<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article article-type="research-article" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sports Act. Living</journal-id><journal-title-group>
<journal-title>Frontiers in Sports and Active Living</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sports Act. Living</abbrev-journal-title></journal-title-group>
<issn pub-type="epub">2624-9367</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fspor.2025.1733669</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Lower limb muscle activation and biomechanics during single-leg hopping in different directions</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Gu</surname><given-names>Yu</given-names></name><uri xlink:href="https://loop.frontiersin.org/people/3257616/overview"/><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role></contrib>
<contrib contrib-type="author"><name><surname>Su</surname><given-names>Wanyan</given-names></name><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role></contrib>
<contrib contrib-type="author"><name><surname>Malik</surname><given-names>Nawfal</given-names></name><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role></contrib>
<contrib contrib-type="author"><name><surname>Nguyen</surname><given-names>Thanh</given-names></name><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role></contrib>
<contrib contrib-type="author"><name><surname>Jordan</surname><given-names>Anne</given-names></name><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role></contrib>
<contrib contrib-type="author"><name><surname>Herda</surname><given-names>Trent</given-names></name><uri xlink:href="https://loop.frontiersin.org/people/1087278/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Song</surname><given-names>Yu</given-names></name>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2747504/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role></contrib>
</contrib-group>
<aff id="aff1"><institution>Department of Health, Sport &#x0026; Exercise Sciences, University of Kansas</institution>, <city>Lawrence, KS</city>, <country country="us">United States</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Yu Song <email xlink:href="mailto:yusong@ku.edu">yusong@ku.edu</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-09"><day>09</day><month>01</month><year>2026</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2025</year></pub-date>
<volume>7</volume><elocation-id>1733669</elocation-id>
<history>
<date date-type="received"><day>27</day><month>10</month><year>2025</year></date>
<date date-type="rev-recd"><day>03</day><month>12</month><year>2025</year></date>
<date date-type="accepted"><day>08</day><month>12</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 Gu, Su, Malik, Nguyen, Jordan, Herda and Song.</copyright-statement>
<copyright-year>2026</copyright-year><copyright-holder>Gu, Su, Malik, Nguyen, Jordan, Herda and Song</copyright-holder><license><ali:license_ref start_date="2026-01-09">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p></license>
</permissions>
<abstract><sec><title>Background</title>
<p>Single-leg forward and vertical hopping are commonly employed to evaluate knee neuromuscular function following anterior cruciate ligament reconstruction. However, similar hopping performance between limbs does not ensure full knee recovery. Single-leg backward hopping has been suggested to impose greater knee kinetics, but its effects on lower limb muscle activation and kinematics remain unclear.</p>
</sec><sec><title>Purpose</title>
<p>To quantify the effect of hopping directions on lower limb muscle activation and biomechanics during jumping, focusing on the knee joint.</p>
</sec><sec><title>Methods</title>
<p>Forty-eight injury-free participants performed single-leg forward/vertical/backward hopping with motion, force, and surface electromyography data collected. Peak and mean muscle activation of quadriceps, hamstrings, and triceps surae, peak trunk/hip/knee/ankle angles, and hip/knee/ankle moments in the sagittal plane during the jumping phase were calculated. Hopping performance was also recorded. One-by-three repeated-measures ANOVAs were conducted to quantify the effects of hopping directions.</p>
</sec><sec><title>Results</title>
<p>Forward hopping demonstrated greater hopping performance, trunk/ankle angles, hip/ankle moments, and hamstring activations, while smaller hip/knee angles, knee moments, and quadriceps activations compared to hopping in other directions. Vertical hopping showed the greatest knee angle compared to forward and backward hopping. Backward hopping exhibited the smallest trunk/ankle angles, hip/ankle moments, and muscle activations of biceps femoris/gastrocnemius medialis/soleus with the greatest knee moment among hopping directions.</p>
</sec><sec><title>Conclusion</title>
<p>Forward hopping may serve as a general performance exercise but might underrepresent knee-specific measurements. Vertical hopping may be more appropriate for monitoring quadriceps function and knee control. Backward hopping imposes the greatest knee mechanical demands with limited hip and ankle involvement, likely making it a promising metric for identifying deficits in dynamic knee control.</p>
</sec>
</abstract>
<kwd-group>
<kwd>anterior cruciate ligament</kwd>
<kwd>ACL injury</kwd>
<kwd>knee</kwd>
<kwd>kinematic</kwd>
<kwd>kinetic</kwd>
<kwd>rehabilitation</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declared that financial support was received for this work and/or its publication. Yu Gu received a scholarship from the China Scholarship Council. Nawfal Malik received an Undergraduate Research Award from the University of Kansas. Yu Song was supported by the New Faculty Research Development Award from the University of Kansas and Summer Writing Support from the School of Education and Human Sciences at the University of Kansas.</funding-statement></funding-group><counts>
<fig-count count="4"/>
