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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1498811</article-id>
<article-id pub-id-type="doi">10.3389/fphys.2024.1498811</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Neuromuscular factors predicting lower limb explosive strength in male college sprinters</article-title>
<alt-title alt-title-type="left-running-head">Li et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphys.2024.1498811">10.3389/fphys.2024.1498811</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>YanJin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2839307/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>QiaoFeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Shao</surname>
<given-names>Jia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1717418/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Gan</surname>
<given-names>YanMing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>YaJing</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Yue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/937066/overview"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Sports Science School</institution>, <institution>Beijing Sport University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Beijing Research Institute of Sports Science</institution>, <institution>Beijing Municipal Bureau of Sports</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>China Athletics College</institution>, <institution>Beijing Sport University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>The &#x201c;Belt and Road&#x201d; Joint Laboratory of Winter Sports</institution>, <institution>Beijing Sport University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/639876/overview">Souhail Hermassi</ext-link>, Qatar University, Qatar</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/515035/overview">Jan Gajewski</ext-link>, J&#xf3;zef Pi&#x142;sudski University of Physical Education in Warsaw, Poland</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/808163/overview">Wissem Dhahbi</ext-link>, University of Jendouba, Tunisia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yue Zhou, <email>zhouy@bsu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1498811</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Li, Guo, Shao, Gan, Zhao and Zhou.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Li, Guo, Shao, Gan, Zhao and Zhou</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Purpose</title>
<p>This study aimed to explore the effects of neural and muscular factors on lower limb explosive strength in male college sprinters, and build models based on those factors to identify the key neuromuscular factors that predict the rate of force development (RFD) and 30&#xa0;m sprint time.</p>
</sec>
<sec>
<title>Method</title>
<p>15 male college sprinters were recruited in this study, with 100&#xa0;m personal best times under 10.93&#xa0;s. The neuromuscular data were collected by H-reflex and V-wave, isokinetic muscle strength, vertical jumps, and 30&#xa0;m sprint tests. Pearson correlation and multiple stepwise regression were used for data analysis. The level of statistical significance was set at <italic>p</italic> &#x2264; 0.05 for all analyses.</p>
</sec>
<sec>
<title>Results</title>
<p>30&#xa0;m sprint time had a significant moderate positive correlation with Achilles tendon stiffness (<italic>r</italic> &#x3d; 0.50, <italic>p</italic> &#x3d; 0.05, 95%CI: 0.01&#x2013;0.81) and a significant moderate negative correlation with the H-index (<italic>r</italic> &#x3d; &#x2212;0.54, <italic>p</italic> &#x3d; 0.04, 95%CI: 0.82 to &#x2212;0.03), V wave (V/MmaxA, <italic>r</italic> &#x3d; &#x2212;0.59, <italic>p</italic> &#x3d; 0.02, 95%CI: 0.85 to &#x2212;0.11) and the eccentric strength of Hamstring (HECC, <italic>r</italic> &#x3d; &#x2212;0.53, <italic>p</italic> &#x3d; 0.04, 95%CI: 0.82 to &#x2212;0.03). The rate of force development (RFD) had a significant positive correlation with H reflex (Hmax/Mmax, <italic>r</italic> &#x3d; 0.57, <italic>p</italic> &#x3d; 0.03.95%CI:0.08&#x2013;0.84), and the eccentric strength of Quadriceps (QECC, <italic>r</italic> &#x3d; 0.53, <italic>p</italic> &#x3d; 0.04, 95%CI: 0.02&#x2013;0.82). V/MmaxA and HECC were identified as predictors of 30&#xa0;m sprint time, and the <italic>R</italic>
<sup>2</sup> explained 57.5% of the variance. Vertical stiffness and QECC explained 82.7% of the variation in the RFD.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This study found that V/MmaxA and HECC were predictive factors of 30&#xa0;m sprint time, vertical stiffness and QECC were the predictive factors of RFD. Neural factors such as the &#x3b1;-motoneurons excitability of the spinal and supraspinal centers, have a greater influence on lower limb explosive strength in male college sprinters. Therefore, training related to the neural function of sprinters should be emphasized. In addition, H reflex and V wave can be used widely to assess and monitor the neural function of sprinters in future research. The impact of neural drive on muscles in different levels and sexes of sprinters, and the neuromuscular modulation during muscle contractions can be further explored.</p>
</sec>
</abstract>
<kwd-group>
<kwd>H-reflex</kwd>
<kwd>V-wave</kwd>
<kwd>sprinter</kwd>
<kwd>neuromuscular</kwd>
<kwd>stiffness</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Exercise Physiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Sprinting is one of the fastest events in the Olympic Games, the world record for the 100&#xa0;m sprint is 9.58&#xa0;s created in 2009 (<xref ref-type="bibr" rid="B35">Haugen et al., 2019</xref>; <xref ref-type="bibr" rid="B43">Kawama et al., 2024</xref>). The sprinters need to start rapidly and accelerate to maximal velocity (<xref ref-type="bibr" rid="B25">Donaldson et al., 2022</xref>). Acceleration is one of the main phases in the 100&#xa0;m or 200&#xa0;m race, which is critical to increasing maximal horizontal velocity and sprint performance (<xref ref-type="bibr" rid="B37">Healy et al., 2022</xref>; <xref ref-type="bibr" rid="B71">Nagahara et al., 2014</xref>). A 30-m (30&#xa0;m) sprint test is a classical method of assessing acceleration, which requires sprinters to accelerate rapidly from zero to a high horizontal velocity, with a strong correlation with 100&#xa0;m performances (<xref ref-type="bibr" rid="B9">Bezodis et al., 2015</xref>; <xref ref-type="bibr" rid="B10">Bezodis et al., 2019</xref>; <xref ref-type="bibr" rid="B96">van den Tillaar et al., 2023</xref>). The best sprinters have a higher level of acceleration and require a high level of lower limb explosive strength (<xref ref-type="bibr" rid="B85">Slawinski et al., 2017</xref>).</p>
