science), University of Western Australia, Perth, WA, Australia
| | | | | | - Ana Sousa
- Research Center in Sports Sciences, Health Sciences and Human Development-CIDESD, University of Maia, Maia, Portugal
| | - Fábio Yuzo Nakamura
- Research Center in Sports Sciences, Health Sciences and Human Development-CIDESD, University of Maia, Maia, Portugal
| |
Collapse
|
2
|
Cormier P, Meylan C, Agar-Newman D, Geneau D, Epp-Stobbe A, Lenetsky S, Klimstra M. A Systematic Review and Meta-Analysis of Wearable Satellite System Technology for Linear Sprint Profiling: Technological Innovations and Practical Applications. J Strength Cond Res 2024; 38:405-418. [PMID: 38088913 DOI: 10.1519/jsc.0000000000004689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
ABSTRACT Cormier, P, Meylan, C, Agar-Newman, D, Geneau, D, Epp-Stobbe, A, Lenetsky, S, and Klimstra, M. A systematic review and meta-analysis of wearable satellite system technology for linear sprint profiling: technological innovations and practical applications. J Strength Cond Res 38(2): 405-418, 2024-An emerging and promising practice is the use of global navigation satellite system (GNSS) technology to profile team-sports athletes in training and competition. Therefore, the purpose of this narrative systematic review with meta-analysis was to evaluate the literature regarding satellite system sensor usage for sprint modeling and to consolidate the findings to evaluate its validity and reliability. Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, an electronic search of the databases, PubMed and SPORTDiscus (EBSCO), was conducted. Concurrent validity and reliability studies were considered, and 16 studies were retained for the review from the initial 1,485 studies identified. The effects on outcomes were expressed as standardized mean differences (SMDs, Cohen's d ) for each outcome (i.e., maximal sprint speed [MSS], the acceleration constant [τ], maximal theoretical velocity [ V0 ], relative force [ F0 ], and relative power [P max ]). Effect magnitudes represented the SMD between GNSS-derived and criterion-derived (i.e., radar and laser) and resulted in the following estimates: small for MSS ( d = 0.22, 95% CI 0.01 to 0.42), τ ( d = -0.18, 95% CI -0.60 to 0.23), V0 ( d = 0.14, 95% CI -0.08 to 0.36), relative F0 ( d = 0.15, 95% CI -0.25 to 0.55), and relative P max ( d = 0.21, 95% CI -0.16 to 0.58). No publication bias was identified in meta-analyzed studies and moderator analysis revealed that several factors (sampling rate and sensor manufacturer) influenced the results. Heterogeneity between studies was considered moderate to high. This highlighted the differences between studies in sensor technology differences (i.e., sampling rate, sensor fusion, and satellite network acquisition), processing techniques, criterion technology used, sprint protocols, outcome reporting, and athlete characteristics. These findings may be useful in guiding improvements in sprint modeling using GNSS technology and enable more direct comparisons in future research. Implementation of all-out linear sprint efforts with GNSS technology can be integrated into sport-specific sessions for sprint modeling when robust and consistent data processing protocols are performed, which has important implications for fatigue monitoring, program design, systematic testing, and rehabilitation in individual and team sports.
Collapse
Affiliation(s)
- Patrick Cormier
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, British Columbia, Canada
- Health and Athletic Performance Department, Canada Soccer, Ottawa, Ontario, Canada
| | - César Meylan
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
- School of Kinesiology, University of British Columbia, Vancouver, British Columbia, Canada
- Toronto Football Club, Health and Performance Department, Toronto, Ontario, Canada; and
| | - Dana Agar-Newman
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, British Columbia, Canada
| | - Daniel Geneau
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, British Columbia, Canada
| | - Amarah Epp-Stobbe
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, British Columbia, Canada
| | - Seth Lenetsky
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
- Toronto Football Club, Health and Performance Department, Toronto, Ontario, Canada; and
| | - Marc Klimstra
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, British Columbia, Canada
| |
Collapse
|
3
|
Guimarães RDS, García-Calvo T, Raya-González J, Ponce-Bordón JC, Fatela P, Lobo-Triviño D. Effects of Contextual Variables on Match Load in a Professional Soccer Team Attending to the Different Season Periods. SENSORS (BASEL, SWITZERLAND) 2024; 24:679. [PMID: 38276372 PMCID: PMC10820192 DOI: 10.3390/s24020679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Revised: 01/11/2024] [Accepted: 01/17/2024] [Indexed: 01/27/2024]
Abstract
This study aimed to analyze the effects of contextual variables (i.e., match location and match outcome) and season periods on match load (i.e., internal and external load) in professional Brazilian soccer players. Thirty-six professional players from the same soccer team participated in this study. The season was split into four phases: matches 1-16 (i.e., Phase 1 = P1); matches 17-32 (i.e., Phase 2 = P2); matches 33-48, (i.e., Phase 3 = P3); matches 49-65 (i.e., Phase 4 = P4). Considering match outcome, when the team wins, Cognitive load, Emotional load, and Affective load were significantly higher in away vs. home matches (p < 0.05). Considering season phases, in P3, Mental Fatigue was significantly higher in drawing than in losing matches (p < 0.05). Additionally, considering the match outcome, when the team lost, Total Distance (TD)/min and TD > 19 km·h-1/min were significantly lower in P1 than P2 (p < 0.001), P3 (p < 0.001), and P4 (p < 0.001). These results suggest to strength and conditioning coaches the need to consider the outcome and location of the previous game when planning the week, as well as the phase of the season they are in to reduce fatigue and injury risk.
