1
|
Zhang C, Zhou ZJ, Wang LY, Ran LH, Hu HM, Zhang X, Xu HQ, Shi JP. Robust fatigue markers obtained from muscle synergy analysis. Exp Brain Res 2024; 242:2391-2404. [PMID: 39136723 DOI: 10.1007/s00221-024-06909-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2024] [Accepted: 08/03/2024] [Indexed: 09/26/2024]
Abstract
This study aimed to utilize the nonnegative matrix factorization (NNMF) algorithm for muscle synergy analysis, extracting synergy structures and muscle weightings and mining biomarkers reflecting changes in muscle fatigue from these synergy structures. A leg press exercise to induce fatigue was performed by 11 participants. Surface electromyography (sEMG) data from seven muscles, electrocardiography (ECG) data, Borg CR-10 scale scores, and the z-axis acceleration of the weight block were simultaneously collected. Three indices were derived from the synergy structures: activation phase difference, coactivation area, and coactivation time. The indicators were further validated for single-leg landing. Differences in heart rate (HR) and heart rate variability (HRV) were observed across different fatigue levels, with varying degrees of disparity. The median frequency (MDF) exhibited a consistent decline in the primary working muscle groups. Significant differences were noted in activation phase difference, coactivation area, and coactivation time before and after fatigue onset. Moreover, a significant correlation was found between the activation phase difference and the coactivation area with fatigue intensity. The further application of single-leg landing demonstrated the effectiveness of the coactivation area. These indices can serve as biomarkers reflecting simultaneous alterations in the central nervous system and muscle activity post-exertion.
Collapse
Affiliation(s)
- Chen Zhang
- Research Center of Exercise Capacity Assessment and Promotion, School of Sports Science and Physical Education, Northeast Normal University, Changchun, Jilin Province, China
| | - Zi-Jian Zhou
- Research Field of Medical Instruments and Bioinformation Processing, College of Instrumentation & Electrical Engineering, Jilin University, Changchun, Jilin Province, China
| | - Lu-Yi Wang
- Research Center of Exercise Capacity Assessment and Promotion, School of Sports Science and Physical Education, Northeast Normal University, Changchun, Jilin Province, China
| | - Ling-Hua Ran
- Ergonomics Standardization Research Field, China National Institute of Standardization, Beijing, China
- Key Laboratory of Human Factors and Ergonomics for State Market Regulation, China National Institute of Standardization, Beijing, China
| | - Hui-Min Hu
- Ergonomics Standardization Research Field, China National Institute of Standardization, Beijing, China
- Key Laboratory of Human Factors and Ergonomics for State Market Regulation, China National Institute of Standardization, Beijing, China
| | - Xin Zhang
- Ergonomics Standardization Research Field, China National Institute of Standardization, Beijing, China
- Key Laboratory of Human Factors and Ergonomics for State Market Regulation, China National Institute of Standardization, Beijing, China
| | - Hong-Qi Xu
- Research Center of Exercise Capacity Assessment and Promotion, School of Sports Science and Physical Education, Northeast Normal University, Changchun, Jilin Province, China.
| | - Ji-Peng Shi
- Research Center of Exercise Capacity Assessment and Promotion, School of Sports Science and Physical Education, Northeast Normal University, Changchun, Jilin Province, China
| |
Collapse
|
2
|
Fan P, Yang Z, Wang T, Li J, Kim Y, Kim S. Neuromuscular Control Strategies in Basketball Shooting: Distance-Dependent Analysis of Muscle Synergies. J Sports Sci Med 2024; 23:571-580. [PMID: 39228767 PMCID: PMC11366846 DOI: 10.52082/jssm.2024.571] [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: 02/26/2024] [Accepted: 07/01/2024] [Indexed: 09/05/2024]
Abstract
Basketball victory relies on an athlete's skill to make precise shots at different distances. While extensive research has explored the kinematics and dynamics of different shooting distances, the specific neuromuscular control strategies involved remain elusive. This study aimed to compare the differences in muscle synergies during basketball shooting at different distances, offering insights into neuromuscular control strategies and guiding athletes' training. Ten skilled shooting right-handed male basketball players participated as subjects in this experiment. Electromyographic (EMG) data for full-phase shooting were acquired at short (3.2 m), middle (5.0 m), and long (6.8 m) distances. Non-negative matrix decomposition extracted muscle synergies (motor modules and motor primitives) during shooting. The results of this study show that all three distance shooting can be broken down into three synergies and that there were differences in the synergies between short and long distances, with differences in motor primitive 1 and motor primitive 2 at the phase of 45% - 59% (p < 0.001, t* = 4.418), and 78% - 88% (p < 0.01, t* = 4.579), respectively, and differences in the motor module 3 found in the differences in muscle weights for rectus femoris (RF) (p = 0.001, d = -2.094), and gastrocnemius lateral (GL) (p = 0.001, d = -2.083). Shooting distance doesn't affect the number of muscle synergies in basketball shooting but alters synergy patterns. During long distance shooting training, basketball players should place more emphasis on the timing and synergistic activation of upper and lower limbs, as well as core muscles.
