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          "en" => "<p id="spara001" class="elsevierStyleSimplePara elsevierViewall">Networks of interactions among muscle fibers of <span class="elsevierStyleItalic">erector espinae</span> &#40;up&#41; and <span class="elsevierStyleItalic">vastus lateralis</span> &#40;down&#41; during 3 consecutive bouts of squat exercises performed until exhaustion&#46; The muscle network reorganizes with fatigue accumulation&#46; The network maps represent the coupling strength between frequency bands &#40;color nodes&#41; corresponding to fast&#44; intermediate and slow fibers within each muscle group&#46; Links strength is shown by the width of the lines &#40;adapted from Garc&#237;a-Retortillo et al&#46;&#44; 2022&#41;&#46;<a class="elsevierStyleCrossRef" href="#bib0035"><span class="elsevierStyleSup">35</span></a></p>"
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    "textoCompleto" => "<span class="elsevierStyleSections"><span id="sec0001" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0003">Introduction</span><p id="para0001" class="elsevierStylePara elsevierViewall">Despite the implementation of prevention strategies&#44; the rate of muscle injuries in professional football has not decreased&#46;<a class="elsevierStyleCrossRef" href="#bib0001"><span class="elsevierStyleSup">1</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0002"><span class="elsevierStyleSup">2</span></a> The prevalence in youth players is particularly alarming and represents a significant health challenge&#46;<a class="elsevierStyleCrossRef" href="#bib0003"><span class="elsevierStyleSup">3</span></a> Although a relationship between the head coach&#39;s leadership style and injury rates has been suggested&#44;<a class="elsevierStyleCrossRef" href="#bib0004"><span class="elsevierStyleSup">4</span></a> there is a lack of studies relating muscle injuries with training methodologies&#46; This brief opinion paper aims to alert that strength training may promote sports injuries in some players&#44; and suggest the use of intermuscular connectivity measures to test the risk of muscle injuries&#46;</p><p id="para0002" class="elsevierStylePara elsevierViewall">The increase of hamstring injuries during the last decades in elite clubs has been linked to the high number of competitions per season and the rigorous demands of modern football&#46;<a class="elsevierStyleCrossRef" href="#bib0001"><span class="elsevierStyleSup">1</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0005"><span class="elsevierStyleSup">5</span></a> It is a fact that successful teams participate in national and international cups&#44; and their players frequently compete with their national teams&#46; The interaction among competitive stress&#44; extensive travel&#44; and other related factors can lead to fatigue&#44; coordination deterioration&#44; and an elevated risk of injury&#46;<a class="elsevierStyleCrossRefs" href="#bib0006"><span class="elsevierStyleSup">6-8</span></a> However&#44; preventive strategies&#44; including nutrition&#44; physiotherapy&#44; and other interventions&#44; specifically designed to alleviate these effects&#44; have been notably implemented in recent years&#46;<a class="elsevierStyleCrossRefs" href="#bib0009"><span class="elsevierStyleSup">9-11</span></a> Furthermore&#44; while the interactions of physiological&#44; biomechanical&#44; and psychosocial sports injury risk factors have been discussed&#44; albeit partially addressed&#44;<a class="elsevierStyleCrossRef" href="#bib0008"><span class="elsevierStyleSup">8</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0012"><span class="elsevierStyleSup">12</span></a> the impact of physical conditioning and training methodologies on muscle injuries keeps relatively understudied&#46;</p><p id="para0004" class="elsevierStylePara elsevierViewall">Although training soccer methodologies have notably evolved in recent years toward viewing players&#47;teams as complex adaptive systems&#44; strength and conditioning methodologies still treat players as sophisticated machines&#46;<a class="elsevierStyleCrossRef" href="#bib0013"><span class="elsevierStyleSup">13</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0014"><span class="elsevierStyleSup">14</span></a> It is common to separate preventive and performance training using summative and commutative suppositions such as&#58; &#8220;strength training combined with skill training results in performing skills with more strength&#8221;&#44; &#8220;strength training before field training has a preventive effect&#8221;&#44; &#8220;game actions can be trained in the gym through localized and unspecific exercises&#46;</p><p id="para0005" class="elsevierStylePara elsevierViewall">In recent years&#44; professional football clubs have widely adopted strength training programs as a crucial component of the daily routines for footballers with the primary aim of preventing injuries&#46; They are often based on localized and repetitive exercises which are specific to the performance tests but non-specific with respect to football actions&#46; The potential influence of such methodologies relying on series and repetitions of the same exercises on the development of muscle synergies remains underexplored&#46;<a class="elsevierStyleCrossRef" href="#bib0015"><span class="elsevierStyleSup">15</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0016"><span class="elsevierStyleSup">16</span></a> Traditional&#44; contrast models&#44; ballistic&#44; plyometric&#44; and eccentric programs&#44; known for their substantial strength gains measured through performance tests&#44; are among the most common applied methods&#46;<a class="elsevierStyleCrossRef" href="#bib0017"><span class="elsevierStyleSup">17</span></a> They are typically conducted in dedicated gym facilities using weights&#44; elastic bands&#44; Olympic bars&#44; ropes&#44; medicine balls&#44; etc&#46; and before the field training sessions&#46; It is worth to distinguish these routines focused on strength training from the widely used warming-up FIFA 11&#43; injury prevention program&#46;<a class="elsevierStyleCrossRef" href="#bib0009"><span class="elsevierStyleSup">9</span></a></p><p id="para0006" class="elsevierStylePara elsevierViewall">The strength training programs mentioned above often lack robust scientific