Collapse
Affiliation(s)
- Rodrigo dos Santos Guimarães
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| | - Tomás García-Calvo
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| | - Javier Raya-González
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| | - José C. Ponce-Bordón
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| | - Pedro Fatela
- Faculty of Human Kinetics, University of Lisbon, Estr. da Costa, 1495-751 Cruz Quebrada, Portugal;
| | - David Lobo-Triviño
- Faculty of Sport Sciences, University of Extremadura, Avenida de la Universidad S/N, 10003 Caceres, Spain; (R.d.S.G.); (J.R.-G.); (J.C.P.-B.); (D.L.-T.)
| |
Collapse
|
4
|
Aiello F, Di Claudio C, Fanchini M, Impellizzeri FM, McCall A, Sharp C, Brown SJ. Do non-contact injuries occur during high-speed running in elite football? Preliminary results from a novel GPS and video-based method. J Sci Med Sport 2023; 26:465-470. [PMID: 37544819 DOI: 10.1016/j.jsams.2023.07.007] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 07/12/2023] [Accepted: 07/17/2023] [Indexed: 08/08/2023]
Abstract
OBJECTIVES Understanding how injuries occur (inciting circumstances) is useful for developing etiological hypotheses and prevention strategies. The aims of this study were 1) to evaluate the feasibility of a method combining video and Global Positioning System data to estimate the speed and acceleration of activities leading to injuries and 2) to use this method to analyse the inciting circumstances leading to non-contact injuries. DESIGN Retrospective descriptive study. METHODS Injury inciting circumstances from 46 elite players over three seasons were analysed from video recordings and from external load measures collected through Catapult Vector S7 Global Positioning System. RESULTS In total 34 non-contact injuries were analysed. Sixteen out of the seventeen hamstring injuries occurred when players were running for (median and interquartile range) 16.75 m (8.42-26.65 m) and achieved a peak speed of 29.28 km·h-1 (26.61-31.13 km·h-1) which corresponded to 87.55 % of players' maximal speed (78.5 %-89.75 %). Of the three adductor injuries, one occurred whilst the player was decelerating without the ball, one occurred whilst the player was accelerating and controlling the ball at knee level, and one occurred whilst the player was performing an instep kick. Two quadriceps injuries occurred whilst the players were kicking either whilst walking or running. CONCLUSIONS From the preliminary results reported in this study most hamstring injuries occurred when players ran >25 km·h-1 and above 80 % of their maximal speed. This study suggests that this novel approach can allow a detailed and standardised analysis of injury inciting circumstances.
Collapse
Affiliation(s)
- Francesco Aiello
- Arsenal Performance and Research Team, Arsenal Football Club, UK; School of Applied Sciences, Edinburgh Napier University, UK. https://twitter.com/Fr_Aiello
| | | | - Maurizio Fanchini
- AS Roma Football Club, Roma, Italy; University of Verona, Italy. https://twitter.com/Maurizi13707619
| | - Franco M Impellizzeri
- Faculty of Health, Sport and Exercise Discipline Group, University of Technology Sydney, Australia. https://twitter.com/francoimpell
| | - Alan McCall
- Arsenal Performance and Research Team, Arsenal Football Club, UK; School of Applied Sciences, Edinburgh Napier University, UK. https://twitter.com/Alan_McCall_
| | | | - Susan J Brown
- School of Applied Sciences, Edinburgh Napier University, UK.