<p>Lower limb explosive strength refers to sprinters&#x2019; ability to generate maximum force in a very short time, helping them achieve good acceleration (<xref ref-type="bibr" rid="B82">Samozino et al., 2022</xref>; <xref ref-type="bibr" rid="B99">Watanabe, 2018</xref>). Studies have demonstrated that elite sprinters have greater lower limb explosive strength, with a higher rate of force development (RFD) than sub-elite sprinters (<xref ref-type="bibr" rid="B17">Crotty et al., 2024</xref>; <xref ref-type="bibr" rid="B84">Slawinski et al., 2010</xref>). Lower limb explosive strength is regulated by the central nervous system, where neural impulses are transmitted through nerve fibers to the anterior horn &#x3b1;-motor neurons of the spinal cord. This process excites &#x3b1;-motor neurons, rapidly recruiting their associated muscle fibers for explosive contraction. Therefore, it is speculated that lower limb explosive strength is affected by neural factors and muscular factors, such as rapid recruitment speed of &#x3b1;-motor neurons, high motor unit discharge rates, and fast muscle fiber contractions (<xref ref-type="bibr" rid="B23">Dideriksen et al., 2020</xref>; <xref ref-type="bibr" rid="B19">Del, 2023</xref>). A study found that RFD increased after 4&#xa0;weeks of strength training can be attributed to the enhanced recruitment speed of &#x3b1;-motor neurons (<xref ref-type="bibr" rid="B20">Del et al., 2022</xref>).</p>
<p>Previous studies have predominantly used reaction time to assess the neural function of sprinters (<xref ref-type="bibr" rid="B95">Tonnessen et al., 2013</xref>). However, the neural function of sprinters can be explored using more detailed methods. H reflex and M wave were the effective and non-invasive methods to reflect the spinal neural function, induced by electrically stimulating the peripheral nerve (mixed nerve), founded by German physiologist Paul Hoffmann in 1918 (<xref ref-type="bibr" rid="B60">Magladery and Mcdougal, 1950</xref>). The reflex arc of the H-reflex is similar to the muscle stretch reflex. H reflex was evoked by the electrical stimulation of Ia afferent nerves (bypassing the muscle spindle), which activates spinal motor neurons and recruits motor units, resulting in muscle contraction (<xref ref-type="bibr" rid="B100">Wolpaw, 2010</xref>). M wave was the compound muscle action potential, indicating the direct response of the muscle to electrical stimulation of the motor nerve (bypassing the reflex pathway) in H reflex tests (<xref ref-type="bibr" rid="B63">McNeil et al., 2013</xref>). The action potentials of the H reflex and M wave can be recorded via surface electromyography (EMG). Therefore, H-reflex and M wave were used to assess the excitability of the spinal &#x3b1;-motor neurons and the synaptic transmission efficiency of the Ia afferent, which also reflected the plasticity of the spinal cord (<xref ref-type="bibr" rid="B3">Aagaard et al., 2002</xref>; <xref ref-type="bibr" rid="B90">Theodosiadou et al., 2023</xref>). In recent studies, the H reflex was widely to assess spinal cord function across various populations, such as patients with spinal cord injury, healthy people, and athletes (<xref ref-type="bibr" rid="B32">Guan and Koceja, 2011</xref>; <xref ref-type="bibr" rid="B80">Raffalt et al., 2015</xref>; <xref ref-type="bibr" rid="B87">Sun et al., 2022</xref>; <xref ref-type="bibr" rid="B97">Vila-Ch&#xe3; et al., 2012</xref>).</p>
<p>Animal experiments identified that the plasticity of the spinal cord is primarily trained through the corticospinal tract (<xref ref-type="bibr" rid="B22">de Leon et al., 1998</xref>). The spinal cord is the final common pathway of the motor pathway, receiving sensory and motor signals from the central and peripheral nervous systems. V wave is an electrophysiological variant of the H-reflex, which reflects the excitability of descending corticospinal pathways, and the supraspinal input to the spinal motoneuron pool (<xref ref-type="bibr" rid="B3">Aagaard et al., 2002</xref>). H reflex and M wave were evoked by submaximal electrical stimulation of the peripheral nerves in rest, and V wave was evoked by supramaximal electrical stimulation of the peripheral nerves during maximal voluntary contractions (MVC) (<xref ref-type="bibr" rid="B63">McNeil et al., 2013</xref>). V wave was the action potentials recorded after orthodromic impulses from descending voluntary drive collided with antidromic impulses evoked by supramaximal stimulation of motor axons. Studies have shown that strength-trained athletes have lower H-reflex excitability thresholds and higher V-wave responses than untrained individuals (<xref ref-type="bibr" rid="B31">Grospr&#xea;tre et al., 2018</xref>; <xref ref-type="bibr" rid="B92">T&#xf8;ien et al., 2023</xref>; <xref ref-type="bibr" rid="B97">Vila-Ch&#xe3; et al., 2012</xref>). Changes in the H-reflex and V-wave were observed after resistance training, accompanied by enhanced sports performance (<xref ref-type="bibr" rid="B2">Aagaard, 2018</xref>; <xref ref-type="bibr" rid="B39">Holtermann et al., 2007</xref>; <xref ref-type="bibr" rid="B46">Kinnunen et al., 2019a</xref>).</p>
<p>Muscle-tendon function is fundamental to the development of lower limb explosive strength in sprinters (<xref ref-type="bibr" rid="B15">Cavedon et al., 2023</xref>). One hundred-meter (100&#xa0;m) sprinters with more lean body mass and strength significantly have better sprint performance (<xref ref-type="bibr" rid="B8">Barbieri et al., 2017</xref>). The biomechanics data from a full-body musculoskeletal model for predicting sprint performance showed that sprint was most sensitive to changes in muscle (<xref ref-type="bibr" rid="B54">Lin and Pandy, 2022</xref>). An investigation revealed that the muscle group sprint coaches considered to be the most important for enhancing lower limb explosive strength are quadriceps, hamstrings and gastrocnemius (<xref ref-type="bibr" rid="B36">Healy et al., 2021</xref>). Sprint mechanical parameters changed after 5&#xa0;months of training in national-level sprinters, accompanied by increments of muscle volumes in the lower limb (<xref ref-type="bibr" rid="B75">Nuell et al., 2020</xref>). Tendon also plays an important role in sprint, the ankle and plantar flexor muscle-tendon units rapidly apply force to the ground by storing and releasing elastic energy, shortening the contact time to maintain high velocity (<xref ref-type="bibr" rid="B17">Crotty et al., 2024</xref>; <xref ref-type="bibr" rid="B102">Yamazaki et al., 2022</xref>). Sprinters are characterized by higher active tendon stiffness during high-speed movements after training (<xref ref-type="bibr" rid="B52">Kubo et al., 2020</xref>).</p>