evidence&#44; as it is the case of eccentric programs&#44;<a class="elsevierStyleCrossRefs" href="#bib0018"><span class="elsevierStyleSup">18-20</span></a> or lack evidence-based practice&#46;<a class="elsevierStyleCrossRef" href="#bib0021"><span class="elsevierStyleSup">21</span></a> Moreover&#44; existing evidences are frequently based on probabilistic results obtained through experimental designs of group data means comparisons which are non-adequate for personalized recommendations&#46;<a class="elsevierStyleCrossRef" href="#bib0022"><span class="elsevierStyleSup">22</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0023"><span class="elsevierStyleSup">23</span></a></p><p id="para0007" class="elsevierStylePara elsevierViewall">Driven by prevailing social beliefs and values associated with body image&#44; strength training practices have gained popularity&#44; in particular&#44; among youngsters&#46; Muscular bodies&#44; aligning with contemporary aesthetics and representing the archetype of a fit person&#44; are exhibited by football stars and linked implicitly to success&#46; From a complex system perspective&#44; players&#44; teams and competitions are nested structures related through circular causality&#46;<a class="elsevierStyleCrossRef" href="#bib0024"><span class="elsevierStyleSup">24</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0014"><span class="elsevierStyleSup">14</span></a> If the conditional profile of professional football players changes&#44; the game style and the competition changes as well&#46; In turn&#44; the game style and the competition constraints further the players profile&#46; In this way&#44; a generalized strength-oriented practice may change also the football competition&#44; keeping aside the players with difficulties of adaptation to strength training&#46;</p><p id="para0008" class="elsevierStylePara elsevierViewall">Relying on the theoretical principles of the Network Physiology of Exercise&#44;<a class="elsevierStyleCrossRef" href="#bib0025"><span class="elsevierStyleSup">25</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0026"><span class="elsevierStyleSup">26</span></a> the potential adverse effects of overloading footballers with strength training programs will be explained&#44; and monitoring methods based on connectivity measures will be proposed to evaluate and track players progress&#46;</p></span><span id="sec0002" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0004">Network approach to injuries&#46; The connectivity hypothesis</span><p id="para0009" class="elsevierStylePara elsevierViewall">Football actions emerge from the intricate interaction between multilevel physiological networks &#40;e&#46;g&#46;&#44; molecules&#44; cells&#44; organs&#44; limbs&#41; and the environment&#46;<a class="elsevierStyleCrossRef" href="#bib0027"><span class="elsevierStyleSup">27</span></a> Most muscle injuries occur performing actions that have been repeated many times without harmful consequences&#46; To elucidate the nonlinear transition from safe to injurious actions&#44; Pol et al&#46; &#40;2019&#41; have proposed the connectivity of microinjuries hypothesis&#46;<a class="elsevierStyleCrossRef" href="#bib0028"><span class="elsevierStyleSup">28</span></a> According to it&#44; microinjuries&#44; produced by any muscle action of significant intensity&#44; can accumulate and interconnect over time&#46; In general&#44; if the rate of workloads overcome the time of tissue reparation&#44;<a class="elsevierStyleCrossRef" href="#bib0029"><span class="elsevierStyleSup">29</span></a> clusters of microinjuries may create a context for the sudden emergence of a macroinjury&#46; This means that one more repetition of a safe action can produce&#44; through a percolation mechanism&#44; a nonlinear effect &#40;e&#46;g&#46;&#44; muscle strain or rupture&#41;&#46;<a class="elsevierStyleCrossRef" href="#bib0028"><span class="elsevierStyleSup">28</span></a> As there is no universal threshold-safe number of repetitions or workload values&#44; determining how much workload is too much is a persistently unsolved problem&#46;<a class="elsevierStyleCrossRef" href="#bib0030"><span class="elsevierStyleSup">30</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0031"><span class="elsevierStyleSup">31</span></a> Several interacting factors &#40;e&#46;g&#46; sleep&#44; nutrition&#44; life style&#41; may delay the tissue repair requirements and increase the susceptibility to injury&#46;<a class="elsevierStyleCrossRef" href="#bib0032"><span class="elsevierStyleSup">32</span></a> In this scenario&#44; the widespread GPS-based technologies to quantify and track players workload may have a poor preventive power&#46;</p><p id="para0010" class="elsevierStylePara elsevierViewall">Qualitative changes in training routines&#44; undetected by the tech-based monitoring systems&#44; can also increase the susceptibility to injuries&#58; the replacement of coaches&#44; changes in training methodologies&#44; shifts in tactical strategies or playing positions &#40;e&#46;g&#46; when competing with clubs and national teams&#41;&#44; resuming training after a resting period &#40;e&#46;g&#46;&#44; preseason&#41;&#46; Such changes are often overlooked by injury prevention strategies&#46; However&#44; the consideration of such coordinative stress factors becomes crucial in developing more comprehensive and effective injury prevention approaches&#46;</p></span><span id="sec0003" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0005">Performance tests are not informative enough about injury risks</span><p id="para0011" class="elsevierStylePara elsevierViewall">The accumulation of microinjuries induce coordinative changes in motor actions&#44; similar to those produced by fatigue&#46;<a class="elsevierStyleCrossRef" href="#bib0028"><span class="elsevierStyleSup">28</span></a> The explanation can be found in the loss of connectivity among muscle fibers and the instability of neuromuscular interactions&#46;<a class="elsevierStyleCrossRef" href="#bib0033"><span class="elsevierStyleSup">33</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0034"><span class="elsevierStyleSup">34</span></a> The impact of fatigue on the muscular connectivity has been tested through the study of intermuscular coordination during exercise&#46;<a class="elsevierStyleCrossRef" href="#bib0035"><span