Collapse
Affiliation(s)
- Penglei Fan
- Department of Physical Education, Jeonbuk National University, Jeonju, Republic of Korea
| | - Zhitao Yang
- Department of Mechanical and Electrical Engineering, Zhoukou Normal University, Zhoukou, China
| | - Ting Wang
- Department of Physical Education, Jeonbuk National University, Jeonju, Republic of Korea
| | - Jiaying Li
- Department of Physical Education, Jeonbuk National University, Jeonju, Republic of Korea
| | - Youngsuk Kim
- Department of Physical Education, Jeonbuk National University, Jeonju, Republic of Korea
| | - Sukwon Kim
- Department of Physical Education, Jeonbuk National University, Jeonju, Republic of Korea
| |
Collapse
|
3
|
Matsuura Y, Matsunaga N, Akuzawa H, Oshikawa T, Kaneoka K. Comparison of Muscle Coordination During Front Crawl and Backstroke With and Without Swimmer's Shoulder Pain. Sports Health 2024; 16:89-96. [PMID: 37042038 PMCID: PMC10732115 DOI: 10.1177/19417381231166957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/13/2023] Open
Abstract
BACKGROUND Shoulder pain, known as swimmer's shoulder, is the most common injury for swimmers. Studies that have analyzed muscle activity have focused on the shoulder joint. However, the whole-body muscle coordination of swimmers with swimmer's shoulder is not clear, although swimming requires movements of the upper limbs, trunk, and lower limbs to obtain propulsive force. This study investigated differences in muscle coordination between swimmers with and without swimmer's shoulder during the front crawl and backstroke using muscle synergy analysis. HYPOTHESIS Swimmers with swimmer's shoulder have muscle synergies differing from those without it. STUDY DESIGN Case-control study. LEVEL OF EVIDENCE Level 4. METHODS A total of 20 elite swimmers who regularly swam front crawl and backstroke were included (swimmer's shoulder, n = 8; control, n = 12). Muscle synergy data were analyzed using the nonnegative matrix factorization method and compared between groups. RESULTS For both front crawl and backstroke, there were 2 synergies in the control group and 3 synergies in the swimmer's shoulder group. During recovery, the control group showed coordinated triceps brachii, serratus anterior, upper trapezius, lower trapezius, internal oblique, and external oblique muscles activities; however, in the swimmer's shoulder group, the contribution of the upper limbs decreased and only that of the trunk muscles increased. CONCLUSION A comparison of muscle coordination during the front crawl and backstroke performed by swimmers with and without swimmer's shoulder revealed that coordination differed during the recovery phase. During both front crawl and backstroke, the swimmer's shoulder group could not maintain coordination with the upper limb when the trunk rolled, and split synergy was formed between the upper limbs and trunk. CLINICAL RELEVANCE Because coordination of the upper limbs and trunk is important during the recovery phase of front crawl and backstroke, swimmer's shoulder rehabilitation should introduce exercises to improve their coordination between the upper limbs and the trunk.
Collapse
Affiliation(s)
- Yuiko Matsuura
- Department of Health and Sports, Niigata University of Health and Welfare, Niigata, Japan
| | - Naoto Matsunaga
- General Education Core Curriculum Division, Seigakuin University, Saitama, Japan
| | - Hiroshi Akuzawa
- Department of Physical Therapy, Niigata University of Health and Welfare, Niigata, Japan
| | - Tomoki Oshikawa
- Faculty of Sport Sciences, Waseda University, Mikajima, Tokorozawa, Saitama, Japan
| | - Koji Kaneoka
- Faculty of Sport Sciences, Waseda University, Mikajima, Tokorozawa, Saitama, Japan
| |
Collapse
|
4
|
Puce L, Biz C, Ruaro A, Mori F, Bellofiore A, Nicoletti P, Bragazzi NL, Ruggieri P. Analysis of Kinematic and Muscular Fatigue in Long-Distance Swimmers. Life (Basel) 2023; 13:2129. [PMID: 38004269 PMCID: PMC10671841 DOI: 10.3390/life13112129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 10/20/2023] [Accepted: 10/23/2023] [Indexed: 11/26/2023] Open
Abstract
Muscle fatigue is a complex phenomenon that is influenced by the type of activity performed and often manifests as a decline in motor performance (mechanical failure). The purpose of our study was to investigate the compensatory strategies used to mitigate mechanical failure. A cohort of 21 swimmers underwent a front-crawl swimming task, which required the consistent maintenance of a constant speed for the maximum duration. The evaluation included three phases: non-fatigue, pre-mechanical failure, and mechanical failure. We quantified key kinematic metrics, including velocity, distance travelled, stroke frequency, stroke length, and stroke index. In addition, electromyographic (EMG) metrics, including the Root-Mean-Square amplitude and Mean Frequency of the EMG power spectrum, were obtained for 12 muscles to examine the electrical manifestations of muscle fatigue. Between the first and second phases, the athletes covered a distance of 919.38 ± 147.29 m at an average speed of 1.57 ± 0.08 m/s with an average muscle fatigue level of 12%. Almost all evaluated muscles showed a significant increase (p < 0.001) in their EMG activity, except for the latissimus dorsi, which showed a 17% reduction (ES 0.906, p < 0.001) during the push phase of the stroke cycle. Kinematic parameters showed a 6% decrease in stroke length (ES 0.948, p < 0.001), which was counteracted by a 7% increase in stroke frequency (ES -0.931, p < 0.001). Notably, the stroke index also decreased by 6% (ES 0.965, p < 0.001). In the third phase, characterised by the loss of the ability to maintain the predetermined rhythm, both EMG and kinematic parameters showed reductions compared to the previous two phases. Swimmers employed common compensatory strategies for coping with fatigue; however, the ability to maintain a predetermined motor output proved to be limited at certain levels of fatigue and loss of swimming efficiency (Protocol ID: NCT06069440).