<p>Most studies have researched the effects of neural and muscular factors on lower limb explosive strength in sprinters, but determining which factor plays a more critical role still requires further investigation. In addition, studies investigating neural function in sprinters through H-reflex and V-wave analysis are relatively limited. Thus, this study aimed to explore the key neuromuscular factors predicting lower limb explosive strength, focus on assessing the neural function from spinal and supraspinal in sprinters through the H reflex and V-wave, and hypothesized that neural factors have a greater influence on lower-limb explosive strength.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Subjects</title>
<p>Fifteen male college sprinters (age, 19.73 &#xb1; 1.39; height, 181.40 &#xb1; 4.32&#xa0;cm; weight, 70.98 &#xb1; 4.21&#xa0;kg; lean body mass, 36.05 &#xb1; 1.13&#xa0;kg) volunteered for the study and signed written informed consent. This study has been approved by the university&#x2019;s ethics committee (No. 2024096H).</p>
<p>All subjects had more than 5 years of training experience. Inclusion criteria required: (1) the subjects should be national level-1 athletes (100&#xa0;m personal best times under 10.93&#xa0;s in national or provincial competitions); (2) maintain routine technical and strength training sessions, no training interruption; (3) no neurological disorders or musculoskeletal injuries in the past 6&#xa0;months before testing; (4) no medication to enhance sports performance was taken during the tests.</p>
<p>All subjects have a familiarization session before tests. The subjects conducted H reflex and V wave tests, followed by muscle and tendon function tests, 30&#xa0;m and CMJ tests, with the interval between each test at least 48&#xa0;h.</p>
</sec>
<sec id="s2-2">
<title>2.2 H reflex and V wave</title>
<p>H-reflex and V-wave were elicited by a constant current electrical stimulator (DS7A, Digitimer, England). The subjects were positioned prone on the bed, previous studies found that the prone position is the best position to evoke the H-reflex (<xref ref-type="bibr" rid="B16">Cecen et al., 2018</xref>; <xref ref-type="bibr" rid="B41">Jeon et al., 2007</xref>). During the phase of electrical stimulation, the subjects need to keep their heads fixed to avoid vestibular effects on motor neurons and keep their body relaxed (<xref ref-type="bibr" rid="B44">Kennedy and Inglis, 2002</xref>). A handheld electrode was placed in the popliteal fossa of the right lower limb to test the optimal stimulation site, and then a disposable self-adhesive electrode was applied as the cathode. Previous studies found no interlimb differences in short-distance athletes (<xref ref-type="bibr" rid="B76">Ozmerdivenli et al., 2002</xref>; <xref ref-type="bibr" rid="B87">Sun et al., 2022</xref>). A 5 &#xd7; 8&#xa0;cm disposable self-adhesive electrode was placed over the patella as the anode.</p>
<p>Action potentials evoked by electrical stimulation were recorded by surface electromyography (EMG) electrodes (Trigno Wireless EMG System, Delsys, United States) sampled at 2000&#xa0;Hz. The electrodes were placed in the middle of the muscle belly of the right lateral gastrocnemius (LG) muscle and the tibialis anterior (TA), with the hair removed and the skin surface cleaned. The longitudinal plane of the electrodes was aligned with the muscle fibers (<xref ref-type="bibr" rid="B88">Tagore et al., 2023</xref>). In our preliminary experiments, we found that sprinters more easily evoke the H-reflex in the LG muscle in a prone position.</p>
<p>Electrical stimulation was used to obtain the H-reflex and M-wave recruitment curves (<xref ref-type="fig" rid="F1">Figure 1</xref>). The square pulse was set to 1,000&#xa0;&#x3bc;s&#xa0;(<xref ref-type="bibr" rid="B90">Theodosiadou et al., 2023</xref>). The stimulation started at 4&#xa0;mA, with increments of 2&#xa0;mA per stimulation until the maximum H-reflex (Hmax) was evoked. Subsequently, each stimulation was increased by 5&#xa0;mA until the maximum M-wave (Mmax) was observed (<xref ref-type="bibr" rid="B97">Vila-Ch&#xe3; and et al., 2012</xref>). The interval of each stimulation is 10&#xa0;s (<xref ref-type="bibr" rid="B48">Kipp et al., 2011</xref>). V-wave was elicited by electrical stimulation with 150% Mmax (MmaxA) during maximum voluntary contraction (MVC) contraction (<xref ref-type="fig" rid="F2">Figure 2</xref>) (<xref ref-type="bibr" rid="B1">Aagaard, 2003</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> The process of evoking the H-reflex and M-wave. <bold>(B)</bold> H-reflex and M-wave normalized recruitment curves.</p>
</caption>
<graphic xlink:href="fphys-15-1498811-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Responses to electrical stimulation evoking Hmax and Mmax <bold>(A)</bold>, and Vmax <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fphys-15-1498811-g002.tif"/>
</fig>
</sec>
<sec id="s2-3">
<title>2.3 Muscle and tendon function</title>
<p>The lower limb muscle strength of the knee joint was assessed by an isokinetic dynamometer (IsoMed 2000; D. and R. Ferstl GmbH, Hemau, Germany), and high reliability has been demonstrated in previous studies (<xref ref-type="bibr" rid="B104">Zhou et al., 2022</xref>; <xref ref-type="bibr" rid="B105">Zoger et al., 2023</xref>). The parameters examined included peak torque (PT) of the hamstring (H), quadriceps (Q), gastrocnemius muscle (GM), and the H/Q ratio of the dominant leg during concentric (CON) and eccentric (ECC) contractions at slow (60&#xb0;/s) and fast (180&#xb0;/s) speeds. Only a slow speed is conducted under ECC to prevent muscle strains in sprinters (<xref ref-type="bibr" rid="B13">Brigido-Fernandez et al., 2022</xref>). A 10-minute warm-up was performed before the test. The subjects sat on a dynamometer, and the shoulder, pelvis and thigh were secured comfortably with padded straps to minimize compensatory movements. The knee joint was aligned with the dynamometer axis of rotation, and gravity compensation was turned on (<xref ref-type="bibr" rid="B14">Brown et al., 2014</xref>). Each test includes 2 sets; each set has 5 repetitions, with a 1-min break between each test. The PT results were normalized to body weight (Nm/kg).</p>
<p>Tendon stiffness was used to evaluate tendon function and elastic properties in athletes, correlated with the ability to increase force production during explosive contractions (<xref ref-type="bibr" rid="B11">Bojsen-Moller et al., 2005</xref>; <xref ref-type="bibr" rid="B79">Radovanovic et al., 2022</xref>; <xref ref-type="bibr" rid="B86">Sukanen et al., 2024</xref>). Tendon stiffness was measured in the ankle joint using MVC and ultrasound, calculated as the ratio of PT and the displacement of the Achilles tendon (<xref ref-type="bibr" rid="B6">Arampatzis et al., 2007</xref>). The subjects were prone on IsoMed 2000, with the right foot fixed on the pedal, and the PT of their plantar flexor muscle in isometric contraction was tested. The MVC test required the subjects to develop a gradual increase in torque from zero (at rest) to maximum effort (MVC) for 5&#xa0;s (<xref ref-type="bibr" rid="B50">Kubo et al., 2000</xref>). The displacement of the Achilles tendon was visualized and measured by a B-mode ultrasound (MuscleSound LOGIQe, GE, United States). A 60&#xa0;mm linear array probe (12&#xa0;MHz scanning frequency) was positioned at the GM muscle-tendon junction to record displacement, which was subsequently analyzed using embedded software. Pressure between the probe and the skin was maintained at a minimum level.</p>