class="elsevierStyleSup">35</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0036"><span class="elsevierStyleSup">36</span></a> The authors have evaluated how distinct muscle fiber types dynamically interact with each other and integrate as a network while performing strength exercises &#40;e&#46;g&#46; push-ups&#44; squats&#41;&#46; Specifically&#44; they have measured intermuscular cross-frequency interactions among distinct muscles by quantifying the spectral components of different frequency bands embedded in surface electromyogram &#40;sEMG&#41; time series&#46; Specific links strength among embedded networks have identified characteristic network profiles&#46;</p><p id="para0012" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#fig0001">Fig&#46; 1</a> shows the progressive loss of connectivity of muscle networks during three consecutive maximal squat tests&#46;<a class="elsevierStyleCrossRef" href="#bib0036"><span class="elsevierStyleSup">36</span></a> The number and strength of connections among the muscle fibers is poorer in the third exercise compared to the first&#46; However&#44; due to synergetic muscle networks reorganization participants are able to continue performing the test requirements&#46; This means that performance tests are not informative enough about changes in muscle connectivity and may poorly predict injury risks&#46; When muscle fibers of the exercising muscle network compensate the lack of function of their neighbors&#44; they become more and more overloaded and prone to increase and connect microinjuries&#46;<a class="elsevierStyleCrossRef" href="#bib0028"><span class="elsevierStyleSup">28</span></a> When the number and&#47;or strength of muscle fiber links decreases&#44; the network becomes unfunctional&#44;<a class="elsevierStyleCrossRef" href="#bib0025"><span class="elsevierStyleSup">25</span></a> and the susceptibility of suffering muscle injuries may increase&#46; The empirical results of <a class="elsevierStyleCrossRef" href="#fig0001">Fig&#46; 1</a> strongly point to connectivity measures&#44; obtained from spectral analysis of EMG time series of muscle groups during exercise&#44; as a promising internal workload measure for preventing muscle injuries&#46;</p><elsevierMultimedia ident="fig0001"></elsevierMultimedia><p id="para0013" class="elsevierStylePara elsevierViewall">The loss of functional connectivity with fatigue has been also related to sedentarism and injuries&#46;<a class="elsevierStyleCrossRef" href="#bib0025"><span class="elsevierStyleSup">25</span></a> In fact&#44; severe muscle injuries have been associated with a high risk of reinjury&#46;<a class="elsevierStyleCrossRef" href="#bib0037"><span class="elsevierStyleSup">37</span></a> Fatigue and injuries share similar dynamic laws and can be interpreted as adaptive protective mechanisms enforcing time for recovery&#46;<a class="elsevierStyleCrossRef" href="#bib0028"><span class="elsevierStyleSup">28</span></a> In a similar manner that a poor muscle connectivity may induce a nonlinear effect like task failure&#44;<a class="elsevierStyleCrossRef" href="#bib0033"><span class="elsevierStyleSup">33</span></a> it may induce a macroinjury&#46;<a class="elsevierStyleCrossRef" href="#bib0028"><span class="elsevierStyleSup">28</span></a></p><p id="para0014" class="elsevierStylePara elsevierViewall">As noticed in early times&#44; faster and high gains of strength were rapidly lost with detraining&#46; In contrast&#44; moderate gains obtained over longer periods of time were better retained&#46;<a class="elsevierStyleCrossRef" href="#bib0038"><span class="elsevierStyleSup">38</span></a> In general&#44; individual fitness profiles&#44; which stabilize over generations&#44; tend to decline after a temporary cessation of exercise at a rate inversely proportional to the accumulated training time&#46;<a class="elsevierStyleCrossRef" href="#bib0039"><span class="elsevierStyleSup">39</span></a><span class="elsevierStyleSup">&#44;</span><a class="elsevierStyleCrossRef" href="#bib0040"><span class="elsevierStyleSup">40</span></a> This means that poorly stabilized strength muscle synergies may increase the susceptibility to injuries and vice versa&#46; In this way&#44; the adaptive response to strength training is highly individual&#44; and depends on previous exposure to strength training and genetic factors&#46; In fact&#44; a high heterogeneity has been found in the adaptive response to strength training in older adults identifying adverse responders&#46;<a class="elsevierStyleCrossRef" href="#bib0041"><span class="elsevierStyleSup">41</span></a></p></span><span id="sec0004" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0006">Time scales of the muscle network and long-term adaptations</span><p id="para0015" class="elsevierStylePara elsevierViewall">Adaptation to exercise is a consequence of functionally integrated multilevel physiological networks interacting with external workloads&#46; These multilevel and multi timescale co-adaptive physiological networks interact with each other through circular causality during exercise&#46;<a class="elsevierStyleCrossRef" href="#bib0040"><span class="elsevierStyleSup">40</span></a> Each level&#44; acting on different characteristic timescale&#44; parametrize the muscle synergies&#46; The faster evolving processes &#40;e&#46;g&#46;&#44; enzymatic or protein signaling network activity&#44; neural excitability etc&#46;&#41; may have already stabilized at increased values while the more slowly evolving variables &#40;e&#46;g&#46;&#44; tendon and bone remodeling&#44; muscle hypertrophy&#44; capillarization&#44; etc&#46;&#41; may not have stabilized yet&#46; The resulting incoherence between these processes may eventually produce a poor stability of muscle synergies and may increase the susceptibility to injuries&#46;<a class="elsevierStyleCrossRef" href="#bib0028"><span class="elsevierStyleSup">28</span></a></p></span><span id="sec0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0007">Practical consequences to avoid injury risks</span><p id="para9001" class="elsevierStylePara elsevierViewall"><ul class="elsevierStyleList" id="celist0001"><li class="elsevierStyleListItem" id="celistitem0001"><span class="elsevierStyleLabel">&#8226;</span><p id="para0016" class="elsevierStylePara elsevierViewall">Update the reductionist assumptions of