Collapse
Affiliation(s)
- Luca Puce
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, 16132 Genoa, Italy;
| | - Carlo Biz
- Orthopedics and Orthopedic Oncology, Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, 35128 Padova, Italy; (A.R.); (F.M.); (A.B.); (P.R.)
| | - Alvise Ruaro
- Orthopedics and Orthopedic Oncology, Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, 35128 Padova, Italy; (A.R.); (F.M.); (A.B.); (P.R.)
| | - Fabiana Mori
- Orthopedics and Orthopedic Oncology, Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, 35128 Padova, Italy; (A.R.); (F.M.); (A.B.); (P.R.)
| | - Andrea Bellofiore
- Orthopedics and Orthopedic Oncology, Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, 35128 Padova, Italy; (A.R.); (F.M.); (A.B.); (P.R.)
| | - Pietro Nicoletti
- Department of Neurosciences, University of Padova, 35128 Padova, Italy;
| | - Nicola Luigi Bragazzi
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, ON M3J 1P3, Canada
| | - Pietro Ruggieri
- Orthopedics and Orthopedic Oncology, Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, 35128 Padova, Italy; (A.R.); (F.M.); (A.B.); (P.R.)
| |
Collapse
|
5
|
Sánchez-Rodríguez J, Raufaste C, Argentina M. Scaling the tail beat frequency and swimming speed in underwater undulatory swimming. Nat Commun 2023; 14:5569. [PMID: 37689714 PMCID: PMC10492801 DOI: 10.1038/s41467-023-41368-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Accepted: 09/01/2023] [Indexed: 09/11/2023] Open
Abstract
Undulatory swimming is the predominant form of locomotion in aquatic vertebrates. A myriad of animals of different species and sizes oscillate their bodies to propel themselves in aquatic environments with swimming speed scaling as the product of the animal length by the oscillation frequency. Although frequency tuning is the primary means by which a swimmer selects its speed, there is no consensus on the mechanisms involved. In this article, we propose scaling laws for undulatory swimmers that relate oscillation frequency to length by taking into account both the biological characteristics of the muscles and the interaction of the moving swimmer with its environment. Results are supported by an extensive literature review including approximately 1200 individuals of different species, sizes and swimming environments. We highlight a crossover in size around 0.5-1 m. Below this value, the frequency can be tuned between 2-20 Hz due to biological constraints and the interplay between slow and fast muscles. Above this value, the fluid-swimmer interaction must be taken into account and the frequency is inversely proportional to the length of the animal. This approach predicts a maximum swimming speed around 5-10 m.s-1 for large swimmers, consistent with the threshold to prevent bubble cavitation.
Collapse
Affiliation(s)
- Jesús Sánchez-Rodríguez
- Université Côte d'Azur, CNRS, INPHYNI, 17 Rue Julien Lauprêtre, Nice, 06200, France
- Departamento de Física Fundamental, Universidad Nacional de Educación a Distancia, Madrid, 28040, Spain
- Laboratory of Fluid Mechanics and Instabilities, École Polytechnique Fédérale de Lausanne, Lausanne, CH-1015, Switzerland
| | - Christophe Raufaste
- Université Côte d'Azur, CNRS, INPHYNI, 17 Rue Julien Lauprêtre, Nice, 06200, France
- Institut Universitaire de France (IUF), 1 Rue Descartes, Paris, 75005, France
| | - Médéric Argentina
- Université Côte d'Azur, CNRS, INPHYNI, 17 Rue Julien Lauprêtre, Nice, 06200, France.