<table-count count="1"/><equation-count count="0"/><ref-count count="39"/><page-count count="9"/><word-count count="1110"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Injury Prevention and Rehabilitation</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Anterior cruciate ligament (ACL) injury is associated with prolonged absence from playing (<xref ref-type="bibr" rid="B1">1</xref>), long-term deficits in neuromuscular function (<xref ref-type="bibr" rid="B2">2</xref>), and an elevated risk of reinjury (<xref ref-type="bibr" rid="B3">3</xref>). Despite the frequent employment of criterion-based testing batteries to evaluate knee neuromuscular function and support return-to-play decisions after ACL reconstruction (ACLR) (<xref ref-type="bibr" rid="B4">4</xref>), nearly one-fourth of patients sustain a secondary ACL injury (<xref ref-type="bibr" rid="B1">1</xref>). This high ACL reinjury risk highlights the need for more effective assessments to monitor rehabilitation progress and contribute to safely returning to play.</p>
<p>Bilateral asymmetries in knee neuromuscular function are common post-ACLR, characterized by quadriceps weakness and decreased knee extension moments in the ACL-affected limb compared to the unaffected limb (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). Functional performance tasks like single-leg forward hopping for distance and vertical hopping for height are widely employed to evaluate knee neuromuscular function due to their practicality (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B8">8</xref>). A common benchmark used for returning to play is that the ACL-affected limb can achieve at least 90&#x0025; of the hopping performance of the unaffected limb (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B9">9</xref>). However, previous studies show that achieving symmetrical hopping performance does not necessarily indicate fully restored knee function. For instance, despite demonstrating 97&#x0025; symmetry of forward hopping performance, the ACL-affected limb produced only 69&#x0025; of the knee kinetics of the unaffected limb and relied more on hip and ankle engagement to compensate during the jumping phase (<xref ref-type="bibr" rid="B10">10</xref>). Additionally, while greater asymmetry has been reported in vertical hopping height than in forward hopping distance (<xref ref-type="bibr" rid="B11">11</xref>), limited agreement was shown between hopping performance and quadriceps strength in both tasks (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). For example, forward and vertical hopping performance explain approximately 40&#x0025; and 30&#x0025; of the variance in quadriceps strength, respectively (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Therefore, commonly used hopping tasks in clinics provide a limited representation of knee function following ACLR, highlighting the need for additional assessments that evaluate the knee joint more directly.</p>
<p>Given the limitations of traditional forward and vertical hopping tasks, recent work placed attention toward hopping in another direction, backward (<xref ref-type="bibr" rid="B14">14</xref>). Single-leg backward hopping for distance has been proposed as a more knee-demanding task compared to forward and vertical hopping, demonstrating greater knee kinetics and smaller power and moments at hips and ankles during jumping (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). These findings suggest backward hopping might be a more appropriate or at least an additional metric to assess knee function during rehabilitation after ACLR. However, while previous studies have reported lower-limb kinetics such as work, power, and joint moments during the jumping phase, the corresponding kinematic patterns remain unclear. Since regaining full knee range of motion is a critical rehabilitation milestone after ACLR (<xref ref-type="bibr" rid="B16">16</xref>), evaluating both lower limb joint angles and kinetics during jumping may provide a more comprehensive understanding to guide rehabilitation progression.</p>
<p>Muscles crossing the knee are also critical in altering lower limb kinematics and kinetics (<xref ref-type="bibr" rid="B17">17</xref>), which is associated with knee function (<xref ref-type="bibr" rid="B11">11</xref>). The primary ACL loading mechanism occurs in the sagittal plane, consisting of the anterior tibial shear force applied to a close-to-full extended knee (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). Major muscle groups impacting this mechanism include quadriceps, hamstrings, and triceps surae. While most studies quantifying musculature in patients following ACLR have focused on quadriceps and hamstrings (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>), the triceps surae also contributed to knee joint loading during walking and jump-landings (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B17">17</xref>). ACLR patients demonstrated greater muscle force of biceps femoris (BF) and gastrocnemius lateralis (GL) while smaller muscle force of soleus compared to healthy individuals during the jumping phase of both forward and vertical hopping (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). Although muscle force has been estimated in these traditional hopping tasks, limited investigations have quantified lower limb muscle activation patterns across forward, vertical, and backward hopping to allow a more comparable assessment of knee neuromuscular function.</p>
<p>To date, limited research has quantified differences in both muscle activation and biomechanics between forward and vertical hopping (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>). In healthy individuals, vertical hopping showed significantly greater peak muscle activation of rectus femoris (RF) but smaller activation of BF compared to forward hopping (<xref ref-type="bibr" rid="B22">22</xref>). Similarly, greater RF and smaller BF contributions were observed during the jumping phase of vertical hopping in relation to forward hopping (<xref ref-type="bibr" rid="B23">23</xref>). Meanwhile, significantly greater ankle flexion angles, smaller peak knee flexion angles, and smaller peak hip moments in the sagittal plane were found in forward hopping compared to vertical hopping (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>). These findings suggest that hopping directions affected knee neuromuscular function through lower limb muscle activations, kinematics, and kinetics. Yet, muscle activation and biomechanics of single-leg backward hopping remain unknown. Characterizing lower limb muscle activation, kinematics, and kinetics across various hopping directions may help identify task-specific demands and enhance the utility of hopping tasks in assessing knee neuromuscular function.</p>