physical conditioning by considering players as complex adaptive systems also at physiological level&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0002"><span class="elsevierStyleLabel">&#8226;</span><p id="para0017" class="elsevierStylePara elsevierViewall">Avoid the fragmentation of prevention and performance training&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0003"><span class="elsevierStyleLabel">&#8226;</span><p id="para0018" class="elsevierStylePara elsevierViewall">Evaluate the individual characteristics of players before imposing strength training programs&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0004"><span class="elsevierStyleLabel">&#8226;</span><p id="para0019" class="elsevierStylePara elsevierViewall">Eschew strength training programs before field training sessions to protect susceptible players&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0005"><span class="elsevierStyleLabel">&#8226;</span><p id="para0020" class="elsevierStylePara elsevierViewall">Promote moderate and long-term adaptations to strength training&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0006"><span class="elsevierStyleLabel">&#8226;</span><p id="para0021" class="elsevierStylePara elsevierViewall">Avoid the homogenization of players pushing a common conditional profile based on strength&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0007"><span class="elsevierStyleLabel">&#8226;</span><p id="para0022" class="elsevierStylePara elsevierViewall">Pay attention to changes in coordinative requirements not reflected in the common tracking control of workloads&#46;</p></li><li class="elsevierStyleListItem" id="celistitem0008"><span class="elsevierStyleLabel">&#8226;</span><p id="para0023" class="elsevierStylePara elsevierViewall">Introduce connectivity measurements &#40;e&#46;g&#46; intermuscular connectivity&#41; to test the injury risks&#46;</p></li></ul></p></span><span id="sec0006" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cesectitle0008">Funding</span><p id="para0024" class="elsevierStylePara elsevierViewall">This work was supported by the <span class="elsevierStyleGrantSponsor" id="gs00001">National Institute of Physical Education of Catalonia</span> &#40;INEFC&#41;&#44; Generalitat de Catalunya&#46;</p></span></span>"
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          "titulo" => "Introduction"
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        3 => array:2 [
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          "titulo" => "Network approach to injuries&#46; The connectivity hypothesis"
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          "titulo" => "Performance tests are not informative enough about injury risks"
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          "titulo" => "Time scales of the muscle network and long-term adaptations"
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            0 => "Network physiology of exercise"
            1 => "Intermuscular coordination"
            2 => "Complex adaptive systems"
            3 => "synergies"
            4 => "microinjuries"
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        "titulo" => "Abstract"
        "resumen" => "<span id="abss0001" class="elsevierStyleSection elsevierViewall"><p id="spara002" class="elsevierStyleSimplePara elsevierViewall">The rate of muscle injuries in professional football has not decreased despite the implementation of preventive strategies&#46; This is commonly attributed to the rise in the number of competitions per season and the rigorous demands of modern football&#46; However&#44; these factors seem insufficient to explain the absence of impact from preventive strategies&#46; Adopting a Network Physiology perspective&#44; we hypothesize that some strength programs focused on reinforcing the most susceptible musculoskeletal structures and increase the muscle mass might contribute to&#44; rather than mitigate&#44; injuries in some players&#46;</p><p id="spara003" class="elsevierStyleSimplePara elsevierViewall">The aim of this work is twofold&#58; a&#41; explaining why some currently applied strength training methods may promote sports injuries in some players&#44; and b&#41; suggest the use of intermuscular connectivity measures to test the risk of injury&#46;</p><p id="spara004" class="elsevierStyleSimplePara elsevierViewall">The stability of multilevel neuromuscular synergies operating at various timescales is a crucial factor for adapting to strength training workloads&#46; This stability necessitates long-term adaptation and cannot be assured through rapid strength gains&#46; When neuromuscular synergies become unstable&#44; the vulnerability to injuries rises&#46; Since performance tests offer limited insights into the stability of neuromuscular synergies&#44; we suggest employing recently developed intermuscular connectivity measures for monitoring and tracking players&#39; progress&#46;</p></span>"
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          "en" => "<p id="spara001" class="elsevierStyleSimplePara elsevierViewall">Networks of interactions among muscle fibers of <span class="elsevierStyleItalic">erector espinae</span> &#40;up&#41; and <span class="elsevierStyleItalic">vastus lateralis</span> &#40;down&#41; during 3 consecutive bouts of squat exercises performed until exhaustion&#46; The muscle network reorganizes with fatigue accumulation&#46; The network maps represent the coupling strength between frequency bands &#40;color nodes&#41; corresponding to fast&#44; intermediate and slow fibers within each muscle group&#46; Links strength is shown by the width of the lines &#40;adapted from Garc&#237;a-Retortillo et al&#46;&#44; 2022&#41;&#46;<a class="elsevierStyleCrossRef" href="#bib0035"><span class="elsevierStyleSup">35</span></a></p>"
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Vol. 59. Issue 224.
(October - December 2024)
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Vol. 59. Issue 224.
(October - December 2024)
Special article
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Preventing or promoting muscle injuries? Strength training as a risk factor in professional football
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N. Balaguéa, R. Hristovskib, R. Polc, A. Borralloa, S García-Retortillod,
Corresponding author
sgarcia@wfu.edu