| |
Collapse
|
6
|
Morais JE, Barbosa TM, Bragada JA, Nevill AM, Marinho DA. Race Analysis and Determination of Stroke Frequency - Stroke Length Combinations during the 50-M Freestyle Event. J Sports Sci Med 2023; 22:156-165. [PMID: 36876182 PMCID: PMC9982526 DOI: 10.52082/jssm.2023.156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 02/24/2023] [Indexed: 03/06/2023]
Abstract
The aims of this study were to: (1) analyze and compare the stroke kinematics between junior and senior elite male swimmers in every section of the race during the 50-m freestyle event, and; (2) identify stroke frequency (SF)-stroke length (SL) combinations on swim speed independently for junior and senior swimmers in each section of the 50-m freestyle event. Eighty-six junior swimmers (2019) and 95 seniors (2021) competing in the 50-m long course meter LEN Championships were analyzed. The t-test independent samples (p ≤ 0.05) were used to compare juniors and seniors. The SF and SL combinations on swim speed were explored using three-way ANOVAs. Senior swimmers were significantly faster in the 50-m race than juniors (p < 0.001). Speed presented the largest significant difference (p < 0.001) in section S0-15 m (start until the 15th meter mark) being seniors fastest. Both junior and senior swimmers revealed a significant categorization (p < 0.001) by stroke length and stroke frequency in each race section. It was possible to model several SF-SL combinations for seniors and juniors in each section. The fastest swim speed in each section, for seniors and juniors independently, was achieved by a SF-SL combination that may not be the fastest SF or the longest SL. Coaches and swimmers must be aware that despite the 50-m event being an all-out bout, several SF-SL combinations were observed (independently for juniors and seniors), and they differ between race sections.
Collapse
Affiliation(s)
- Jorge E Morais
- Department of Sports Sciences, Instituto Politécnico de Bragança, Bragança, Portugal.,Research Centre in Sports, Health and Human Development (CIDESD), Covilhã, Portugal
| | - Tiago M Barbosa
- Department of Sports Sciences, Instituto Politécnico de Bragança, Bragança, Portugal.,Research Centre in Sports, Health and Human Development (CIDESD), Covilhã, Portugal
| | - José A Bragada
- Department of Sports Sciences, Instituto Politécnico de Bragança, Bragança, Portugal.,Research Centre in Sports, Health and Human Development (CIDESD), Covilhã, Portugal
| | - Alan M Nevill
- Faculty of Education, Health, and Wellbeing, University of Wolverhampton, Wolverhampton WV1 1LY, United Kingdom
| | - Daniel A Marinho
- Research Centre in Sports, Health and Human Development (CIDESD), Covilhã, Portugal.,Department of Sports Sciences, University of Beira Interior, Covilhã, Portugal
| |
Collapse
|
7
|
Veiga S, Qiu X, Trinidad A, Suz P, Bazuelo B, Navarro E. Kinematic changes in the undulatory kicking during underwater swimming. Sports Biomech 2023:1-15. [PMID: 36756980 DOI: 10.1080/14763141.2023.2177192] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 02/02/2023] [Indexed: 02/10/2023]
Abstract
The contribution to total race distances of underwater undulatory swimming (UUS) is increasing at the elite level. However, little is known about the technical modifications during underwater swimming. In the present research, the aim was to compare the kinematic characteristics of competitive swimmers between the first and last kick of UUS. Fifty-four national level swimmers (26 males and 28 females) performed 25 m maximal efforts from a push start, and two sequential video cameras captured the underwater segment. Kicking parameters and segmental kinematics were calculated by means of two-dimensional direct linear transformation algorithms. Dolphin kick performance showed a clear impairment in velocity (η2 : 0.65), but changes on kicking parameters depended on the swimmer's gender, with males decreasing kicking amplitude (η2 : 0.25) and females decreasing kicking frequency (η2 : 0.18) in the last kick. Decline in kicking performance seemed to be more related to the swimmers' body configuration when approaching the water surface (greater trunk inclination and maximal body amplitude in sagittal plane) than to technical modifications in the dolphin kick movement (no changes in the joints range of movement except the hip). Swimmers should control their vertical body amplitude at the end of underwater sections to minimise the decrease in kicking performance.
Collapse
Affiliation(s)
- Santiago Veiga
- Sports Department, Universidad Politécnica de Madrid, Madrid, Spain
| | - Xiao Qiu
- Sports Department, Universidad Politécnica de Madrid, Madrid, Spain
- Institute for Sports and Sport Science, University of Kassel, Kassel, Germany
| | - Alfonso Trinidad
- Grupo de investigación AquaLab, Departamento de Educación y de Humanidades, Universidad Europea, Madrid, Spain
| | - Pablo Suz
- Facultad de Medicina, Universidad San Pablo CEU, Madrid, Spain
| | - Bruno Bazuelo
- Research Group in Sports Biomechanics (GIBD), Department of Physical Education and Sports, Universitat de València, Valencia, Spain
| | - Enrique Navarro
- Health and Human Performance Department, Universidad Politécnica de Madrid, Madrid, Spain
| |
Collapse
|
8
|
Chen X, Dong X, Feng Y, Jiao Y, Yu J, Song Y, Li X, Zhang L, Hou P, Xie P. Muscle activation patterns and muscle synergies reflect different modes of coordination during upper extremity movement. Front Hum Neurosci 2023; 16:912440. [PMID: 36741782 PMCID: PMC9889926 DOI: 10.3389/fnhum.2022.912440] [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: 04/04/2022] [Accepted: 11/28/2022] [Indexed: 01/20/2023] Open
Abstract
A core issue in motor control is how the central nervous system generates and selects the muscle activation patterns necessary to achieve a variety of behaviors and movements. Extensive studies have verified that it is the foundation to induce a complex movement by the modular combinations of several muscles with a synergetic relationship. However, a few studies focus on the synergetic similarity and dissimilarity among different types of movements, especially for the upper extremity movements. In this study, we introduced the non-negative matrix factorization (NMF) method to explore the muscle activation patterns and synergy structure under 6 types of movements, involving the hand open (HO), hand close (HC), wrist flexion (WF), wrist extension (WE), supination (SU), and pronation (PR). For this, we enrolled 10 healthy subjects to record the electromyography signal for NMF calculation. The results showed a highly modular similarity of the muscle synergy among subjects under the same movement. Furthermore, Spearman's correlation analysis indicated significant similarities among HO-WE, HO-SU, and WE-SU (p < 0.001). Additionally, we also found shared synergy and special synergy in activation patterns among different movements. This study confirmed the theory of modular structure in the central nervous system, which yields a stable synergetic pattern under the same movement. Our findings on muscle synergy will be of great significance to motor control and even to clinical assessment techniques.