<p>This study aimed to determine the effects of hopping directions (forward/vertical/backward) on lower limb (hip/knee/ankle) muscle activations and biomechanics, with a focus on the knee joint. As the first step to quantify lower limb muscle activation and biomechanics during single-leg hopping tasks, injury-free participants were recruited. It was hypothesized that single-leg forward hopping would show the smallest knee flexion angles, knee moments, and quadriceps activation but the greatest hamstring activation compared to both vertical and backward hopping. It was also hypothesized that single-leg backward hopping would demonstrate the greatest knee moment, the lowest hip and ankle moments, and the greatest quadriceps activation among the three tasks.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Materials and methods</title>
<sec id="s2a"><label>2.1</label><title>Participants</title>
<p>The smallest estimated effect size for peak RF and BF activation between forward and vertical hopping was 0.62 (<xref ref-type="bibr" rid="B22">22</xref>). The smallest reported effect size of knee moment among single-leg hopping directions was 0.80 (<xref ref-type="bibr" rid="B14">14</xref>). Given the smallest effect size of 0.62, a sample size of 23 was needed to achieve 80&#x0025; power at a type I error of 0.05. Forty-eight healthy individuals (30 females and 18 males, age: 20.9&#x2009;&#x00B1;&#x2009;0.7 years old, height: 1.7&#x2009;&#x00B1;&#x2009;0.1&#x2005;m, and mass: 68.1&#x2009;&#x00B1;&#x2009;12.0&#x2005;kg) were recruited in the current study. Inclusion criteria were 1) participation in physical exercise at least twice per week, totaling a minimum of 2&#x2013;3&#x2005;h per week at the time of testing; 2) no trunk/lower limb surgery history; 3) no injuries restricting participation in physical activities for more than two weeks in the past six months; 4) no condition preventing maximal-effort physical activities; and 5) prior experience in sports involving jump-landing activities, such as basketball, soccer, volleyball, etc. (<xref ref-type="bibr" rid="B14">14</xref>). This study was approved by the University of Kansas Institutional Review Board. Participants signed a consent form prior to data collection.</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Protocol</title>
<p>Participants completed a warm-up protocol (<xref ref-type="bibr" rid="B14">14</xref>). Eight electromyography (EMG) electrodes (Trigno Avanti system, Delsys Inc., Boston, MA, USA; 2,040&#x2005;Hz) were placed on the quadriceps [vastus lateralis (VL), RF, vastus medialis (VM)], hamstring (BF and semitendinosus), and triceps surae [GL, gastrocnemius medialis (GM), soleus] of the designated jumping leg, following SENIAM guidelines (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>) (<xref ref-type="bibr" rid="B24">24</xref>). The jumping leg was predetermined using a counterbalanced order among participants (<xref ref-type="bibr" rid="B15">15</xref>). The skin was shaved and cleaned using alcohol pads to reduce impedance prior to placement. All sensors were taped to the skin to reduce noise.</p>
<fig id="F1" position="float"><label>Figure&#x00A0;1</label>
<caption><p>Anterior <bold>(A)</bold> and posterior <bold>(B)</bold> close-up views of electromyography electrode placement on the quadriceps, hamstrings, and triceps surae.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fspor-07-1733669-g001.tif"><alt-text content-type="machine-generated">Two images labeled \"A\" and \"B\" show a person standing against a wall with sensors placed on various leg muscles. Image \"A\" (front view) highlights the rectus femoris, vastus lateralis, vastus medialis, and soleus muscles. Image \"B\" (rear view) shows the semitendinosus, biceps femoris, gastrocnemius lateralis, gastrocnemius medialis, and soleus muscles.</alt-text>
</graphic>
</fig>
<p>Then, maximum voluntary isometric contraction (MVIC) was recorded for each muscle group. Quadriceps were tested with participants seated with an external knee flexion of 60&#x00B0; (<xref ref-type="bibr" rid="B11">11</xref>); hamstrings were tested prone on a mat with knee flexed at the same angle; triceps surae were tested in single-leg stance with a fully extended knee and maximal plantar flexion (<xref ref-type="bibr" rid="B25">25</xref>). Participants pushed as hard as possible for 5&#x2005;s with one MVIC trial per muscle group in a randomized order. A minimum of 30&#x2005;s of rest in between MVIC tests was controlled to avoid fatigue.</p>
<p>Next, sixteen retroreflective markers were placed on the participants&#x0027; super sternal, bilateral acromioclavicular joints and greater trochanters, anterior thigh, lateral and medial femoral condyles, tibial tuberosity, inferior shank, lateral and medial malleolus, tip of halluces, first and fifth metatarsal heads, and heel of the jumping leg. After the static trial, participants performed single-leg forward, vertical, and backward hopping with the order counterbalanced across participants. For the forward and backward hopping, participants jumped from a force plate (Bertec FP6090-15-TM-2000, Columbus, OH, USA, 1,200&#x2005;Hz) either forward or backward for maximal distance and landed on the same leg. For the vertical hopping, participants jumped maximally for height and landed on the same leg. For all tasks, the non-jumping leg was held at &#x223C;90&#x00B0; of hip/knee flexion during jumping, balance was maintained for at least 3&#x2005;s after landing, and hands were on the hips. A trial was considered successful if it met all requirements. Five familiarization practices and five successful trials were performed for each task. Verbal encouragement was provided throughout data collection to promote maximal effort. At least 15&#x2005;s of rest was given between trials to minimize potential fatigue. Three-dimensional marker trajectories were captured using eight opto-reflective cameras (Vicon Vero v2.2, Oxford, UK, 120&#x2005;Hz), which synchronized with EMG and force plate systems.</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Data reduction</title>
<p>EMG signals were filtered using a fourth-order Butterworth bandpass filter of 20&#x2013;450&#x2005;Hz (<xref ref-type="bibr" rid="B26">26</xref>). Filtered signals were then rectified and lowpass filtered using a fourth-order Butterworth filter at a cut-off of 10&#x2005;Hz to obtain linear envelopes. The peak value of the processed signal in the MVIC testing was extracted for each muscle. The muscle activation level during the hopping tasks was then normalized to the corresponding MVIC value and expressed as a percentage (<xref ref-type="bibr" rid="B25">25</xref>). Mean and peak activation were calculated for each muscle during the jumping phase, defined from the lowest hip position to takeoff (impact force &#x003C;20&#x2005;N).</p>