</sec>
<sec id="s2-4">
<title>2.4 30&#xa0;m and CMJ tests</title>
<p>Parameters of kinetics and kinematics in the countermovement jump (CMJ) were measured using an eight-camera 3D motion capture system (Arqus A12, Qualisys, Sweden, 200&#xa0;Hz) and a force plate (9286ba, Kistler, Switzerland, 2000&#xa0;Hz). To track the motion of the subjects, 36 retro-reflective markers (14&#xa0;mm in diameter) were affixed to the subjects&#x2019; whole body, following the Helen- Hayes model (<xref ref-type="bibr" rid="B91">Thompson et al., 2024</xref>; <xref ref-type="bibr" rid="B103">Zamporri and Aguinaldo, 2018</xref>).</p>
<p>After warming up, the subjects performed CMJ 2&#x2013;3 times with submaximal effort, the interval of each jump was 1&#xa0;min (<xref ref-type="bibr" rid="B28">Douligeris et al., 2023</xref>). Subsequently, the subjects performed standard CMJ with maximal effort on the force plate at least 3 times, with their hands on their hips (<xref ref-type="bibr" rid="B29">Fristrup et al., 2024</xref>). There was a 3-minute rest between each jump. The vertical ground reaction force (vGRF) was recorded (<xref ref-type="bibr" rid="B62">McLellan et al., 2011</xref>). Kinematic data were tested by the Qualisys Track Manager system, and processed by Visual 3D software (C-Motion, United States) to establish a virtual center of mass point, obtaining the vertical displacement of the center of mass (&#x394;COM) during CMJ. Vertical stiffness was calculated by the ratio of vGRF (the difference between the peak value and the minimum value) to &#x394;COM during the eccentric phase of CMJ, reflecting the storage and release of potential elastic energy via the musculotendinous unit in the stretch-shortening cycle (SCC) (<xref ref-type="bibr" rid="B65">Meyer et al., 2023</xref>; <xref ref-type="bibr" rid="B83">Satkunskiene et al., 2021</xref>).</p>
<p>Previous studies showed that 30&#xa0;m and RFD were regarded as reliable indicators reflecting lower limb explosive strength and acceleration performance in sprinters (<xref ref-type="bibr" rid="B57">Loturco et al., 2021</xref>; <xref ref-type="bibr" rid="B69">Morin et al., 2022</xref>; <xref ref-type="bibr" rid="B77">Pantoja et al., 2016</xref>). The subjects performed the 30&#xa0;m test twice, with a 5&#xa0;min rest interval, which was tested by a timing system (Smart speed PT, Fusion Sport, Australia). The 30&#xa0;m sprint time was recorded as the time duration taken by the subjects to pass through two automated light gates. The RFD derived from the force-time curves obtained during the minimum to the maximum phase of eccentric force in the CMJ, which assesses the lower limb explosive strength and neuromuscular function (<xref ref-type="bibr" rid="B58">Maffiuletti et al., 2016</xref>; <xref ref-type="bibr" rid="B101">Yamauchi and Koyama, 2020</xref>). The RFD was normalized by body weight.</p>
</sec>
<sec id="s2-5">
<title>2.5 Data and statistical analyses</title>
<p>EMG signals were calculated using Delsys software, with embedded band-pass filters of 20&#x2013;450&#xa0;Hz and the magnitudes of H-reflex, M-wave, and V-wave were calculated with the peak-to-peak amplitude of the corresponding signals (<xref ref-type="bibr" rid="B87">Sun et al., 2022</xref>). The results of H-reflex and V-wave are generally presented as amplitude values, normalized to Mmax and MmaxA respectively (H/M, V/MmaxA). The recruitment curves of H-reflex, M-wave, and V-wave are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<p>The thresholds of H-reflex and M-wave were recorded and calculated in the Hth/Mth. The latencies of the H-reflex (Hlat) and M-wave (Mlat) were measured from the stimulus artifact to the onset of the potential and used to calculate the H-index, which reflects the nerve conduction velocity (NCV) (<xref ref-type="bibr" rid="B64">Melo et al., 2023</xref>). H-index is calculated as the equation: <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>B</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>y</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>H</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>h</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>M</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2217;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B45">Kim et al., 2022</xref>).</p>
<p>SPSS software (26.0, IBM, United States) was used for the statistical analysis and calculations. Shapiro&#x2013;Wilk tests were used to examine the normality of the variables. Pearson&#x2019;s correlation coefficient was used to analyze the relationship between lower limb explosive strength and neuromuscular factors. The <italic>r</italic> value was interpreted as little (r &#x3c; 0.25), small (0.25 &#x2264; r &#x3c; 0.50), moderate (0.50 &#x2264; r &#x3c; 0.75), and strong (r &#x2265; 0.75) (<xref ref-type="bibr" rid="B78">Portney, 2009</xref>).</p>
<p>A stepwise multiple linear regression model was built to determine the strongest predictor of the lower limb explosive strength of sprinters. The variables showed a strong correlation with the 30&#xa0;m was selected as the independent variable and included in the multiple regression model to find the key factors that could predict lower limb explosive strength. VIF &#x3c; 5 was considered indicative of the absence of multicollinearity. The 95% confidence interval (CI) was reported. The level of statistical significance was set at <italic>p</italic> &#x2264; 0.05 for all analyses.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<p>The descriptive values of the H-reflex and V-wave, skeletal muscle function, and lower limb explosive strength are shown in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Descriptive statistics of H reflex, V wave, and skeletal muscle function (mean &#xb1; SD).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="3" align="center">Variable</th>
<th align="center">Value</th>
<th align="center">95%CI</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="4" align="center">H-reflex and V-wave</td>
<td colspan="2" align="center">Hmax/Mmax (%)</td>
<td align="center">18.33 &#xb1; 11.98</td>
<td align="center">(11.70, 24.97)</td>
</tr>
<tr>
<td colspan="2" align="center">Hth/Mth (%)</td>
<td align="center">85.13 &#xb1; 8.63</td>
<td align="center">(80.35, 89.91)</td>
</tr>
<tr>
<td colspan="2" align="center">H-index (cm<sup>2</sup>/ms<sup>2</sup>)</td>
