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Rampichini S, Limonta E, Zago M, Bisconti AV, Bertozzi F, Cè E, Borrelli M, Sforza C, Esposito F. Speed Effects on the Accuracy of Heart Rate as Oxygen-Uptake Indicator in Short-Distance Shuttle Running. RESEARCH QUARTERLY FOR EXERCISE AND SPORT 2024; 95:529-536. [PMID: 38100578 DOI: 10.1080/02701367.2023.2275800] [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: 03/18/2023] [Accepted: 10/22/2023] [Indexed: 12/17/2023]
Abstract
Purpose: Despite the accuracy of heart rate (HR) as an indicator of the aerobic engagement has been evaluated in several intermittent on-court activities, its validity as an oxygen uptake (V ˙ O 2 ) indicator during shuttle running over short paths remains uncertain. Moreover, it is unclear whether speed may affect such validity. This study evaluated the HR ability in estimating the V ˙ O 2 during 5-m shuttle running at different speeds. Methods: V ˙ O 2 and HR of 12 physically active young men were recorded during an incremental forward running (FW) protocol and a 5-m shuttle test at 50%, 60%, and 75% of maximal aerobic speed (MAS). Slope and intercept of the relationship between HR and V ˙ O 2 (HR/V ˙ O 2 ) were individually determined, in both protocols. The HR measured during the shuttle test was used in the FW HR/V ˙ O 2 to estimate V ˙ O 2 at each shuttle speed. A paired Student's t-test compared slopes and intercepts of the two HR/V ˙ O 2 . A two-way RM-ANOVA and an equality test examined, respectively, the differences and the equality between measured and estimated V ˙ O 2 . Lastly, a Bland-Altman plot described the accuracy and precision of the estimated V ˙ O 2 at each shuttle intensity. Results: Slopes and intercepts of the HR/V ˙ O 2 appeared not different between FW and shuttle running. At 50%MAS, HR underestimated the V ˙ O 2 (~7%), whereas returned accurate values at the two higher velocities, although with high variability (±18%). Conclusions: When using HR as V ˙ O 2 indicator during shuttle running over short paths, a separated analysis of the HR validity as V ˙ O 2 indicator is recommended especially when administering different exercise intensities.
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Affiliation(s)
| | - Eloisa Limonta
- Università degli Studi di Milano
- IRCSS Ospedale Galeazzi-Sant'Ambrogio
| | | | | | | | - Emiliano Cè
- Università degli Studi di Milano
- IRCSS Ospedale Galeazzi-Sant'Ambrogio
| | | | | | - Fabio Esposito
- Università degli Studi di Milano
- IRCSS Ospedale Galeazzi-Sant'Ambrogio
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2
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Alimoradi M, Hosseini E, Sahebozamani M, Dos’Santos T, Sheikhbahaie S, Bigtashkhani R, Kabiri A. The effects of two different fatigue protocols on movement quality during anticipated and unanticipated change of directions in female soccer players. PLoS One 2024; 19:e0302144. [PMID: 38776356 PMCID: PMC11111049 DOI: 10.1371/journal.pone.0302144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 03/28/2024] [Indexed: 05/24/2024] Open
Abstract
OBJECTIVE This study compared neuromuscular control under two fatigue protocols during anticipated and unanticipated change of direction (COD) maneuvers and evaluated their effects on the risk of non-contact ACL injuries. METHOD Forty-five female soccer players (mean age: 22.22 ± 2.24 years; mean height: 166.24 ± 3.33 cm; mean mass: 59.84 ± 5.03 kg) were divided into three groups: functional fatigue (Soccer specific fatigue ptotocol-SOFT90), non-functional fatigue (Bruce protocol), and control group. Before and after the implementation of neuromuscular control fatigue protocols were evaluated using the cutting motion assessment score tool (CMAS). Two-dimensional (2D) videos were recorded during anticipated and unanticipated COD trials for both dominant and non-dominant legs. RESULTS Significant time effects (p < 0.05) and group-time interactions (p < 0.05) were observed in both anticipated and unanticipated conditions for both dominant and non-dominant legs after the fatigue protocols. The functional fatigue group exhibited higher CMAS changes, indicating poorer movement quality following fatigue. Notably, the non-dominant leg displayed amplified deficits during unanticipated COD maneuvers following the functional fatigue protocol. CONCLUSIONS Fatigue significantly impairs neuromuscular control, particularly in unanticipated COD situations, which increases the risk of non-contact ACL injuries. To mitigate this risk, coaches, trainers, and medical professionals should prioritize targeted training and injury prevention strategies, focusing on the non-dominant leg during unanticipated COD maneuvers.