<p>Marker and force data were filtered using a fourth-order Butterworth filter with a lowpass cut-off of 15&#x2005;Hz for the inverse dynamic approach (<xref ref-type="bibr" rid="B27">27</xref>). The hip, knee, and ankle centers were defined following previous studies (<xref ref-type="bibr" rid="B28">28</xref>). A trunk segment reference was defined using bilateral acromioclavicular joints and the midpoint of bilateral greater trochanters. A thigh segment reference frame was defined using the hip joint center, knee joint center, and lateral femoral condyle. A shank segment reference frame was defined using the knee joint center, ankle joint center, and lateral malleolus. A foot segment reference frame was determined using the heel, the tip of the hallux, and the fifth metatarsal head. Hip, knee, and ankle flexion angles were calculated as Cardan angles between adjacent segment references (<xref ref-type="bibr" rid="B29">29</xref>), while the trunk flexion angle was calculated relative to the global reference (<xref ref-type="bibr" rid="B26">26</xref>). The internal resultant joint moments were calculated in the sagittal plane using a custom bottom-up inverse dynamics approach (<xref ref-type="bibr" rid="B30">30</xref>) and normalized to the product of body weight and body height. Forward and backward hopping distances were calculated as the displacement of the tip of the hallux and heel markers in the respective hopping direction (<xref ref-type="bibr" rid="B14">14</xref>). Vertical hopping height was determined using the midpoint of the bilateral greater trochanters, defined as the difference between peak jump height and standing height (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>The independent variables were three hopping directions. The dependent variables included lower limb muscle activations and biomechanical parameters. The muscle activation included peak and mean activation of eight individual muscles during jumping. The biomechanical parameters involved hopping performance, jumping duration, peak trunk, hip, knee, and ankle flexion angle during jumping, and peak hip, knee, and ankle moments in the sagittal plane during jumping. The jumping phase was selected because it places a significant mechanical demand on the lower limb and provides an indication of how the knee and surrounding muscles engage during functional and weight-bearing movement (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B31">31</xref>). The average among five official trials was reported and used for statistical analysis. All data processing was performed in MATLAB 2024a (MathWorks Inc., Natick, MA, USA).</p>
</sec>
<sec id="s2d"><label>2.4</label><title>Statistical analysis</title>
<p>One-by-three repeated-measures analyses of variance (ANOVA) were conducted to quantify the effects of hopping directions on lower limb muscle activations and biomechanics. The Type I error rate was set at 0.05 for statistical significance. Paired t-tests were performed for <italic>post hoc</italic> comparisons when a significant main effect was observed. The Benjamini-Hochberg procedure was applied to all pairwise comparisons to control the study-wise false discovery rate at 0.05 (<xref ref-type="bibr" rid="B32">32</xref>). Effect sizes for paired comparisons were calculated using Cohen&#x0027;s dz, with Cohen&#x0027;s dz&#x2009;&#x2264;&#x2009;0.5 indicating &#x201C;small,&#x201D; 0.5&#x2009;&#x003C;&#x2009;Cohen&#x0027;s dz&#x2009;&#x003C;&#x2009;0.8 indicating &#x201C;medium,&#x201D; and Cohen&#x0027;s dz&#x2009;&#x2265;&#x2009;0.8 indicating &#x201C;large&#x201D; (<xref ref-type="bibr" rid="B33">33</xref>). Statistical analyses were performed using SPSS 29.0 (IBM Corporation, Armonk, NY, USA).</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<p>Significant main effects among hopping directions were observed in all dependent variables except for peak muscle activation of VM and GL. Overall, 71 paired <italic>t</italic>-tests were performed with the largest <italic>p</italic>-value of 0.019 after the Benjamini-Hochberg adjustment. Descriptive statistics of muscle activations are reported in <xref ref-type="sec" rid="s12">Supplementary Appendix S1</xref>, while effect sizes and <italic>p</italic>-values for paired comparisons are shown in <xref ref-type="sec" rid="s12">Supplementary Appendices S2, S3</xref>.</p>
<p>Regarding muscle activations (<xref ref-type="fig" rid="F2">Figures&#x00A0;2</xref>&#x2013;<xref ref-type="fig" rid="F4">4</xref>), single-leg forward hopping demonstrated the lowest mean activation of VM, the greatest mean activation of BF and GM, and the greatest peak activation of BF, compared to both vertical and backward hopping. Greater mean and peak activations of RF and VL, smaller mean and peak activations of semitendinosus, and smaller mean activation of GL were found in vertical and backward hopping in comparison to forward hopping. Single-leg backward hopping also showed the lowest mean and peak activation of BF, GM, and soleus compared to hopping in other directions.</p>
<fig id="F2" position="float"><label>Figure&#x00A0;2</label>
<caption><p>Mean <bold>(A)</bold> and peak <bold>(B)</bold> muscle activations of quadriceps during the jumping phase in single-leg forward (grey), vertical (blue), and backward (green) hopping. &#x002A; indicates significantly different among the three hopping directions, with a being the greatest, b being the second greatest, and c being the least.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fspor-07-1733669-g002.tif"><alt-text content-type="machine-generated">Bar charts show mean and peak quadriceps muscle activations during the jumping phase of single-leg forward, vertical, and backward hopping. Chart A shows mean muscle activation, with forward hopping exhibiting the lowest mean activation of the vastus lateralis, rectus femoris, and vastus medialis. Chart B shows peak muscle activation, with forward hopping exhibiting the lowest peak activation of the vastus lateralis and rectus femoris.</alt-text>
</graphic>
</fig>
<fig id="F3" position="float"><label>Figure&#x00A0;3</label>