<td align="center">168.79 &#xb1; 23.50</td>
<td align="center">(155.77, 181.80)</td>
</tr>
<tr>
<td colspan="2" align="center">V/MmaxA (%)</td>
<td align="center">24.47 &#xb1; 18.61</td>
<td align="center">(14.16, 34.77)</td>
</tr>
<tr>
<td rowspan="12" align="center">Muscle Strength</td>
<td rowspan="3" align="center">Hamstring (Nm/kg)</td>
<td align="center">CON60&#xb0;/s</td>
<td align="center">1.77 &#xb1; 0.04</td>
<td align="center">(1.68, 1.86)</td>
</tr>
<tr>
<td align="center">CON180&#xb0;/s</td>
<td align="center">1.52 &#xb1; 0.05</td>
<td align="center">(1.40, 1.63)</td>
</tr>
<tr>
<td align="center">ECC60&#xb0;/s</td>
<td align="center">1.70 &#xb1; 0.07</td>
<td align="center">(1.55, 1.85)</td>
</tr>
<tr>
<td rowspan="3" align="center">Quadriceps (Nm/kg)</td>
<td align="center">CON 60&#xb0;/s</td>
<td align="center">2.63 &#xb1; 0.11</td>
<td align="center">(2.40, 2.86)</td>
</tr>
<tr>
<td align="center">CON180&#xb0;/s</td>
<td align="center">2.23 &#xb1; 0.13</td>
<td align="center">(1.95, 2.52)</td>
</tr>
<tr>
<td align="center">ECC60&#xb0;/s</td>
<td align="center">2.80 &#xb1; 0.16</td>
<td align="center">(2.47, 3.14)</td>
</tr>
<tr>
<td rowspan="3" align="center">Gastrocnemius (Nm/kg)</td>
<td align="center">CON 60&#xb0;/s</td>
<td align="center">1.68 &#xb1; 0.08</td>
<td align="center">(1.51, 1.85)</td>
</tr>
<tr>
<td align="center">CON180&#xb0;/s</td>
<td align="center">1.26 &#xb1; 0.04</td>
<td align="center">(1.17, 1.34)</td>
</tr>
<tr>
<td align="center">ECC60&#xb0;/s</td>
<td align="center">2.62 &#xb1; 0.12</td>
<td align="center">(2.37, 2.87)</td>
</tr>
<tr>
<td rowspan="3" align="center">H/Q (%)</td>
<td align="center">CON 60&#xb0;/s</td>
<td align="center">68.60 &#xb1; 11.84</td>
<td align="center">(62.04, 75.16)</td>
</tr>
<tr>
<td align="center">CON180&#xb0;/s</td>
<td align="center">70.46 &#xb1; 14.63</td>
<td align="center">(62.36, 78.56)</td>
</tr>
<tr>
<td align="center">ECC60&#xb0;/s</td>
<td align="center">60.73 &#xb1; 11.71</td>
<td align="center">(54.25, 67.22)</td>
</tr>
<tr>
<td rowspan="2" align="center">Stiffness</td>
<td colspan="2" align="center">Achilles tendon stiffness (Nm/cm)</td>
<td align="center">55.05 &#xb1; 13.28</td>
<td align="center">(47.70, 62.41)</td>
</tr>
<tr>
<td colspan="2" align="center">Vertical stiffness (N/m/kg)</td>
<td align="center">36.84 &#xb1; 10.03</td>
<td align="center">(31.28, 42.40)</td>
</tr>
<tr>
<td rowspan="2" align="center">Lower limb explosive strength</td>
<td colspan="2" align="center">30&#xa0;m sprint time(s)</td>
<td align="center">4.15 &#xb1; 0.15</td>
<td align="center">(4.07, 4.24)</td>
</tr>
<tr>
<td colspan="2" align="center">RFD (N/s/kg)</td>
<td align="center">50.00 &#xb1; 23.04</td>
<td align="center">(37.85, 56.71)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Note: CON, concentric; ECC, eccentric.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>
<xref ref-type="table" rid="T2">Table 2</xref> shows the correlation between the H-reflex and V-wave, skeletal muscle function, and lower limb explosive strength. 30&#xa0;m sprint time significantly positively correlated with Achilles tendon stiffness (<italic>r</italic> &#x3d; 0.50, <italic>p</italic> &#x3d; 0.05, 95%CI: 0.01&#x2013;0.81). H-index (<italic>r</italic> &#x3d; &#x2212;0.54, <italic>p</italic> &#x3d; 0.04, 95%CI: 0.82 to &#x2212;0.03), V/MmaxA (<italic>r</italic> &#x3d; &#x2212;0.59, <italic>p</italic> &#x3d; 0.02, 95%CI: 0.85 to &#x2212;0.11), and HECC60 (<italic>r</italic> &#x3d; &#x2212;0.53, <italic>p</italic> &#x3d; 0.04, 95%CI: 0.82 to &#x2212;0.03) showed significant negative correlations with 30&#xa0;m sprint time, indicating that higher values of these indicators are associated with shorter 30&#xa0;m sprint time. There was no significant correlation between the 30&#xa0;m sprint time and concentric isokinetic knee flexion and extension (<italic>p</italic> &#x3e; 0.05). RFD had a significant positive correlation with Hmax/Mmax (<italic>r</italic> &#x3d; 0.57, <italic>p</italic> &#x3d; 0.03, 95%CI:0.08&#x2013;0.84) and QECC60 (<italic>r</italic> &#x3d; 0.53, <italic>p</italic> &#x3d; 0.04, 95%CI: 0.02&#x2013;0.82).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Correlation between the H-reflex and V-wave, skeletal muscle function, and lower limb explosiveness.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center"/>
<th colspan="2" align="center">30&#xa0;m sprint time(s)</th>
<th colspan="2" align="center">RFD (N/s/kg)</th>
</tr>
<tr>
<th align="center">
<italic>r</italic>
</th>
<th align="center">95%CI</th>
<th align="center">
<italic>r</italic>
</th>
<th align="center">95%CI</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Hmax/Mmax</td>
<td align="center">&#x2212;0.30</td>
<td align="center">(&#x2212;0.70, 0.25)</td>
<td align="center">0.57&#x2a;</td>
<td align="center">(0.08, 0.84)</td>
</tr>
<tr>
<td align="center">Hth/Mth</td>
<td align="center">0.40</td>
<td align="center">(&#x2212;0.14, 0.76)</td>
<td align="center">0.18</td>
<td align="center">(&#x2212;0.36, 0.64)</td>
</tr>
<tr>
<td align="center">H-index</td>
<td align="center">&#x2212;0.54&#x2a;</td>
<td align="center">(&#x2212;0.82, &#x2212;0.03)</td>
<td align="center">&#x2212;0.13</td>
<td align="center">(&#x2212;0.60, 0.41)</td>
</tr>
<tr>
<td align="center">V/MmaxA</td>
<td align="center">&#x2212;0.59&#x2a;</td>
<td align="center">(&#x2212;0.85, &#x2212;0.11)</td>
<td align="center">0.28</td>
<td align="center">(&#x2212;0.27, 0.69)</td>
</tr>
<tr>
<td align="center">HCON60</td>
<td align="center">&#x2212;0.28</td>
<td align="center">(&#x2212;0.69.0.27)</td>
<td align="center">&#x2212;0.19</td>
<td align="center">(&#x2212;0.64, 0.35)</td>
</tr>
<tr>
<td align="center">QCON60</td>
<td align="center">&#x2212;0.17</td>
<td align="center">(-0.63, 0.38)</td>
<td align="center">0.27</td>
<td align="center">(-0.28, 0.69)</td>
</tr>
<tr>
<td align="center">H/QCON60</td>
<td align="center">&#x2212;0.05</td>
<td align="center">(&#x2212;0.55.0.48)</td>
<td align="center">&#x2212;0.32</td>
<td align="center">(&#x2212;0.71, 0.23)</td>
</tr>
<tr>
<td align="center">HCON180</td>
<td align="center">&#x2212;0.19</td>
<td align="center">(&#x2212;0.64.0.35)</td>
<td align="center">&#x2212;0.21</td>
<td align="center">(-0.65, 0.34)</td>
</tr>
<tr>
<td align="center">QCON180</td>
<td align="center">&#x2212;0.25</td>
<td align="center">(&#x2212;0.68.0.30)</td>
<td align="center">0.12</td>
<td align="center">(&#x2212;0.42, 0.59)</td>
</tr>
<tr>
<td align="center">H/QCON180</td>
<td align="center">0.10</td>
<td align="center">(&#x2212;0.44.0.58)</td>
<td align="center">&#x2212;0.27</td>
<td align="center">(&#x2212;0.69, 0.27)</td>
</tr>
<tr>
<td align="center">HECC60</td>
<td align="center">&#x2212;0.53&#x2a;</td>
<td align="center">(&#x2212;0.82, &#x2212;0.03)</td>
<td align="center">0.16</td>