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Affiliation(s)
- Mohammad Alimoradi
- Department of Sports Injuries and Corrective Exercises, Faculty of Sports Sciences, Shahid Bahonar University, Kerman, Iran
| | - Elham Hosseini
- Department of Sports Injuries and Corrective Exercises, Faculty of Sports Sciences, Shahid Bahonar University, Kerman, Iran
| | - Mansour Sahebozamani
- Department of Sports Injuries and Corrective Exercises, Faculty of Sports Sciences, Shahid Bahonar University, Kerman, Iran
| | - Thomas Dos’Santos
- Musculoskeletal Science and Sports Medicine Research Centre, Department of Sport and Exercise Sciences, Manchester Metropolitan University, Manchester, United Kingdom
| | - Shima Sheikhbahaie
- Department of Sports Injuries and Corrective Exercises, Faculty of Sports Sciences, Shahid Bahonar University, Kerman, Iran
| | - Roya Bigtashkhani
- Department of Health and Sport Medicine, Faculty of Physical Education and Sport Sciences, University of Tehran, Tehran, Iran
| | - Aryan Kabiri
- Department of Health and Sport Medicine, Faculty of Physical Education and Sport Sciences, University of Tehran, Tehran, Iran
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Arias R, Monaco J, Schoenfeld BJ. Return to Sport After an Anterior Cruciate Ligament Tear: Bridging the Gap Between Research and Practice. Strength Cond J 2023. [DOI: 10.1519/ssc.0000000000000774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/11/2023]
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4
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Bedo BLS, Catelli DS, Lamontagne M, Moraes R, Pereira DR, Graça JB, Santiago PRP. Fatigue modifies hip and knee kinematics during single- and double-leg dynamic tasks: An investigation with female handball players. J Sports Sci 2022; 40:1964-1972. [DOI: 10.1080/02640414.2022.2123506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Affiliation(s)
- Bruno L. S. Bedo
- Graduate Program in Rehabilitation and Functional Performance, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
- Human Movement Biomechanics Laboratory, University of Ottawa, Ottawa, Canada
- School of Physical Education and Sports of Ribeirão Preto, University of São Paulo, Ribeirão Preto, Brazil
- Department of Sport, School of Physical Education and Sport, University of São Paulo, São Paulo, Brazil
| | - Danilo S. Catelli
- Human Movement Biomechanics Laboratory, University of Ottawa, Ottawa, Canada
- Human Movement Biomechanics Research Group, Department of Movement Sciences, KU Leuven, Leuven, Belgium
| | - Mario Lamontagne
- Human Movement Biomechanics Laboratory, University of Ottawa, Ottawa, Canada
| | - Renato Moraes
- Graduate Program in Rehabilitation and Functional Performance, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
- School of Physical Education and Sports of Ribeirão Preto, University of São Paulo, Ribeirão Preto, Brazil
| | - Dayanne Rodrigues Pereira
- School of Physical Education and Sports of Ribeirão Preto, University of São Paulo, Ribeirão Preto, Brazil
| | - Julia Barachini Graça
- School of Physical Education and Sports of Ribeirão Preto, University of São Paulo, Ribeirão Preto, Brazil
| | - Paulo Roberto Pereira Santiago
- Graduate Program in Rehabilitation and Functional Performance, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
- School of Physical Education and Sports of Ribeirão Preto, University of São Paulo, Ribeirão Preto, Brazil
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Zou T, Huang H, Huang X, Chen J, Pan X, Xin J. Wearable knee joint fatigue estimating system based on curvature and pressure sensing. Technol Health Care 2022; 30:1489-1502. [PMID: 35599513 DOI: 10.3233/thc-213579] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND: The injury of the knee joint is found to be directly related to the fatigue caused by excessive exercise. Many previous studies used wearable devices to measure the angle of knee joint during activities, but did not pay enough attention to the load of knee joint related to the fatigue degree of it. OBJECTIVE: A wearable embedded system was designed to sense the motion state and load of knee joint and uses the sensoring data to estimate and predict the fatigue degree of knee joint during exercise in real time, so as to prevent it from being injured. METHODS: An economical wearable system is designed to measure the parameters of the knee joint during exercises. Then the warning message and recommended healthy lasting time are able to be sent to users to avoid excessive exercise. 24 healthy volunteers aged 20–25 years were involved in the experiments. Two famous evaluation scales for knee joint from Department of Orthopedics (Lysholm score and IKDC score) were adopted to evaluate the protective effect. RESULTS: After 14 days of the first stage testing, all the participants with wearable devices reported healthy knee joint state to verify the effectiveness of the system. For the second stage, the testing group equipped with wearable warning devices did not receive obvious change in the two scales. However, Lysholm score of control group dropped by at least 7.4 and IKDC score dropped by at least 11.1 which were significantly reduced. CONCLUSION: Only using human perception to prevent knee joint fatigue had a risk of failure while the designed wearable system could protect the knee successfully from injuries during exercises, such as running, badminton, table tennis and basketball. Moreover, female gender and a high BMI value may be two factors that increase the risk of knee injuries during sports.