<caption><p>Mean <bold>(A)</bold> and peak <bold>(B)</bold> muscle activations of hamstrings during the jumping phase in single-leg forward (grey), vertical (blue), and backward (green) hopping. &#x002A; indicates significantly different among the three hopping directions, with a being the greatest, b being the second greatest, and c being the least.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fspor-07-1733669-g003.tif"><alt-text content-type="machine-generated">Bar charts show mean and peak hamstring muscle activations during the jumping phase of single-leg forward, vertical, and backward hopping. Chart A shows mean muscle activation, with forward hopping exhibiting the highest mean activation of the biceps femoris and semitendinosus. Chart B shows peak muscle activation, with forward hopping exhibiting the highest peak activation of the biceps femoris and semitendinosus.</alt-text>
</graphic>
</fig>
<fig id="F4" position="float"><label>Figure&#x00A0;4</label>
<caption><p>Mean <bold>(A)</bold> and peak <bold>(B)</bold> muscle activations of triceps surae during the jumping phase in single-leg forward (grey), vertical (blue), and backward (green) hopping. &#x002A; indicates significantly different among the three hopping directions, with a being the greatest, b being the second greatest, and c being the least.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fspor-07-1733669-g004.tif"><alt-text content-type="machine-generated">Bar charts show mean and peak triceps surae muscle activations during the jumping phase of single-leg forward, vertical, and backward hopping. Chart A shows mean muscle activation, with backward hopping exhibiting the lowest mean activation of the gastrocnemius lateralis, gastrocnemius medialis, and soleus. Chart B shows peak muscle activation, with backward hopping exhibiting the lowest peak activation of the gastrocnemius medialis and soleus.</alt-text>
</graphic>
</fig>
<p>Regarding biomechanical outcomes (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>), peak trunk flexion, peak ankle dorsiflexion, and peak hip and ankle moments showed a consistent pattern, with the greatest values observed in forward hopping, followed by vertical hopping, and the smallest values in backward hopping. Vertical hopping showed the longest jumping duration and greatest knee flexion angle compared to forward and backward hopping. Additionally, Backward hopping exhibited the shortest jumping duration and the greatest knee moment compared to forward and vertical hopping.</p>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>Mean&#x2009;&#x00B1;&#x2009;standard deviation and <italic>p</italic>-values of main effects observed in repeated-measures ANOVAs in biomechanical parameters.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Biomechanical parameters</th>
<th valign="top" align="center">Single-leg Forward Hopping</th>
<th valign="top" align="center">Single-leg Vertical Hopping</th>
<th valign="top" align="center">Single-leg Backward Hopping</th>
<th valign="top" align="center"><italic>P</italic>-values of main effect</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Hopping performance (m)</td>
<td valign="top" align="center">1.23&#x2009;&#x00B1;&#x2009;0.29<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">0.23&#x2009;&#x00B1;&#x2009;0.06<xref ref-type="table-fn" rid="TF4"><sup>c</sup></xref></td>
<td valign="top" align="center">0.81&#x2009;&#x00B1;&#x2009;0.18<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold><bold>.</bold><bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Jumping duration (s)</td>
<td valign="top" align="center">0.26&#x2009;&#x00B1;&#x2009;0.11<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.34&#x2009;&#x00B1;&#x2009;0.12<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">0.23&#x2009;&#x00B1;&#x2009;0.05<xref ref-type="table-fn" rid="TF4"><sup>c</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Peak trunk flexion angle during jumping (&#x00B0;)</td>
<td valign="top" align="center">36.6&#x2009;&#x00B1;&#x2009;9.6<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">28.7&#x2009;&#x00B1;&#x2009;11.9<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center">23.4&#x2009;&#x00B1;&#x2009;9.9<xref ref-type="table-fn" rid="TF4"><sup>c</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Peak hip flexion angle during jumping (&#x00B0;)</td>
<td valign="top" align="center">53.7&#x2009;&#x00B1;&#x2009;14.1<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center">62.5&#x2009;&#x00B1;&#x2009;18.8<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">62.6&#x2009;&#x00B1;&#x2009;15.4<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Peak knee flexion angle during jumping (&#x00B0;)</td>
<td valign="top" align="center">59.6&#x2009;&#x00B1;&#x2009;8.7<xref ref-type="table-fn" rid="TF4"><sup>c</sup></xref></td>
<td valign="top" align="center">67.5&#x2009;&#x00B1;&#x2009;10.4<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">63.3&#x2009;&#x00B1;&#x2009;8.8<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Peak ankle dorsiflexion angle during jumping (&#x00B0;)</td>
<td valign="top" align="center">32.7&#x2009;&#x00B1;&#x2009;5.2<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">28.1&#x2009;&#x00B1;&#x2009;4.9<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center">17.3&#x2009;&#x00B1;&#x2009;5.0<xref ref-type="table-fn" rid="TF4"><sup>c</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Peak hip moment during jumping (BW&#x002A;BH)</td>
<td valign="top" align="center">0.200&#x2009;&#x00B1;&#x2009;0.029<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">0.180&#x2009;&#x00B1;&#x2009;0.036<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.167&#x2009;&#x00B1;&#x2009;0.032<xref ref-type="table-fn" rid="TF4"><sup>c</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Peak knee moment during jumping (BW&#x002A;BH)</td>
<td valign="top" align="center">0.073&#x2009;&#x00B1;&#x2009;0.022<xref ref-type="table-fn" rid="TF4"><sup>c</sup></xref></td>
<td valign="top" align="center">0.097&#x2009;&#x00B1;&#x2009;0.023<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.113&#x2009;&#x00B1;&#x2009;0.022<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Peak ankle moment during jumping (BW&#x002A;BH)</td>
<td valign="top" align="center">0.151&#x2009;&#x00B1;&#x2009;0.021<xref ref-type="table-fn" rid="TF2"><sup>a</sup></xref></td>
<td valign="top" align="center">0.113&#x2009;&#x00B1;&#x2009;0.017<xref ref-type="table-fn" rid="TF3"><sup>b</sup></xref></td>