Corresponding author at: Department of Health and Exercise Science, Wake Forest University, 1834 Wake Forest Rd, Worrell Prof. Ctr., Winston-Salem, NC 27109, USA.
a Complex Systems in Sport Research Group, Institut Nacional d'Educació Física de Catalunya (INEFC), Universitat de Barcelona (UB), Barcelona, Spain
b Ss Cyril and Methodius University, Skopje, Macedonia
c Paris Saint-Germain Football Club, Paris, France
d Wake Forest University, North Carolina, USA
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Abstract

The rate of muscle injuries in professional football has not decreased despite the implementation of preventive strategies. This is commonly attributed to the rise in the number of competitions per season and the rigorous demands of modern football. However, these factors seem insufficient to explain the absence of impact from preventive strategies. Adopting a Network Physiology perspective, we hypothesize that some strength programs focused on reinforcing the most susceptible musculoskeletal structures and increase the muscle mass might contribute to, rather than mitigate, injuries in some players.

The aim of this work is twofold: a) explaining why some currently applied strength training methods may promote sports injuries in some players, and b) suggest the use of intermuscular connectivity measures to test the risk of injury.

The stability of multilevel neuromuscular synergies operating at various timescales is a crucial factor for adapting to strength training workloads. This stability necessitates long-term adaptation and cannot be assured through rapid strength gains. When neuromuscular synergies become unstable, the vulnerability to injuries rises. Since performance tests offer limited insights into the stability of neuromuscular synergies, we suggest employing recently developed intermuscular connectivity measures for monitoring and tracking players' progress.