Collapse
Affiliation(s)
- Xiaoling Chen
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China,Key Laboratory of Intelligent Rehabilitation and Neuromodulation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China
| | - Xiaojiao Dong
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China
| | - Yange Feng
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China
| | - Yuntao Jiao
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China
| | - Jian Yu
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China
| | - Yan Song
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China
| | - Xinxin Li
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China
| | - Lijie Zhang
- School of Mechanical Engineering, Yanshan University, Qinhuangdao, Hebei, China
| | - Peiguo Hou
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China,Peiguo Hou,
| | - Ping Xie
- Key Laboratory of Measurement Technology and Instrumentation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China,Key Laboratory of Intelligent Rehabilitation and Neuromodulation of Hebei Province, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei, China,*Correspondence: Ping Xie,
| |
Collapse
|
9
|
Matsunaga N, Oshikawa T. Muscle synergy during free throw shooting in basketball is different between scored and missed shots. Front Sports Act Living 2022; 4:990925. [PMID: 36275438 PMCID: PMC9582604 DOI: 10.3389/fspor.2022.990925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 08/31/2022] [Indexed: 11/07/2022] Open
Abstract
The current study investigated the differences in synergy during a free throw in basketball and compared synergies between scored and missed shots. A total of six men's college basketball players participated in this study. A wireless electromyographic system was used to measure the activity of 16 trunk, and upper and lower extremity muscles while completing the free throw. In total, three scored and missed shots each were analyzed to extract the synergies using non-negative matrix factorization. Overall, four synergies were extracted from the successfully made shots, and three synergies were extracted for the missed shot; two synergies were shared between scored and missed shots. The one synergy that contributes to the shoulder flexion was used to set the ball and activate the initial stage of the free throw. Another synergy that contributes the palmar flexion was used to release the ball and activate the final stage of the free throw. The other two synergies in scored shot contribute to lower and upper limb extension in sequence to promote the energy transfer in the middle to the final stage of the free throw. On the other hand, there was only a synergy that corresponded to the middle to the final stage of the free throw extracted from the missed shot. Since the movements of the lower and upper extremity extensions are performed even on a missed shot, we believe that working the from the lower to the upper limb "in sequence," rather than working the lower and upper limbs "simultaneously," may influence the success of the shot.
Collapse
Affiliation(s)
- Naoto Matsunaga
- General Education Core Curriculum Division, Seigakuin University, Ageo, Japan,*Correspondence: Naoto Matsunaga
| | | |
Collapse
|
10
|
Olikkal P, Pei D, Adali T, Banerjee N, Vinjamuri R. Data Fusion-Based Musculoskeletal Synergies in the Grasping Hand. SENSORS (BASEL, SWITZERLAND) 2022; 22:7417. [PMID: 36236515 PMCID: PMC9570582 DOI: 10.3390/s22197417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 09/26/2022] [Accepted: 09/27/2022] [Indexed: 06/16/2023]
Abstract
The hypothesis that the central nervous system (CNS) makes use of synergies or movement primitives in achieving simple to complex movements has inspired the investigation of different types of synergies. Kinematic and muscle synergies have been extensively studied in the literature, but only a few studies have compared and combined both types of synergies during the control and coordination of the human hand. In this paper, synergies were extracted first independently (called kinematic and muscle synergies) and then combined through data fusion (called musculoskeletal synergies) from 26 activities of daily living in 22 individuals using principal component analysis (PCA) and independent component analysis (ICA). By a weighted linear combination of musculoskeletal synergies, the recorded kinematics and the recorded muscle activities were reconstructed. The performances of musculoskeletal synergies in reconstructing the movements were compared to the synergies reported previously in the literature by us and others. The results indicate that the musculoskeletal synergies performed better than the synergies extracted without fusion. We attribute this improvement in performance to the musculoskeletal synergies that were generated on the basis of the cross-information between muscle and kinematic activities. Moreover, the synergies extracted using ICA performed better than the synergies extracted using PCA. These musculoskeletal synergies can possibly improve the capabilities of the current methodologies used to control high dimensional prosthetics and exoskeletons.