<td valign="top" align="center">0.090&#x2009;&#x00B1;&#x2009;0.012<xref ref-type="table-fn" rid="TF4"><sup>c</sup></xref></td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF1"><p>BW, body weight; BH, body height. a, b, and c, significantly different among the three hopping directions.</p></fn>
<fn id="TF88"><p>Statistically significant differences are shown in bold.</p></fn>
<fn id="TF2"><label>a</label>
<p>is the greatest.</p></fn>
<fn id="TF3"><label>b</label>
<p>is the second greatest.</p></fn>
<fn id="TF4"><label>c</label>
<p>is the least.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>This study aimed to determine the effects of hopping directions on lower limb muscle activations and biomechanics. The results supported the first hypothesis that single-leg forward hopping demonstrated smaller knee flexion angles, knee extension moments, and quadriceps activation compared to other hopping directions, with medium to large effect sizes. These findings were generally consistent with previous studies (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B34">34</xref>). Prior work has reported that both single-leg and double-leg forward hopping show greater ankle dorsiflexion angles, greater peak hip and ankle moments, as well as smaller peak knee flexion angle and peak knee extension moment compared to vertical hopping (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B34">34</xref>). Greater hamstring activation and smaller quadriceps activation have also been observed in forward hopping relative to vertical hopping (<xref ref-type="bibr" rid="B22">22</xref>). In the current study, joint flexion angles in single-leg forward (&#x223C;40&#x00B0; less trunk/hip flexion, &#x223C;30&#x00B0; less knee flexion, and &#x223C;8&#x00B0; less ankle dorsiflexion) and vertical (&#x223C;25&#x00B0; less trunk flexion, &#x223C;30&#x00B0; less hip/knee flexion, and &#x223C;8&#x00B0; less ankle dorsiflexion) hopping were smaller than those reported in double-leg hopping tasks (<xref ref-type="bibr" rid="B22">22</xref>) but similar to those reported in previous single-leg hopping studies (<xref ref-type="bibr" rid="B34">34</xref>). This pattern likely reflects the increased demands of single-leg tasks, which require greater balance, strength, and control. As a result, participants may have adopted more upright postures with limited joint flexion during jumping (<xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>Joint angles during these functional performance tasks represent an individual&#x0027;s ability to control these joints under weight-bearing and closed-kinetic-chain conditions, providing a practical measure of neuromuscular control during jumping. Forward hopping involved less hip flexion than vertical hopping but greater trunk flexion, creating a forward-leaning posture that likely facilitates anterior momentum (<xref ref-type="bibr" rid="B22">22</xref>). This trunk positioning likely enhances performance by shifting the center of mass (COM) anteriorly. Biarticular muscles such as RF and BF may coordinate hip and knee movements, while hip and ankle extension generate tangential velocity to propel the body forward. This kinematic strategy agrees with previous studies that forward hopping relies more heavily on hip and ankle contributions, with reduced knee involvement (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B31">31</xref>). Together, despite forward hopping may challenge balance, strength, and overall performance, its limited knee involvement may restrict its utility as a functional assessment of the knee joint (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B36">36</xref>).</p>
<p>In addition, the greatest knee flexion angle was reported in single-leg vertical hopping compared to forward and backward hopping. Yet, the differences were small (&#x223C;4&#x00B0;&#x2013;8&#x00B0;), which are unlikely to be clinically detectable. Quadriceps activation was also significantly greater in vertical hopping than in forward hopping, while it did not differ from backward hopping. These results may indicate that vertical hopping engages the knee more extensively than forward hopping, though through a different neuromuscular strategy compared to backward hopping. During vertical hopping, participants appeared to rely heavily on the quadriceps, with simultaneous coactivation of the hamstrings and triceps surae, which is consistent with the greater knee flexion angle observed. In contrast, backward hopping produced similar quadriceps activation but substantially lower hamstring and triceps surae activations, associated with a slightly smaller knee flexion angle (&#x223C;4&#x00B0;). Backward hopping also showed the greatest knee moment among the three hopping directions, indicating an excessive net knee engagement. Therefore, both vertical and backward hopping place substantial demand on the knee, but through distinct patterns of muscle engagement.</p>
<p>Previous studies proposed vertical hopping as a more knee-specific alternative compared to forward hopping due to its higher mechanical demands at the knee and greater sensitivity to asymmetries in jump height after ACLR (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B31">31</xref>). The slightly greater knee flexion angles observed in the current study are consistent with those findings. This pattern may also be related to its biomechanical similarity to common exercises, such as squatting and countermovement jumps, which place high demands on the lower limb in the vertical direction (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B37">37</xref>). Familiarity with these vertical weight-bearing tasks may allow participants to bend more deeply and prolong the jumping phase. For example, peak knee flexion angles of the ACL-affected limb during squatting have shown moderate associations with peak knee flexion angles during jumping (<xref ref-type="bibr" rid="B37">37</xref>), and similar correlations have been reported between squatting and landing knee flexion angles in healthy individuals (<xref ref-type="bibr" rid="B35">35</xref>). As such, the combination of greater knee flexion angle and quadriceps activation level supports the potential utility of vertical hopping as a functional task to assess and challenge knee neuromuscular function compared to forward hopping. Vertical hopping may also serve as a partial bridge exercise between controlled strength training and high-speed dynamic movements, facilitating knee control for more explosive and sport-specific activities.</p>