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Affiliation(s)
- Tengyue Zou
- College of Mechanical and Electrical Engineering, Fujian Agriculture and Forestry University, Fuzhou, Fujian, China
| | - Haojun Huang
- College of Mechanical and Electrical Engineering, Fujian Agriculture and Forestry University, Fuzhou, Fujian, China
| | - Xuanyu Huang
- Department of Neurology, Fujian Institute of Geriatrics, Fujian Medical University Union Hospital, Fuzhou, Fujian, China
- Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, Fujian, China
| | - Jialun Chen
- College of Mechanical and Electrical Engineering, Fujian Agriculture and Forestry University, Fuzhou, Fujian, China
| | - Xiaodong Pan
- Department of Neurology, Fujian Institute of Geriatrics, Fujian Medical University Union Hospital, Fuzhou, Fujian, China
- Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, Fujian, China
- Key Laboratory of Brain Aging and Neurodegenerative Diseases, Fujian Medical University, Fuzhou, Fujian, China
| | - Jiawei Xin
- Department of Neurology, Fujian Institute of Geriatrics, Fujian Medical University Union Hospital, Fuzhou, Fujian, China
- Fujian Key Laboratory of Molecular Neurology, Fujian Medical University, Fuzhou, Fujian, China
- Key Laboratory of Brain Aging and Neurodegenerative Diseases, Fujian Medical University, Fuzhou, Fujian, China
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6
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Gao C, Wang X, Zhang G, Huang L, Han M, Li B, Nassis GP, Li Y. Comparison of Physiological and Perceptional Responses to 5-m Forward, Forward-Backward, and Lateral Shuttle Running. Front Physiol 2022; 12:780699. [PMID: 35250602 PMCID: PMC8892136 DOI: 10.3389/fphys.2021.780699] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 12/13/2021] [Indexed: 11/23/2022] Open
Abstract
Purpose The aim of this study was to investigate the physiological and perceptional responses to forward, forward-backward, and lateral shuttle running. Methods Twenty-four eligible male subjects performed a maximal oxygen uptake (VO2max) test and three directional modes (i.e., forward, forward-backward, and lateral) of 5-m shuttle running at the speed of 6 km⋅h–1 for 5 min on separate days. Heart rate (HR) and oxygen uptake (VO2) were continuously measured during the whole tests. Rating of perceived exertion (RPE) was inquired and recorded immediately after the test. Capillary blood samples were collected from the earlobe during the recovery to determine the peak value of blood lactate concentration ([La–]peak). Results Running directional mode had significant effects on HR (F = 72.761, P < 0.001, η2p = 0.760), %HRmax (F = 75.896, P < 0.001, η2p = 0.767), VO2 (F = 110.320, P < 0.001, η2p = 0.827), %VO2max (F = 108.883, P < 0.001, η2p = 0.826), [La–]peak (F = 55.529, P < 0.001, η2p = 0.707), and RPE (F = 26.268, P < 0.001, η2p = 0.533). All variables were significantly different between conditions (P ≤ 0.026), with the variables highest in lateral shuttle running and lowest in forward shuttle running. The effect sizes indicated large magnitude in the differences of all variables between conditions (ES = 0.86–2.83, large) except the difference of RPE between forward and forward-backward shuttle running (ES = 0.62, moderate). Conclusion These findings suggest that the physiological and perceptional responses in shuttle running at the same speed depend on the directional mode, with the responses highest in lateral shuttle running, and lowest in forward shuttle running.