Keywords:
Network physiology of exercise
Intermuscular coordination
Complex adaptive systems
synergies
microinjuries
Full Text
Introduction

Despite the implementation of prevention strategies, the rate of muscle injuries in professional football has not decreased.1,2 The prevalence in youth players is particularly alarming and represents a significant health challenge.3 Although a relationship between the head coach's leadership style and injury rates has been suggested,4 there is a lack of studies relating muscle injuries with training methodologies. This brief opinion paper aims to alert that strength training may promote sports injuries in some players, and suggest the use of intermuscular connectivity measures to test the risk of muscle injuries.

The increase of hamstring injuries during the last decades in elite clubs has been linked to the high number of competitions per season and the rigorous demands of modern football.1,5 It is a fact that successful teams participate in national and international cups, and their players frequently compete with their national teams. The interaction among competitive stress, extensive travel, and other related factors can lead to fatigue, coordination deterioration, and an elevated risk of injury.6-8 However, preventive strategies, including nutrition, physiotherapy, and other interventions, specifically designed to alleviate these effects, have been notably implemented in recent years.9-11 Furthermore, while the interactions of physiological, biomechanical, and psychosocial sports injury risk factors have been discussed, albeit partially addressed,8,12 the impact of physical conditioning and training methodologies on muscle injuries keeps relatively understudied.