<td align="center">(&#x2212;0.39, 0.62)</td>
</tr>
<tr>
<td align="center">QECC60</td>
<td align="center">&#x2212;0.03</td>
<td align="center">(&#x2212;0.62, 0.39)</td>
<td align="center">0.53&#x2a;</td>
<td align="center">(0.02, 0.82)</td>
</tr>
<tr>
<td align="center">H/QECC60</td>
<td align="center">&#x2212;0.31</td>
<td align="center">(&#x2212;0.71, 0.24)</td>
<td align="center">&#x2212;0.28</td>
<td align="center">(&#x2212;0.69, 0.27)</td>
</tr>
<tr>
<td align="center">GMCON60</td>
<td align="center">0.48</td>
<td align="center">(&#x2212;0.04, 0.80)</td>
<td align="center">&#x2212;0.37</td>
<td align="center">(&#x2212;0.74, 0.18)</td>
</tr>
<tr>
<td align="center">GMCON180</td>
<td align="center">0.21</td>
<td align="center">(&#x2212;0.34, 0.65)</td>
<td align="center">&#x2212;0.48</td>
<td align="center">(&#x2212;0.80, 0.04)</td>
</tr>
<tr>
<td align="center">GMECC60</td>
<td align="center">0.29</td>
<td align="center">(&#x2212;0.27, 0.70)</td>
<td align="center">&#x2212;0.29</td>
<td align="center">(&#x2212;0.70.0.26)</td>
</tr>
<tr>
<td align="center">Achilles Tendon stiffness</td>
<td align="center">0.50&#x2a;</td>
<td align="center">(0.01, 0.81)</td>
<td align="center">&#x2212;0.32</td>
<td align="center">(&#x2212;0.72, 0.23)</td>
</tr>
<tr>
<td align="center">Vertical stiffness</td>
<td align="center">0.03</td>
<td align="center">(&#x2212;0.49, 0.54)</td>
<td align="center">0.83&#x2a;&#x2a;</td>
<td align="center">(0.55, 0.94)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Note: &#x2a;<italic>p</italic> &#x2264; 0.05; &#x2a;&#x2a;<italic>p &#x2264;</italic> 0.01; H, hamstring; Q, quadriceps; GM, gastrocnemius; CON, concentric; ECC, eccentric; 60, 60&#xb0;/s; 180, 180&#xb0;/s.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>
<xref ref-type="table" rid="T3">Table 3</xref> shows the results of the stepwise multiple regression analysis of predictors determining 30&#xa0;m sprint time. V/MmaxA and HECC60 were identified as predictors of 30&#xa0;m sprint time, and the <italic>R</italic>
<sup>2</sup> explained 57.5% of the variance. The multivariate formula was: 30&#xa0;m sprint time &#x3d; 4.713&#x2013;0.448&#x2a;V/MmaxA &#x2212;0.264&#x2a;HECC60. Vertical stiffness and QECC60 explained 82.7% of the variation in RFD.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Stepwise multiple regression analysis of predictors that influenced 30&#xa0;m sprint time and RFD.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Dependent variable</th>
<th rowspan="2" align="center">Predictors</th>
<th colspan="2" align="center">Unstandardized coefficients</th>
<th align="center">Standardized coefficients</th>
<th rowspan="2" align="center">t</th>
<th rowspan="2" align="center">Sig</th>
<th rowspan="2" align="center">95% CIfor B</th>
</tr>
<tr>
<th align="center">B</th>
<th align="center">Std. error</th>
<th align="center">Beta</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="7" align="center">30&#xa0;m sprint time</td>
<td align="center">(Constant)</td>
<td align="center">4.713</td>
<td align="center">0.181</td>
<td align="center">-</td>
<td align="center">26.034</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
</tr>
<tr>
<td align="center">V/MmaxA</td>
<td align="center">&#x2212;0.448</td>
<td align="center">0.156</td>
<td align="center">&#x2212;0.542</td>
<td align="center">&#x2212;2.862</td>
<td align="center">0.014</td>
<td align="center">&#x2212;0.788,-0.107</td>
</tr>
<tr>
<td align="center">HECC60</td>
<td align="center">&#x2212;0.264</td>
<td align="center">0.105</td>
<td align="center">&#x2212;0.476</td>
<td align="center">&#x2212;2.515</td>
<td align="center">0.027</td>
<td align="center">&#x2212;0.493,-0.035</td>
</tr>
<tr>
<td align="center">
<italic>R</italic>
<sup>2</sup>
</td>
<td colspan="6" align="center">0.575</td>
</tr>
<tr>
<td align="center">Adjusted <italic>R</italic>
<sup>2</sup>
</td>
<td colspan="6" align="center">0.504</td>
</tr>
<tr>
<td align="center">F</td>
<td colspan="6" align="center">F (2.12) &#x3d; 8.112, <italic>p</italic> &#x3d; 0.006</td>
</tr>
<tr>
<td align="center">D-W value</td>
<td colspan="6" align="center">2.648</td>
</tr>
<tr>
<td rowspan="7" align="center">RFD</td>
<td align="center">(Constant)</td>
<td align="center">&#x2212;29.819</td>
<td align="center">11.283</td>
<td align="center">-</td>
<td align="center">&#x2212;2.643</td>
<td align="center">0.021</td>
<td align="left"/>
</tr>
<tr>
<td align="center">Vertical Stiffness</td>
<td align="center">1.282</td>
<td align="center">0.208</td>
<td align="center">0.756</td>
<td align="center">6.164</td>
<td align="center">&#x3c;0.001</td>
<td align="center">0.829.1.735</td>
</tr>
<tr>
<td align="center">QECC60</td>
<td align="center">10.647</td>
<td align="center">3.454</td>
<td align="center">0.378</td>
<td align="center">3.083</td>
<td align="center">0.009</td>
<td align="center">3.122.18.172</td>
</tr>
<tr>
<td align="center">
<italic>R</italic>
<sup>2</sup>
</td>
<td colspan="6" align="center">0.827</td>
</tr>
<tr>
<td align="center">Adjusted <italic>R</italic>
<sup>2</sup>
</td>
<td colspan="6" align="center">0.798</td>
</tr>
<tr>
<td align="center">F</td>
<td colspan="6" align="center">F (2.12) &#x3d; 28.585, <italic>p</italic> &#x3c; 0.001</td>
</tr>
<tr>
<td align="center">D-W value</td>
<td colspan="6" align="center">1.500</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>The primary findings of this study indicated that V/MmaxA and HECC were predictive factors of 30&#xa0;m sprint time and vertical stiffness and QECC was the predictive factor of RFD. Consistent with this study&#x2019;s hypothesis, neural factors have a greater impact on lower limb explosive strength, V/MmaxA, Hmax/Mmax, and NCV were significantly correlated with 30&#xa0;m sprint time and RFD.</p>
<p>Sprinters need to react rapidly and accelerate to a high horizontal speed from a stationary position after receiving an external order, which requires a high-level neuromuscular function ability (<xref ref-type="bibr" rid="B10">Bezodis et al., 2019</xref>). 