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Affiliation(s)
- Chong Gao
- School of Physical Education and Sport Training, Shanghai University of Sport, Shanghai, China
| | - Xiaolu Wang
- College of Physical Education and Health Sciences, Longyan University, Longyan, China
| | - Guochao Zhang
- School of Physical Education and Sport Training, Shanghai University of Sport, Shanghai, China
| | - Li Huang
- School of Physical Education and Sport Training, Shanghai University of Sport, Shanghai, China
| | - Mengyuan Han
- School of Physical Education and Sport Training, Shanghai University of Sport, Shanghai, China
| | - Bo Li
- School of Physical Education and Sport Training, Shanghai University of Sport, Shanghai, China
- School of Physical Education and Sport Science, Fujian Normal University, Fuzhou, China
| | - George P. Nassis
- Physical Education Department, College of Education, United Arab Emirates University, Al Ain, United Arab Emirates
- Department of Sports Science and Clinical Biomechanics, SDU Sport and Health Sciences Cluster (SHSC), Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark
| | - Yongming Li
- School of Physical Education and Sport Training, Shanghai University of Sport, Shanghai, China
- China Institute of Sport Science, Beijing, China
- *Correspondence: Yongming Li,
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7
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Lavoie-Gagne OZ, Retzky J, Diaz CC, Mehta N, Korrapati A, Forlenza EM, Knapik DM, Forsythe B. Return-to-Play Times and Player Performance After Medial Collateral Ligament Injury in Elite-Level European Soccer Players. Orthop J Sports Med 2021; 9:23259671211033904. [PMID: 34604429 PMCID: PMC8485161 DOI: 10.1177/23259671211033904] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Accepted: 05/04/2021] [Indexed: 11/21/2022] Open
Abstract
Background: Participation in elite-level soccer predisposes athletes to injuries of the
medial collateral ligament (MCL), resulting in variable durations of time
lost from sport. Purpose: To (1) determine the rate of return to play (RTP) and timing after MCL
injuries, (2) investigate MCL reinjury incidence after RTP, and (3) evaluate
the long-term effects of MCL injury on future performance. Study Design: Descriptive epidemiology study. Methods: Using publicly available records, we identified athletes who had sustained
MCL injury between 2000 and 2016 across the 5 major European soccer leagues
(English Premier League, Bundesliga, La Liga, Ligue 1, and Serie A). Injured
athletes were matched to controls using demographic characteristics and
performance metrics from the season before injury. We recorded injury
severity, RTP rate, reinjury incidence, player characteristics associated
with RTP within 2 seasons of injury, player availability, field time, and
performance metrics during the 4 seasons after injury. Results: A total of 59 athletes sustained 61 MCL injuries, with 86% (51/59) of
injuries classified as moderate to severe and surgical intervention
performed in 14% (8/59) of athletes. After injury, athletes missed a median
of 33 days (range, 3-259 days) and 4 games (range, 1-30 games). Overall, 71%
(42/59) of athletes returned successfully at the same level, with
multivariable regression demonstrating no athlete characteristic predictive
of RTP. MCL reinjury was reported in 3% (2/59) of athletes. Midfielders
demonstrated decreased field time after RTP when compared with controls
(P < .05). No significant differences in player
performance for any position were identified out to 4 seasons after injury.
Injured athletes had a significantly higher rate of long-term retention
(P < .001). Conclusion: MCL injuries resulted in a median loss of 33 days in elite European soccer
athletes, with the majority of injuries treated nonoperatively. RTP remained
high, and few athletes experienced reinjury. While midfielders demonstrated
a significant decrease in field time after RTP, player performance and
long-term retention were not compromised. Future studies are warranted to
better understand athlete-specific and external variables predictive of MCL
injury and reinjury, while evaluating treatment and rehabilitation protocols
to minimize time lost and to optimize athlete safety and health.