Although training soccer methodologies have notably evolved in recent years toward viewing players/teams as complex adaptive systems, strength and conditioning methodologies still treat players as sophisticated machines.13,14 It is common to separate preventive and performance training using summative and commutative suppositions such as: “strength training combined with skill training results in performing skills with more strength”, “strength training before field training has a preventive effect”, “game actions can be trained in the gym through localized and unspecific exercises.

In recent years, professional football clubs have widely adopted strength training programs as a crucial component of the daily routines for footballers with the primary aim of preventing injuries. They are often based on localized and repetitive exercises which are specific to the performance tests but non-specific with respect to football actions. The potential influence of such methodologies relying on series and repetitions of the same exercises on the development of muscle synergies remains underexplored.15,16 Traditional, contrast models, ballistic, plyometric, and eccentric programs, known for their substantial strength gains measured through performance tests, are among the most common applied methods.17 They are typically conducted in dedicated gym facilities using weights, elastic bands, Olympic bars, ropes, medicine balls, etc. and before the field training sessions. It is worth to distinguish these routines focused on strength training from the widely used warming-up FIFA 11+ injury prevention program.9

The strength training programs mentioned above often lack robust scientific evidence, as it is the case of eccentric programs,18-20 or lack evidence-based practice.21 Moreover, existing evidences are frequently based on probabilistic results obtained through experimental designs of group data means comparisons which are non-adequate for personalized recommendations.22,23

Driven by prevailing social beliefs and values associated with body image, strength training practices have gained popularity, in particular, among youngsters. Muscular bodies, aligning with contemporary aesthetics and representing the archetype of a fit person, are exhibited by football stars and linked implicitly to success. From a complex system perspective, players, teams and competitions are nested structures related through circular causality.24,14 If the conditional profile of professional football players changes, the game style and the competition changes as well. In turn, the game style and the competition constraints further the players profile. In this way, a generalized strength-oriented practice may change also the football competition, keeping aside the players with difficulties of adaptation to strength training.

Relying on the theoretical principles of the Network Physiology of Exercise,25,26 the potential adverse effects of overloading footballers with strength training programs will be explained, and monitoring methods based on connectivity measures will be proposed to evaluate and track players progress.

Network approach to injuries. The connectivity hypothesis

Football actions emerge from the intricate interaction between multilevel physiological networks (e.g., molecules, cells, organs, limbs) and the environment.27 Most muscle injuries occur performing actions that have been repeated many times without harmful consequences. To elucidate the nonlinear transition from safe to injurious actions, Pol et al. (2019) have proposed the connectivity of microinjuries hypothesis.28 According to it, microinjuries, produced by any muscle action of significant intensity, can accumulate and interconnect over time. In general, if the rate of workloads overcome the time of tissue reparation,29 clusters of microinjuries may create a context for the sudden emergence of a macroinjury. This means that one more repetition of a safe action can produce, through a percolation mechanism, a nonlinear effect (e.g., muscle strain or rupture).28 As there is no universal threshold-safe number of repetitions or workload values, determining how much workload is too much is a persistently unsolved problem.30,31 Several interacting factors (e.g. sleep, nutrition, life style) may delay the tissue repair requirements and increase the susceptibility to injury.32 In this scenario, the widespread GPS-based technologies to quantify and track players workload may have a poor preventive power.

Qualitative changes in training routines, undetected by the tech-based monitoring systems, can also increase the susceptibility to injuries: the replacement of coaches, changes in training methodologies, shifts in tactical strategies or playing positions (e.g. when competing with clubs and national teams), resuming training after a resting period (e.g., preseason). Such changes are often overlooked by injury prevention strategies. However, the consideration of such coordinative stress factors becomes crucial in developing more comprehensive and effective injury prevention approaches.

Performance tests are not informative enough about injury risks

The accumulation of microinjuries induce coordinative changes in motor actions, similar to those produced by fatigue.28 The explanation can be found in the loss of connectivity among muscle fibers and the instability of neuromuscular interactions.33,34 The impact of fatigue on the muscular connectivity has been tested through the study of intermuscular coordination during exercise.35,36 The authors have evaluated how distinct muscle fiber types dynamically interact with each other and integrate as a network while performing strength exercises (e.g. push-ups, squats). Specifically, they have measured intermuscular cross-frequency interactions among distinct muscles by quantifying the spectral components of different frequency bands embedded in surface electromyogram (sEMG) time series. Specific links strength among embedded networks have identified characteristic network profiles.