Collapse
Affiliation(s)
| | | | | | | | - Ramana Vinjamuri
- Department of Computer Science and Electrical Engineering, University of Maryland Baltimore County, Baltimore, MD 21250, USA
| |
Collapse
|
11
|
Veiga S, Lorenzo J, Trinidad A, Pla R, Fallas-Campos A, de la Rubia A. Kinematic Analysis of the Underwater Undulatory Swimming Cycle: A Systematic and Synthetic Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:12196. [PMID: 36231498 PMCID: PMC9566274 DOI: 10.3390/ijerph191912196] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 09/15/2022] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
Abstract
The increase of low-cost technology for underwater filming has made quantitative analysis an affordable resource for swimming coaches on a frequent basis. In this context, a synthesis of the kinematic determinants of underwater undulatory swimming (UUS) seems to be lacking. The aim of the present study was to synthesise the scientific evidence on the kinematic characteristics of competitive swimmers during UUS and the main kinematic determinants of UUS performance, as well as to summarise the main methodological considerations for UUS kinematic analysis. A systematic literature search was performed through four electronic databases following the PRISMA guidelines and STROBE for evaluating the quality of the included studies. Twenty-three research studies from the first search and two from the second search were finally considered. In total, 412 competitive swimmers (321 males and 91 females) with a performance standard of international B (11%), national (51%), or regional (35%) level were analysed. Most studies focused on a two-dimensional analysis of the ventral UUS performed from a push start and filmed 6-12 m from the starting wall. Kinematic analysis of UUS included kicking parameters (kicking length, frequency, and amplitude) as well as selected segmental kinematics in 76% of studies and the analysis of UUS performance determinants in 36%. Information about the determinants of UUS performance was inconsistent due in part to inconsistencies in the definition of kinematic parameters. Further research studies where automatic motion capture systems are applied to the analysis of UUS on the aforementioned conditions should be conducted.
Collapse
Affiliation(s)
- Santiago Veiga
- Grupo de Análisis Biomecánico, Departamento de Deportes, Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, 28040 Madrid, Spain
| | - Jorge Lorenzo
- Deporte y Entrenamiento Research Group, Departamento de Deportes, Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, 28040 Madrid, Spain
| | - Alfonso Trinidad
- Aqualab Research Group, Universidad Europea de Madrid, 28670 Madrid, Spain
| | - Robin Pla
- French Swimming Federation, 92110 Clichy, France
- Institut de Recherche bioMédicale et d’Epidémiologie du Sport (IRMES), 75013 Paris, France
| | - Andrea Fallas-Campos
- Núcleo de Estudios para el Alto Rendimiento y la Salud (ACUAUNA-NARS), Escuela Ciencias del Movimiento Humano, Universidad Nacional, Heredia 86-3000, Costa Rica
| | - Alfonso de la Rubia
- Deporte y Entrenamiento Research Group, Departamento de Deportes, Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, 28040 Madrid, Spain
| |
Collapse
|
12
|
Matsuura Y, Matsunaga N, Akuzawa H, Kojima T, Oshikawa T, Iizuka S, Okuno K, Kaneoka K. Difference in muscle synergies of the butterfly technique with and without swimmer's shoulder. Sci Rep 2022; 12:14546. [PMID: 36068286 PMCID: PMC9448761 DOI: 10.1038/s41598-022-18624-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 08/16/2022] [Indexed: 11/09/2022] Open
Abstract
This study aimed to investigate whether muscle synergy differs between swimmers with and without swimmer's shoulder in the butterfly technique. Muscle synergies, which can assess muscle coordination, were analyzed using surface electromyography. Twenty elite swimmers were included in this study (swimmer's shoulder: n = 8; control: n = 12). The motions involved in executing the butterfly technique were classified into the early pull-through, late pull-through, and recovery phases. Muscle synergy data analyzed using the nonnegative matrix factorization method were compared between the two groups. The swimming velocities were 1.66 ± 0.09 m・s −1 and 1.69 ± 0.06 m・s −1 for the control and swimmer's shoulder groups, respectively. Four muscle synergies in both groups were identified: synergy #1, which was involved in the early pull; synergy #2, involved in the late pull; synergy #3, involved in the early recovery; and synergy #4, involved in pre- and posthand entry. Compared to the control group, the swimmer's shoulder group had a small contribution from the pectoralis major (p = 0.032) and a high contribution from the rectus femoris during the early pull phase (p = 0.036). In the late pull phase, the contribution of the lower trapezius muscle in the swimmer's shoulder group was low (p = 0.033), while the contribution of the upper trapezius muscle in the pre- and postentry phases was high (p = 0.032). In the rehabilitation of athletes with swimmer's shoulder, it is therefore important to introduce targeted muscle rehabilitation in each phase.