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Affiliation(s)
- Ophelie Z Lavoie-Gagne
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
| | - Julia Retzky
- Hospital for Special Surgery, New York, New York, USA
| | - Connor C Diaz
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
| | - Nabil Mehta
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
| | - Avinaash Korrapati
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
| | - Enrico M Forlenza
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
| | - Derrick M Knapik
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
| | - Brian Forsythe
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
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8
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Zago M, David S, Bertozzi F, Brunetti C, Gatti A, Salaorni F, Tarabini M, Galvani C, Sforza C, Galli M. Fatigue Induced by Repeated Changes of Direction in Élite Female Football (Soccer) Players: Impact on Lower Limb Biomechanics and Implications for ACL Injury Prevention. Front Bioeng Biotechnol 2021; 9:666841. [PMID: 34291039 PMCID: PMC8287513 DOI: 10.3389/fbioe.2021.666841] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Accepted: 06/14/2021] [Indexed: 11/13/2022] Open
Abstract
Background The etiology of Anterior Cruciate Ligament (ACL) injury in women football results from the interaction of several extrinsic and intrinsic risk factors. Extrinsic factors change dynamically, also due to fatigue. However, existing biomechanical findings concerning the impact of fatigue on the risk of ACL injuries remains inconsistent. We hypothesized that fatigue induced by acute workload in short and intense game periods, might in either of two ways: by pushing lower limbs mechanics toward a pattern close to injury mechanism, or alternatively by inducing opposed protective compensatory adjustments. Aim In this study, we aimed at assessing the extent to which fatigue impact on joints kinematics and kinetics while performing repeated changes of direction (CoDs) in the light of the ACL risk factors. Methods This was an observational, cross-sectional associative study. Twenty female players (age: 20-31 years, 1st-2nd Italian division) performed a continuous shuttle run test (5-m) involving repeated 180°-CoDs until exhaustion. During the whole test, 3D kinematics and ground reaction forces were used to compute lower limb joints angles and internal moments. Measures of exercise internal load were: peak post-exercise blood lactate concentration, heart rate (HR) and perceived exertion. Continuous linear correlations between kinematics/kinetics waveforms (during the ground contact phase of the pivoting limb) and the number of consecutive CoD were computed during the exercise using a Statistical Parametric Mapping (SPM) approach. Results The test lasted 153 ± 72 s, with a rate of 14 ± 2 CoDs/min. Participants reached 95% of maximum HR and a peak lactate concentration of 11.2 ± 2.8 mmol/L. Exercise duration was inversely related to lactate concentration (r = -0.517, p < 0.01), while neither%HR max nor [La-] b nor RPE were correlated with test duration before exhaustion (p > 0.05). Alterations in lower limb kinematics were found in 100%, and in lower limb kinetics in 85% of the players. The most common kinematic pattern was a concurrent progressive reduction in hip and knee flexion angle at initial contact (10 players); 5 of them also showed a significantly more adducted hip. Knee extension moment decreased in 8, knee valgus moment increased in 5 players. A subset of participants showed a drift of pivoting limb kinematics that matches the known ACL injury mechanism; other players displayed less definite or even opposed behaviors. Discussion Players exhibited different strategies to cope with repeated CoDs, ranging from protective to potentially dangerous behaviors. While the latter was not a univocal effect, it reinforces the importance of individual biomechanical assessment when coping with fatigue.
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Affiliation(s)
- Matteo Zago
- Dipartimento di Meccanica, Politecnico di Milano, Milan, Italy.,E4Sport Laboratory, Politecnico di Milano, Lecco, Italy
| | - Sina David
- Department of Human Movement Sciences, VU University Amsterdam, Amsterdam, Netherlands
| | - Filippo Bertozzi
- Dipartimento di Scienze Biomediche per la Salute, Politecnico di Milano, Milan, Italy
| | - Claudia Brunetti
- IRCCS Fondazione Santa Lucia, Rome, Italy.,Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy
| | - Alice Gatti
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy
| | - Francesca Salaorni
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy
| | - Marco Tarabini
- Dipartimento di Meccanica, Politecnico di Milano, Milan, Italy.,E4Sport Laboratory, Politecnico di Milano, Lecco, Italy
| | - Christel Galvani
- Dipartimento di Psicologia, Università Cattolica del Sacro Cuore, Milan, Italy
| | - Chiarella Sforza
- Dipartimento di Scienze Biomediche per la Salute, Politecnico di Milano, Milan, Italy
| | - Manuela Galli
- E4Sport Laboratory, Politecnico di Milano, Lecco, Italy.,Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy
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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: 1.8] [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.