Fig. 1 shows the progressive loss of connectivity of muscle networks during three consecutive maximal squat tests.36 The number and strength of connections among the muscle fibers is poorer in the third exercise compared to the first. However, due to synergetic muscle networks reorganization participants are able to continue performing the test requirements. This means that performance tests are not informative enough about changes in muscle connectivity and may poorly predict injury risks. When muscle fibers of the exercising muscle network compensate the lack of function of their neighbors, they become more and more overloaded and prone to increase and connect microinjuries.28 When the number and/or strength of muscle fiber links decreases, the network becomes unfunctional,25 and the susceptibility of suffering muscle injuries may increase. The empirical results of Fig. 1 strongly point to connectivity measures, obtained from spectral analysis of EMG time series of muscle groups during exercise, as a promising internal workload measure for preventing muscle injuries.

Fig. 1.

Networks of interactions among muscle fibers of erector espinae (up) and vastus lateralis (down) during 3 consecutive bouts of squat exercises performed until exhaustion. The muscle network reorganizes with fatigue accumulation. The network maps represent the coupling strength between frequency bands (color nodes) corresponding to fast, intermediate and slow fibers within each muscle group. Links strength is shown by the width of the lines (adapted from García-Retortillo et al., 2022).35

(1.41MB).

The loss of functional connectivity with fatigue has been also related to sedentarism and injuries.25 In fact, severe muscle injuries have been associated with a high risk of reinjury.37 Fatigue and injuries share similar dynamic laws and can be interpreted as adaptive protective mechanisms enforcing time for recovery.28 In a similar manner that a poor muscle connectivity may induce a nonlinear effect like task failure,33 it may induce a macroinjury.28

As noticed in early times, faster and high gains of strength were rapidly lost with detraining. In contrast, moderate gains obtained over longer periods of time were better retained.38 In general, individual fitness profiles, which stabilize over generations, tend to decline after a temporary cessation of exercise at a rate inversely proportional to the accumulated training time.39,40 This means that poorly stabilized strength muscle synergies may increase the susceptibility to injuries and vice versa. In this way, the adaptive response to strength training is highly individual, and depends on previous exposure to strength training and genetic factors. In fact, a high heterogeneity has been found in the adaptive response to strength training in older adults identifying adverse responders.41

Time scales of the muscle network and long-term adaptations

Adaptation to exercise is a consequence of functionally integrated multilevel physiological networks interacting with external workloads. These multilevel and multi timescale co-adaptive physiological networks interact with each other through circular causality during exercise.40 Each level, acting on different characteristic timescale, parametrize the muscle synergies. The faster evolving processes (e.g., enzymatic or protein signaling network activity, neural excitability etc.) may have already stabilized at increased values while the more slowly evolving variables (e.g., tendon and bone remodeling, muscle hypertrophy, capillarization, etc.) may not have stabilized yet. The resulting incoherence between these processes may eventually produce a poor stability of muscle synergies and may increase the susceptibility to injuries.28

Practical consequences to avoid injury risks

  • Update the reductionist assumptions of physical conditioning by considering players as complex adaptive systems also at physiological level.

  • Avoid the fragmentation of prevention and performance training.

  • Evaluate the individual characteristics of players before imposing strength training programs.

  • Eschew strength training programs before field training sessions to protect susceptible players.

  • Promote moderate and long-term adaptations to strength training.

  • Avoid the homogenization of players pushing a common conditional profile based on strength.

  • Pay attention to changes in coordinative requirements not reflected in the common tracking control of workloads.

  • Introduce connectivity measurements (e.g. intermuscular connectivity) to test the injury risks.

Funding

This work was supported by the National Institute of Physical Education of Catalonia (INEFC), Generalitat de Catalunya.

Acknowledgments

To Jordi Fernández (Venezia FC) and J. Pablo Garcia (Estudiantes de la Plata) for taking care of young footballers and share inspiring discussions.

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