Collapse
Affiliation(s)
- Yuiko Matsuura
- Department of Health and Sports, Niigata University of Health and Welfare, 1398, Shimamicho, Kita-ku, Niigata, Japan.
| | - Naoto Matsunaga
- General Education Core Curriculum Division, Seigakuin University, 1-1, Tosaki, Ageo, Saitama, Japan
| | - Hiroshi Akuzawa
- Department of Physical Therapy, Niigata University of Health and Welfare, 1398, Shimamicho, kita-ku, Niigata, Japan
| | - Tsuyoshi Kojima
- Yamanashi Gakuin University, 2-4-5, Sakaori, Kofu, Yamanashi, Japan
| | - Tomoki Oshikawa
- Faculty of Sport Sciences, Waseda University, 2-579-15, Mikajima, Tokorozawa, Saitama, Japan
| | - Satoshi Iizuka
- Department of Sport Sciences, Japan Institute of Sport Sciences, 3-15-1, Nishigaoka Kita-ku, Tokyo, Japan
| | - Keisuke Okuno
- Faculty of Sport Sciences, Waseda University, 2-579-15, Mikajima, Tokorozawa, Saitama, Japan
| | - Koji Kaneoka
- Faculty of Sport Sciences, Waseda University, 2-579-15, Mikajima, Tokorozawa, Saitama, Japan
| |
Collapse
|
13
|
Chen Z, Li T, Yang J, Zuo C. The Effect of the Swimmer's Trunk Oscillation on Dolphin Kick Performance Using a Computational Method with Multi-Body Motion: A Case Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19094969. [PMID: 35564363 PMCID: PMC9100937 DOI: 10.3390/ijerph19094969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 04/17/2022] [Accepted: 04/18/2022] [Indexed: 12/04/2022]
Abstract
The effect of a specific Chinese swimmer’s trunk oscillation on dolphin kick was investigated in order to optimize competitive swimming movement. Using a numerical simulation method based on multi-body motion, different swimmer’s trunk oscillation during a dolphin kick was analyzed. The simulation was conducted using 3D incompressible Navier−Stokes equations and renormalization group k-ε turbulence model, combined with the Volume of Fluid method to capture the water surface. The simulation’s results were evaluated by comparing them with experimental data and with previous studies. The net streamwise forces, mean swimming velocity, and joint moments were also investigated. There was a positive correlation between the mean swimming velocity and the amplitudes of the swimmer’s trunk oscillation, where the Pearson correlation coefficient was 0.986 and the selected model was statistically significant (p < 0.05). In addition, as the mean swimming velocity increased from 1.42 m/s in Variant 1 to 2 m/s in Variant 5, the maximum positive moments of joints increased by about 24.7% for the ankles, 27.4% for the knees, −3.9% for the hips, and 5.8% for the upper waist, whereas the maximum negative moments of joints increased by about 64.5% for the ankles, 28.1% for the knees, 23.1% for the hips, and 10.1% for the upper waist. The relationship between the trunk oscillation and the vortices was also investigated. Therefore, it is recommended that swimmers should try to increase the amplitudes of trunk oscillation to increase their swimming velocity. In order to achieve this goal, swimmers should increase strength training for the ankles, knees, and upper waist during the upkick. Moreover, extra strength training is warranted for the ankles, knees, hips, and upper waist during the downkick.
Collapse
Affiliation(s)
- Zhiya Chen
- School of Industrial Design and Ceramic Art, Foshan University, Foshan 528011, China;
| | - Tianzeng Li
- School of Industrial Design and Ceramic Art, Foshan University, Foshan 528011, China;
- Correspondence:
| | - Jin Yang
- Institute of Physical Education, Hunan University, Changsha 410082, China;
| | - Chuan Zuo
- School of Sports Science, Shanghai University of Sport, Shanghai 200438, China;
| |
Collapse
|
14
|
Ruiz-Navarro JJ, Cuenca-Fernández F, Sanders R, Arellano R. The determinant factors of undulatory underwater swimming performance: A systematic review. J Sports Sci 2022; 40:1243-1254. [PMID: 35384796 DOI: 10.1080/02640414.2022.2061259] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
The prominence of undulatory underwater swimming (UUS) has been clearly observed during recent international events. Improvement of this phase is important for overall performance. The aim of this systematic review was to identify the key factors that modulate UUS performance and provide coaches and sports science practitioners with valuable and practical information to optimise it. PubMed, Web of Science, Scopus, and SPORTDiscus databases were searched up to 14 October 2021. Studies involving competitive swimmers and which included UUS performance assessment were considered. Methodological quality assessment was conducted for the included articles. From the 193 articles screened, 15 articles were included. There was a substantial body of research conducted on kicking frequency, vertical toe and body wave velocity, angular velocity of the joints, distance per kick, joint amplitudes and mobility, and body position in UUS performance. However, further investigation is required for muscle activation and muscle strength influence. The results from this review contribute to understanding of how to optimise UUS performance, identifying the key aspects that must be addressed during training. Specifically, the caudal momentum transfer should be maximised, the upbeat duration reduced, and the frequency that best suits swimmers' characteristics should be identified individually.