<p>The findings generally supported the second hypothesis that single-leg backward hopping showed the smallest peak trunk/ankle flexion angles, hip/ankle moments, and BF/GM/soleus activation. In contrast, it demonstrated the greatest knee moments among the three hopping directions and greater hip/knee flexion angles than forward hopping, with most differences showing large effect sizes. As the trunk contributes approximately half of the overall body mass, its movement strongly influences the COM (<xref ref-type="bibr" rid="B38">38</xref>). The more upright trunk posture observed during backward hopping likely reflects the specific demands of the task. To move in a backward direction, participants must maintain their trunk in a more upright and posterior position, whereas forward and vertical hopping allow or require the trunk to lean forward and flex more to assist in lowering the COM. With the greatest knee moments and the smallest hip/ankle moments found during backward hopping, the results reinforced the previous studies that backward hopping imposes the greatest mechanical demands on the knee (greater knee power/work/moment) compared to forward and vertical hopping (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Given the small knee flexion differences (&#x223C;4&#x00B0;) and similar quadriceps activation between vertical and backward hopping, as well as the reduced hamstring and triceps surae activation during backward hopping, this task may serve as an additional metric for isolating the knee joint and producing the greatest knee moment among the hopping directions.</p>
<p>The current study has implications. The directional specificity of single-leg hopping tasks provides an opportunity to tailor assessments based on the mechanical demands of each task. Forward hopping may serve as a general balance and performance exercise, but it appears to underrepresent knee-specific measurements. In contrast, vertical hopping, with its greater knee flexion and quadriceps engagement, may be more appropriate for monitoring an individual&#x0027;s ability to control the knee under weight-bearing and closed-kinetic-chain conditions. In particular, backward hopping imposes the greatest mechanical demand on the knee with limited hip and ankle involvement, likely making it a promising metric for identifying deficits in dynamic knee control and potentially improving the sensitivity of return-to-play evaluations. Incorporating these task-specific features into training and evaluation protocols may contribute to more effective rehabilitation monitoring.</p>
<p>There were several limitations. Although this study established a baseline understanding of lower limb muscle activation and biomechanical patterns across hopping directions in injury-free populations, the generalizability of the findings was limited to ACLR patients. Investigating the lower limb muscle activation and biomechanics during backward hopping in comparison to traditional forward/vertical hopping in ACLR patients is needed. Second, while this study quantified joint-level kinematics and kinetics, it did not directly estimate muscle force or evaluate the position of the whole-body and/or segmental COM. Understanding the spatial relationship between the COM and the force vector could provide deeper insight into the mechanical strategies underlying each hopping direction. Third, this study did not measure gluteus activation, which plays an important role in hip extension and trunk-pelvis stabilization. Involving the gluteus activations would contribute to the hip joint during dynamic single-leg hopping tasks.</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusions</title>
<p>Single-leg forward hopping primarily relied on hip and ankle contributions, suggesting its utility as a general balance and performance-based task. Single-leg vertical hopping demonstrated greater knee flexion and quadriceps activations, indicating its potential value for assessing quadriceps function and knee control under weight-bearing conditions during rehabilitation. Lastly, single-leg backward hopping was characterized by the lowest trunk and ankle flexion, the highest knee moments, and the lowest hip and ankle moments, along with elevated activation of the quadriceps and reduced activation of the hamstrings and triceps surae. These findings highlight backward hopping as a more knee-dominant task and support its potential clinical utilization as a sensitive and functionally specific assessment for identifying quadriceps deficits and evaluating knee function.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><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 id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by the University of Kansas Institutional Review Board (STUDY00150813). 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 id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>YG: Data curation, Software, Methodology, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Investigation. WS: Writing &#x2013; review &#x0026; editing, Methodology, Investigation, Writing &#x2013; original draft, Data curation. NM: Data curation, Software, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Investigation. TN: Writing &#x2013; review &#x0026; editing, Investigation, Methodology, Writing &#x2013; original draft, Data curation. AJ: Investigation, Writing &#x2013; original draft, Data curation, Writing &#x2013; review &#x0026; editing, Methodology. TH: Writing &#x2013; original draft, Resources, Methodology, Writing &#x2013; review &#x0026; editing. YS: Writing &#x2013; original draft, Methodology, Formal analysis, Funding acquisition, Supervision, Conceptualization, Resources, Writing &#x2013; review &#x0026; editing, Data curation, Software, Project administration.</p>
</sec>
<ack><title>Acknowledgments</title>
<p>The authors would like to thank all volunteers who participated in the study. No potential conflict of interest was reported by the authors.</p>