30&#xa0;m test is commonly used to assess acceleration and lower limb explosive strength, and this study found that neural and muscular factors were both associated with 30&#xa0;m sprint time (<xref ref-type="bibr" rid="B37">Healy et al., 2022</xref>; <xref ref-type="bibr" rid="B82">Samozino et al., 2022</xref>). Recent studies have revealed that lower limb explosive strength is determined by the ability of the neural drive to the muscle, especially driven by the cortex (<xref ref-type="bibr" rid="B21">Del et al., 2019</xref>; <xref ref-type="bibr" rid="B30">Grospretre et al., 2018</xref>). Rapid contractions of muscles depend on motor units that are highly synchronized to activate and a high initial discharge rate at the onset of activation (<xref ref-type="bibr" rid="B58">Maffiuletti et al., 2016</xref>; <xref ref-type="bibr" rid="B19">Del, 2023</xref>). V-wave was considered an indicator evaluating the neural drive in descending corticospinal pathways, reflecting the change of motoneuron excitability and neural adaptation to training (<xref ref-type="bibr" rid="B3">Aagaard et al., 2002</xref>; <xref ref-type="bibr" rid="B73">Nevanpera et al., 2023</xref>; <xref ref-type="bibr" rid="B93">Tomazin et al., 2022</xref>). This study found that the V-wave was a key determinant of 30&#xa0;m, demonstrating that a large magnitude of descending central drive from supraspinal centers may enhance sprint performance. Similar results have also been observed in female ice hockey players: V-wave amplitude increased significantly, accompanied by an increase in plantarflexion MVC force and RFD after around 2&#xa0;weeks of HIIT training (<xref ref-type="bibr" rid="B47">Kinnunen et al., 2019b</xref>). Meanwhile, the results showed no significant correlation between the H-reflex and 30&#xa0;m in sprinters. Compared to endurance athletes, a lower H-reflex was observed in sprinters (<xref ref-type="bibr" rid="B59">Maffiuletti et al., 2001</xref>; <xref ref-type="bibr" rid="B76">Ozmerdivenli et al., 2002</xref>; <xref ref-type="bibr" rid="B92">T&#xf8;ien et al., 2023</xref>). After short-term endurance and strength training, V/MmaxA significantly increased in the strength group, with no changes in the endurance group, and H/M displayed reverse trends (<xref ref-type="bibr" rid="B97">Vila-Ch&#xe3; et al., 2012</xref>). This indicates that changes following training in the strength group depend on the increased descending neural drive instead of spinal &#x3b1;-motoneuron excitability, leading to increased MVC. Strength-trained athletes demonstrated a larger V-wave than healthy adults (<xref ref-type="bibr" rid="B92">T&#xf8;ien et al., 2023</xref>). Therefore, V waves increased after training may be beneficial for improving lower limb explosive strength.</p>
<p>This study also showed a significant moderate negative correlation between H-index and 30&#xa0;m sprint time. NCV reflects the velocity transmitted along a motoneuron of the impulse, while rapid NCV may accelerate muscle contraction, leading to a higher speed in 30&#xa0;m (<xref ref-type="bibr" rid="B24">Domkundwar et al., 2017</xref>; <xref ref-type="bibr" rid="B98">Vonbank et al., 2023</xref>). Research investigating NCV in sprint performance is limited. A study of the posterior tibial NCV of athletes indicated that male sprinters have higher NCV than marathoners and lower NCV than distance runners and weight lifters (<xref ref-type="bibr" rid="B42">Kamen et al., 1984</xref>). In addition, one study found that the reaction time strongly correlated with 100&#xa0;m running time, finalists&#x2019; reaction time were shorter significantly than semifinalists in athletic world championships (<xref ref-type="bibr" rid="B95">Tonnessen et al., 2013</xref>). Higher NCV may shorten the reaction time, potentially helping sprinters shorten the 100&#xa0;m running time (<xref ref-type="bibr" rid="B18">Crotty et al., 2022</xref>). The central neurotransmissions in auditory and sensorimotor systems were found to correlate with 100&#xa0;m performance, and existing significant differences between elite and sub-elite adolescent sprinters (<xref ref-type="bibr" rid="B40">Hsieh et al., 2024</xref>). Thus, the excitability of motor neurons and nerve conduction in the cerebral cortex has a significant impact on improving sprint performance.</p>
<p>High levels of eccentric strength of the hamstring were found to strongly correlate with 30&#xa0;m performance in this study, also as a predictor of 30&#xa0;m sprint time, consistent with previous research. Hamstrings contract eccentrically as knee flexors to decelerate the momentum of the tibia and prevent knee hyperextension during the terminal swing phase, which may contribute to increasing step length and energy efficiency (<xref ref-type="bibr" rid="B33">Guex and Millet, 2013</xref>; <xref ref-type="bibr" rid="B34">Guruhan et al., 2021</xref>). Previous studies also found a large correlation between maximum velocity (Vmax) and isoinertial eccentric force (r &#x3d; 0.56) in sprinters. The eccentric force can help sprinters adjust lower limb stiffness to exhibit high levels of reactive strength and maintain higher speeds (<xref ref-type="bibr" rid="B27">Douglas et al., 2020</xref>). <xref ref-type="bibr" rid="B12">Brady et al. (2020)</xref> reported that peak force, RFD and impulse of Isometric mid-thigh pull and Isometric squat significantly correlate with 0&#x2013;5&#xa0;m performance in sprinters. Only the peak force of IMTP correlated with 0&#x2013;30&#xa0;m (r &#x3d; &#x2212;0.595). Greater sprinters were observed to have larger muscle volumes of hamstrings, which strongly correlated with 40&#xa0;m sprint time (<italic>r</italic> &#x3d; &#x2212;0.670, <italic>p</italic> &#x3c; 0.01) (<xref ref-type="bibr" rid="B74">Nuell et al., 2021</xref>). Meanwhile, eccentric strength deficits in the hamstrings are common factors causing injury to sprinters, and enhancing eccentric strength training of the hamstrings may reduce the incidence of injury (<xref ref-type="bibr" rid="B5">Alt et al., 2021</xref>; <xref ref-type="bibr" rid="B81">Rudisill et al., 2023</xref>). A rehabilitation protocol consisting of eccentric exercises is more effective for elite sprinters with acute hamstring injuries, helping them return to training or competition quickly (<xref ref-type="bibr" rid="B7">Askling et al., 2014</xref>; <xref ref-type="bibr" rid="B38">Hickey et al., 2022</xref>).</p>
<p>The current results also showed a positive correlation between active tendon stiffness in the ankle joint and 30&#xa0;m sprint time, inferring that relatively compliant tendons are beneficial for utilizing elastic energy. Tendon stiffness of plantar flexors was considered important enough to probably affect the storage and release of elastic energy, contributing significantly to propulsive and upward impulses (<xref ref-type="bibr" rid="B4">Aeles et al., 2018</xref>; <xref ref-type="bibr" rid="B17">Crotty et al., 2024</xref>). No significant differences in the active tendon stiffness of the plantar flexors were observed between sprinters and untrained individuals (<xref ref-type="bibr" rid="B49">Kubo et al., 2011</xref>; <xref ref-type="bibr" rid="B51">Kubo et al., 2017</xref>). Previous studies have found the Achilles tendon stiffness of sprinters during ballistic contractions is lower than during ramp contractions, which means the Achilles tendon stiffness of sprinters is more compliant when sprinting and jumping, similar to the results of this study (<xref ref-type="bibr" rid="B52">Kubo et al., 2020</xref>). The data predicted by a full-body musculoskeletal model showed that tendon compliance has minimal effort in sprint performance, a 10% increase in