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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
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10
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Zago M, Kawczyński A, Klich S, Pietraszewski B, Galli M, Lovecchio N. Fatigue-Induced Scapular Dyskinesis in Healthy Overhead Athletes. Front Bioeng Biotechnol 2020; 8:302. [PMID: 32373599 PMCID: PMC7186350 DOI: 10.3389/fbioe.2020.00302] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 03/20/2020] [Indexed: 11/13/2022] Open
Abstract
Alterations of scapular kinematics affect the whole kinematic chain, potentially leading to the impingement syndrome. This is crucial in overhead sports, where athletes perform frequent and quick upper limb actions. In this manuscript, we aimed to assess the extent to which fatigue alters scapulo-thoracic and scapulo-humeral ranges of motion (RoM), as well as scapulo-humeral movement onset during different upper limb actions. Twenty-four young healthy males aged 22 ± 2 years (height: 1.82 ± 0.06 m, body mass: 78.0 ± 7.8 kg) performed three movements (upper limb elevation, scapular-plane abduction, and intra-extra rotation) before and after an isokinetic fatigue protocol (upper limb intra/extra rotation, 32 repetitions at 120 degrees/s). Pre vs. post fatigue RoM of humeral elevation and rotation, scapular retraction/protraction, and rotation and tilt were computed. Humerus-scapula movement delay was also determined. Humerus elevation range reduced during intra/extra humerus rotation in fatigued conditions (p = 0.006). Scapular tilt RoM increased after the fatigue protocol (p = 0.063, large effect). Humerus-scapular movement onset delay reduced in fatigued conditions of about 80 ms (p < 0.001, large effect). In sum, fatigued intra/extra upper limb rotators altered the scapulohumeral rhythm, and joints RoM in movements outside the scapular plane. Rather, movements close to the scapular plane were less prone to fatigue-induced alterations.
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Affiliation(s)
- Matteo Zago
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Italy.,e4Sport Laboratory, Politecnico di Milano, Italy
| | - Adam Kawczyński
- Faculty of Sport Science, University School of Physical Education, Wrocław, Poland
| | - Sebastian Klich
- Faculty of Sport Science, University School of Physical Education, Wrocław, Poland
| | - Bogdan Pietraszewski
- Faculty of Physical Education, University School of Physical Education, Wrocław, Poland
| | - Manuela Galli
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Italy.,e4Sport Laboratory, Politecnico di Milano, Italy
| | - Nicola Lovecchio
- Department of Public Health, Experimental and Forensic Medicine, The University of Pavia, Pavia, Italy
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Zago M, Sforza C, Dolci C, Tarabini M, Galli M. Use of Machine Learning and Wearable Sensors to Predict Energetics and Kinematics of Cutting Maneuvers. SENSORS 2019; 19:s19143094. [PMID: 31336997 PMCID: PMC6679305 DOI: 10.3390/s19143094] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2019] [Revised: 07/08/2019] [Accepted: 07/09/2019] [Indexed: 12/31/2022]
Abstract
Changes of directions and cutting maneuvers, including 180-degree turns, are common locomotor actions in team sports, implying high mechanical load. While the mechanics and neurophysiology of turns have been extensively studied in laboratory conditions, modern inertial measurement units allow us to monitor athletes directly on the field. In this study, we applied four supervised machine learning techniques (linear regression, support vector regression/machine, boosted decision trees and artificial neural networks) to predict turn direction, speed (before/after turn) and the related positive/negative mechanical work. Reference values were computed using an optical motion capture system. We collected data from 13 elite female soccer players performing a shuttle run test, wearing a six-axes inertial sensor at the pelvis level. A set of 18 features (predictors) were obtained from accelerometers, gyroscopes and barometer readings. Turn direction classification returned good results (accuracy > 98.4%) with all methods. Support vector regression and neural networks obtained the best performance in the estimation of positive/negative mechanical work (coefficient of determination R2 = 0.42-0.43, mean absolute error = 1.14-1.41 J) and running speed before/after the turns (R2 = 0.66-0.69, mean absolute error = 0.15-018 m/s). Although models can be extended to different angles, we showed that meaningful information on turn kinematics and energetics can be obtained from inertial units with a data-driven approach.
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Affiliation(s)
- Matteo Zago
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milano, Italy.
- Fondazione Istituto Farmacologico Filippo Serpero, 20159 Milano, Italy.
- E4Sport Lab, Politecnico di Milano, 20133 Milano, Italy.
| | - Chiarella Sforza
- Dipartimento di Scienze Biomediche per la Salute, Università degli Studi di Milano, 20133 Milano, Italy
| | - Claudia Dolci
- Dipartimento di Scienze Biomediche per la Salute, Università degli Studi di Milano, 20133 Milano, Italy
| | - Marco Tarabini
- E4Sport Lab, Politecnico di Milano, 20133 Milano, Italy
- Dipartimento di Meccanica, Politecnico di Milano, 20129 Milano, Italy
| | - Manuela Galli
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milano, Italy
- E4Sport Lab, Politecnico di Milano, 20133 Milano, Italy
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