Collapse
Affiliation(s)
- Jesús J Ruiz-Navarro
- Aquatics Lab, Department of Physical Education and Sports, Faculty of Sport Sciences, University of Granada, Granada, Spain
| | - Francisco Cuenca-Fernández
- Aquatics Lab, Department of Physical Education and Sports, Faculty of Sport Sciences, University of Granada, Granada, Spain
| | - Ross Sanders
- Sydney School of Health Sciences, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Raúl Arellano
- Aquatics Lab, Department of Physical Education and Sports, Faculty of Sport Sciences, University of Granada, Granada, Spain
| |
Collapse
|
15
|
Wadrzyk L, Staszkiewicz R, Zeglen M, Kryst L. Relationship between somatic build and kinematic indices of underwater undulatory swimming performed by young male swimmers. INT J PERF ANAL SPOR 2021. [DOI: 10.1080/24748668.2021.1909450] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Lukasz Wadrzyk
- Department of Biomechanics, University of Physical Education in Krakow, Krakow, Poland
| | - Robert Staszkiewicz
- Department of Biomechanics, University of Physical Education in Krakow, Krakow, Poland
| | | | - Lukasz Kryst
- Department of Anthropology, University of Physical Education in Krakow, Krakow, Poland
| |
Collapse
|
16
|
Ikeda Y, Ichikawa H, Shimojo H, Nara R, Baba Y, Shimoyama Y. Relationship between dolphin kick movement in humans and velocity during undulatory underwater swimming. J Sports Sci 2021; 39:1497-1503. [PMID: 33593229 DOI: 10.1080/02640414.2021.1881313] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
The present study was conducted to identify the kinematic variables associated with dolphin kick performance during the acceleration and deceleration phases. Nine male competitive swimmers performed 3-5 × 15-m dolphin kick swimming trials with maximum effort. The underwater motion of the dolphin kick was recorded using a digital video camera for a two-dimensional motion analysis. Upper-lower trunk and leg angles in addition to shoulder, hip, and knee joint angles were calculated as kinematic variables. The average horizontal velocity of the greater trochanter during two cycles of the dolphin kick correlated with the angular displacement of the lower trunk in the acceleration (r = -0.715, p < 0.05) and deceleration phases (r = 0.682, p < 0.05). Furthermore, greater angular displacement of the lower trunk was associated with smaller angular displacement of the upper leg and greater angular displacement of the hip, knee, and lower leg in both phases. These results suggest that the movement of the lower trunk is a key kinematic variable for dolphin kick performance, and also that swimming coaches and swimmers need to focus on the movement of the lower trunk as well as upper-lower legs in order to improve dolphin kick motion.
Collapse
Affiliation(s)
- Yusuke Ikeda
- Department of Health and Sports, Niigata University of Health and Welfare, Niigata, Japan
| | - Hiroshi Ichikawa
- Department of Health and Sports, Niigata University of Health and Welfare, Niigata, Japan
| | - Hirofumi Shimojo
- Department of Health and Sports, Niigata University of Health and Welfare, Niigata, Japan
| | - Rio Nara
- Department of Health and Sports, Niigata University of Health and Welfare, Niigata, Japan
| | - Yasuhiro Baba
- Department of Health and Sports, Niigata University of Health and Welfare, Niigata, Japan
| | - Yoshimitsu Shimoyama
- Department of Health and Sports, Niigata University of Health and Welfare, Niigata, Japan
| |
Collapse
|
17
|
Lumbar Intervertebral Disc Degeneration Does Not Affect Muscle Synergy for Rowing Activities. Appl Bionics Biomech 2021; 2021:6651671. [PMID: 33628330 PMCID: PMC7899783 DOI: 10.1155/2021/6651671] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Revised: 01/17/2021] [Accepted: 02/03/2021] [Indexed: 11/17/2022] Open
Abstract
Rowers with disc degeneration may have motor control dysfunction during rowing. This study is aimed at clarifying the trunk and lower extremity muscle synergy during rowing and at comparing the muscle synergy between elite rowers with and without lumbar intervertebral disc degeneration. Twelve elite collegiate rowers (with disc degeneration, n = 6; without disc degeneration, n = 6) were included in this study. Midline sagittal images obtained by lumbar T2-weighted magnetic resonance imaging were used to evaluate disc degeneration. Participants with one or more degenerated discs were classified into the disc degeneration group. A 2000 m race trial using a rowing ergometer was conducted. Surface electrodes were attached to the right rectus abdominis, external oblique, internal oblique, latissimus dorsi, multifidus, erector spinae, rectus femoris, and biceps femoris. The activity of the muscles was measured during one stroke immediately after 20% and 80% of the rowing trial. Nonnegative matrix factorization was used to extract the muscle synergies from the electromyographic data. To compare the muscle synergies, a scalar product (SP) evaluating synergy coincidence was calculated, and the muscle synergies were considered identical at SP > 75%. Both groups had only one module in the 20% and 80% time points of the trial. At the 20% time point of the 2000 m rowing trial, the SP of the module was 99.8%. At the 80% time point, the SP of the module was 99.9%. The SP results indicate that, at 20% and 80% time points, both groups had the same module. The module showed a high contribution in all muscles. The activation coefficients indicated that the module was always highly activated throughout the rowing stroke in both groups. The trunk and lower extremity muscles are mobilized through the rowing stroke and maintain coordination during rowing. There was no difference in the muscle synergy between the rowers with and without lumbar intervertebral disc degeneration.
Collapse
|