tendon compliance results in a 0.3% increase in maximum sprinting speed (<xref ref-type="bibr" rid="B54">Lin and Pandy, 2022</xref>). This study also indicates that tendon stiffness may not be a predictor of sprint performance. However, plantar flexor passive stiffness was negatively correlated with 100&#xa0;m performance (r &#x3d; &#x2212;0.334, <italic>p</italic> &#x3d; 0.018) in well-trained male sprinters (<xref ref-type="bibr" rid="B89">Takahashi et al., 2018</xref>). In addition, studies reported the correlation between other muscle-tendon parameters and sprint performance. The cross-sectional area and length of the Achilles tendon positively correlated with the running velocity and power of a 20&#xa0;m sprint (<xref ref-type="bibr" rid="B68">Monte and Zamparo, 2019</xref>). The length of the Achilles tendon also has no correlation with 100&#xa0;m performance (<xref ref-type="bibr" rid="B94">Tomita et al., 2021</xref>). The muscle volume of plantar flexors showed no differences between elite and sub-elite sprinters, but elite sprinters have higher muscle volume of hip extensors (<xref ref-type="bibr" rid="B66">Miller et al., 2022</xref>; <xref ref-type="bibr" rid="B67">Miller et al., 2021</xref>).</p>
<p>Sprinters need to apply vertical and horizontal forces to the ground rapidly to generate explosive contractions from a stationary position at the start; therefore, sprinters exhibit higher RFD and impulses (<xref ref-type="bibr" rid="B84">Slawinski et al., 2010</xref>). Previous studies found that vertical jump performance of top sprinters is correlated with top-speed phases, and the mean propulsive power in vertical jumps of elite sprinters is also correlated with sprint time (<xref ref-type="bibr" rid="B55">Loturco et al., 2018</xref>; <xref ref-type="bibr" rid="B56">Loturco et al., 2019</xref>). In this study, RFD correlated with Hmax/Mmax, eccentric strength of the quadriceps and vertical stiffness. Hmax/Mmax is an indicator of the &#x3b1;-motoneurons excitability from the Ia afferent and also reflects the stretch reflex, influencing the performance of the SSC (<xref ref-type="bibr" rid="B53">Leukel et al., 2008</xref>; <xref ref-type="bibr" rid="B87">Sun et al., 2022</xref>). CMJ requires the subject&#x2019;s lower limb to start with an eccentric contraction, excited Ia afferent and increased spinal &#x3b1;-motoneurons excitability, leading to a large eccentric strength of the quadriceps. Eccentric contractions generate greater strength of the lower limb, making the subsequent concentric contraction faster and resulting in a higher RFD. Previous studies have shown that faster sprinters with higher vertical force achieve greater acceleration during the maximal speed phase (<xref ref-type="bibr" rid="B70">Nagahara et al., 2024</xref>; <xref ref-type="bibr" rid="B72">Nagahara et al., 2018</xref>). Sprinters reduce ground contact time by greater vertical stiffness, and their lower limbs are regularly subject to high-ground reaction forces (<xref ref-type="bibr" rid="B61">Maloney and Fletcher, 2021</xref>). A large difference between sprinters and untrained individuals in leg stiffness may be because the sprinter has a shorter ground contact time (<xref ref-type="bibr" rid="B26">Douglas et al., 2018</xref>). Greater vertical stiffness reflects improved neuromuscular control, helping sprinters move rapidly. Although the vertical stiffness significantly correlated with RFD in this study, RFD and vertical stiffness were both calculated by the peak force of the eccentric phase of the CMJ test. In the eccentric phase, shorter time leads to smaller &#x394;COM, which may result in a spurious correlation and can be explored and validated further.</p>
<p>This study had several limitations. First, the sample size of this study is small because of limited access to elite male college sprinters, which limits statistical power and generalizability. Thus, these findings should be approached with caution. Further research is needed to increase the sample size and groups to explore the neuromuscular function of different-level sprinters. Second, the H reflex and M wave test in this study were in rest, the H-reflex and M-wave during muscle contraction could also be further explored, which better reflects neural modulation of actual movement. Third, this study only tested a 30&#xa0;m sprint, without a 100&#xa0;m test. Finally, the subjects were only male sprinters.</p>
<p>In summary, sprinters require strong neuromuscular control ability, and neural factors from the cortex are the primary determinants of lower limb explosiveness. H reflex and V-wave were sensitive to changes in neural function, which can be used to monitor changes in &#x3b1;-motoneurons excitability and assess the fatigue of the central and peripheral nervous system in a training period. In addition, NCV was found to correlate with a 30&#xa0;m sprint performance, future research could explore the relationship between NCV and sports performance in higher-level sprinters.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>This study found that V/MmaxA and HECC were predictive factors of 30&#xa0;m sprint time, vertical stiffness and QECC were the predictive factors of RFD. Neural factors such as the &#x3b1;-motoneurons excitability of the spinal and supraspinal centers, have a greater influence on lower limb explosive strength in male college sprinters. Therefore, training related to the neural function of sprinters should be emphasized. In addition, H reflex and V wave can be used widely to assess and monitor the neural function of sprinters in future research. The impact of neural drive on muscles in different levels and sexes of sprinters, and the neuromuscular modulation during muscle contractions can be further explored.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the sports science experiment committee of Beijing sport university. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>YL: Conceptualization, Data curation, Investigation, Methodology, Validation, Writing&#x2013;original draft, Writing&#x2013;review and editing. QG: Data curation, Investigation, Software, Writing&#x2013;original draft. JS: Software, Writing&#x2013;original draft. YG: Data curation, Methodology, Supervision, Writing&#x2013;original draft. YaZ: Methodology, Resources, Writing&#x2013;original draft. YuZ: Conceptualization, Funding acquisition, Supervision, Writing&#x2013;original draft, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The financial support for this study was provided by the Key Technologies Research and Development Program of China (2018YFF0300801).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphys.2024.1498811/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphys.2024.1498811/full#supplementary-material</ext-link>
</p>
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