| |
Collapse
|
5
|
Klimstra M, Geneau D, Lacroix M, Jensen M, Greenshields J, Cormier P, Brodie R, Commandeur D, Tsai MC. Wheelchair Rugby Sprint Force-Velocity Modeling Using Inertial Measurement Units and Sport Specific Parameters: A Proof of Concept. SENSORS (BASEL, SWITZERLAND) 2023; 23:7489. [PMID: 37687947 PMCID: PMC10490617 DOI: 10.3390/s23177489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 08/17/2023] [Accepted: 08/25/2023] [Indexed: 09/10/2023]
Abstract
BACKGROUND Para-sports such as wheelchair rugby have seen increased use of inertial measurement units (IMU) to measure wheelchair mobility. The accessibility and accuracy of IMUs have enabled the quantification of many wheelchair metrics and the ability to further advance analyses such as force-velocity (FV) profiling. However, the FV modeling approach has not been refined to include wheelchair specific parameters. PURPOSE The purpose of this study was to compare wheelchair rugby sprint FV profiles, developed from a wheel-mounted IMU, using current mono-exponential modeling techniques against a dynamic resistive force model with wheelchair specific resistance coefficients. METHODS Eighteen athletes from a national wheelchair rugby program performed 2 × 45 m all-out sprints on an indoor hardwood court surface. RESULTS Velocity modelling displayed high agreeability, with an average RMSE of 0.235 ± 0.07 m/s-1 and r2 of 0.946 ± 0.02. Further, the wheelchair specific resistive force model resulted in greater force and power outcomes, better aligning with previously collected measures. CONCLUSIONS The present study highlights the proof of concept that a wheel-mounted IMU combined with wheelchair-specific FV modelling provided estimates of force and power that better account for the resistive forces encountered by wheelchair rugby athletes.
Collapse
Affiliation(s)
- Marc Klimstra
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC V8P 5C2, Canada
- Canadian Sport Institute Pacific, Victoria, BC V9E 2C5, Canada
| | - Daniel Geneau
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC V8P 5C2, Canada
- Canadian Sport Institute Pacific, Victoria, BC V9E 2C5, Canada
| | - Melissa Lacroix
- Canadian Sport Institute Ontario, Toronto, ON M1C 0C7, Canada
- Wheelchair Rugby Canada, Ottawa, ON K1G 4K3, Canada
| | - Matt Jensen
- Canadian Sport Institute Pacific, Victoria, BC V9E 2C5, Canada
| | | | - Patrick Cormier
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC V8P 5C2, Canada
- Canadian Sport Institute Pacific, Victoria, BC V9E 2C5, Canada
| | - Ryan Brodie
- Canadian Sport Institute Pacific, Victoria, BC V9E 2C5, Canada
| | - Drew Commandeur
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC V8P 5C2, Canada
| | - Ming-Chang Tsai
- Canadian Sport Institute Pacific, Victoria, BC V9E 2C5, Canada
| |
Collapse
|
6
|
Cormier P, Tsai MC, Meylan C, Klimstra M. Comparison of acceleration-speed profiles from training and competition to individual maximal sprint efforts. J Biomech 2023; 157:111724. [PMID: 37451206 DOI: 10.1016/j.jbiomech.2023.111724] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 06/28/2023] [Accepted: 07/10/2023] [Indexed: 07/18/2023]
Abstract
This study aimed to (1) compare "in-situ" monitored acceleration-speed (ASin-situ) profile metrics from training/competition data in elite female soccer players to similar metrics from profiles developed from isolated maximal sprint efforts (ASsprint) and; (2) compare the confidence interval (CI) and a Tukey boxplot (BP) outlier removal technique on the training/competition data to derive ASin-situ profiles. Fifteen national team soccer players participated in a 4-week camp while wearing 10 Hz GNSS units. Towards the middle of the camp, 2 × 40 m isolated maximal sprints were performed. ASin-situ profiles (theoretical maximum acceleration A0 in m∙s-2 and speed S0 in m∙s-1) were computed using the CI and BP techniques with training/competition data. The sprint data were modelled separately to construct horizontal force-velocity (FV) profiles, from which ASsprint profiles were derived. Bland-Altman analysis was used to assess agreement between the CI- and BP-derived ASin-situ profiles to the ASsprint profiles, as well as regression analysis for systematic and proportional bias. Additionally, 1-way ANOVAs with Tukey posthoc compared the metrics between each method of analysis. Using the BP method, good agreement of the ASin-situ with ASsprint profile metrics A0/S0 was displayed, whereas good to moderate agreement was shown for the CI. The CI technique showed a proportional bias for A0/S0. Good to excellent intertrial reliability was demonstrated for isolated sprint metrics. Both BP and CI techniques provided comparable ASin-situ profiles to ASsprint profiles. This current research demonstrated that ASin-situ profiling is applicable in elite women's soccer and will have further application in many team sports.
Collapse
Affiliation(s)
- Patrick Cormier
- Canadian Sport Institute Pacific, Victoria, BC, Canada; School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC, Canada; Health and Athletic Performance Department, Canada Soccer, Ottawa, ON, Canada.
| | | | - César Meylan
- Canadian Sport Institute Pacific, Victoria, BC, Canada; School of Kinesiology, University of British Columbia, Vancouver, BC, Canada; Health and Athletic Performance Department, Canada Soccer, Ottawa, ON, Canada
| | - Marc Klimstra
- Canadian Sport Institute Pacific, Victoria, BC, Canada; School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, BC, Canada
| |
Collapse
|