</ack>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s13" sec-type="disclaimer"><title>Publisher&#x0027;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" sec-type="supplementary-material"><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/fspor.2025.1733669/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fspor.2025.1733669/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Piussi</surname> <given-names>R</given-names></name> <name><surname>Simonson</surname> <given-names>R</given-names></name> <name><surname>Zsidai</surname> <given-names>B</given-names></name> <name><surname>Grassi</surname> <given-names>A</given-names></name> <name><surname>Karlsson</surname> <given-names>J</given-names></name> <name><surname>Della Villa</surname> <given-names>F</given-names></name><etal/></person-group> <article-title>Better safe than sorry? A systematic review with meta-analysis on time to return to sport after Acl reconstruction as a risk factor for second Acl injury</article-title>. <source>J Orthop Sports Phys Ther</source>. (<year>2024</year>) <volume>54</volume>(<issue>3</issue>):<fpage>161</fpage>&#x2013;<lpage>75</lpage>. <pub-id pub-id-type="doi">10.2519/jospt.2023.11977</pub-id><pub-id pub-id-type="pmid">38032099</pub-id></mixed-citation></ref>
<ref id="B2"><label>2.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tayfur</surname> <given-names>B</given-names></name> <name><surname>Charuphongsa</surname> <given-names>C</given-names></name> <name><surname>Morrissey</surname> <given-names>D</given-names></name> <name><surname>Miller</surname> <given-names>SC</given-names></name></person-group>. <article-title>Neuromuscular function of the knee joint following knee injuries: does it ever get back to normal? A systematic review with meta-analyses</article-title>. <source>Sports Med</source>. (<year>2021</year>) <volume>51</volume>(<issue>2</issue>):<fpage>321</fpage>&#x2013;<lpage>38</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-020-01386-6</pub-id><pub-id pub-id-type="pmid">33247378</pub-id></mixed-citation></ref>
<ref id="B3"><label>3.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rodriguez-Merchan</surname> <given-names>EC</given-names></name> <name><surname>Valentino</surname> <given-names>LA</given-names></name></person-group>. <article-title>Return to sport activities and risk of reinjury following primary anterior cruciate ligament reconstruction</article-title>. <source>Arch Bone Jt Surg</source>. (<year>2022</year>) <volume>10</volume>(<issue>8</issue>):<fpage>648</fpage>&#x2013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.22038/abjs.2021.50463.2504</pub-id><pub-id pub-id-type="pmid">36258743</pub-id></mixed-citation></ref>
<ref id="B4"><label>4.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Greenberg</surname> <given-names>EM</given-names></name> <name><surname>Greenberg</surname> <given-names>ET</given-names></name> <name><surname>Albaugh</surname> <given-names>J</given-names></name> <name><surname>Storey</surname> <given-names>E</given-names></name> <name><surname>Ganley</surname> <given-names>TJ</given-names></name></person-group>. <article-title>Rehabilitation practice patterns following anterior cruciate ligament reconstruction: a survey of physical therapists</article-title>. <source>J Orthop Sports Phys Ther</source>. (<year>2018</year>) <volume>48</volume>(<issue>10</issue>):<fpage>801</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.2519/jospt.2018.8264</pub-id><pub-id pub-id-type="pmid">29787697</pub-id></mixed-citation></ref>
<ref id="B5"><label>5.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nagai</surname> <given-names>T</given-names></name> <name><surname>Schilaty</surname> <given-names>ND</given-names></name> <name><surname>Laskowski</surname> <given-names>ER</given-names></name> <name><surname>Hewett</surname> <given-names>TE</given-names></name></person-group>. <article-title>Hop tests can result in higher limb symmetry Index values than isokinetic strength and leg press tests in patients following Acl reconstruction</article-title>. <source>Knee Surg Sports Traumatol Arthrosc</source>. (<year>2020</year>) <volume>28</volume>(<issue>3</issue>):<fpage>816</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1007/s00167-019-05513-3</pub-id><pub-id pub-id-type="pmid">31025059</pub-id></mixed-citation></ref>
<ref id="B6"><label>6.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ithurburn</surname> <given-names>MP</given-names></name> <name><surname>Longfellow</surname> <given-names>MA</given-names></name> <name><surname>Thomas</surname> <given-names>S</given-names></name> <name><surname>Paterno</surname> <given-names>MV</given-names></name> <name><surname>Schmitt</surname> <given-names>LC</given-names></name></person-group>. <article-title>Knee function, strength, and resumption of preinjury sports participation in young athletes following anterior cruciate ligament reconstruction</article-title>. <source>J Orthop Sports Phys Ther</source>. (<year>2019</year>) <volume>49</volume>(<issue>3</issue>):<fpage>145</fpage>&#x2013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.2519/jospt.2019.8624</pub-id><pub-id pub-id-type="pmid">30770031</pub-id></mixed-citation></ref>
<ref id="B7"><label>7.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Krishnan</surname> <given-names>C</given-names></name> <name><surname>Johnson</surname> <given-names>AK</given-names></name> <name><surname>Palmieri-Smith</surname> <given-names>RM</given-names></name></person-group>. <article-title>Mechanical factors contributing to altered knee extension moment during gait after Acl reconstruction: a longitudinal analysis</article-title>. <source>Med Sci Sports Exerc</source>. (<year>2022</year>) <volume>54</volume>(<issue>12</issue>):<fpage>2208</fpage>&#x2013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1249/mss.0000000000003014</pub-id><pub-id pub-id-type="pmid">35941516</pub-id></mixed-citation></ref>
<ref id="B8"><label>8.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Girdwood</surname> <given-names>MA</given-names></name> <name><surname>Crossley</surname> <given-names>KM</given-names></name> <name><surname>Rio</surname> <given-names>EK</given-names></name> <name><surname>Patterson</surname> <given-names>BE</given-names></name> <name><surname>Haberfield</surname> <given-names>MJ</given-names></name> <name><surname>Couch</surname> <given-names>JL</given-names></name><etal/></person-group> <article-title>Hop to it! A systematic review and longitudinal meta-analysis of hop performance after Acl reconstruction</article-title>. <source>Sports Med</source>. (<year>2025</year>) <volume>55</volume>(<issue>1</issue>):<fpage>101</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1007/s40279-024-02121-1</pub-id><pub-id pub-id-type="pmid">39414723</pub-id></mixed-citation></ref>
<ref id="B9"><label>9.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Losciale</surname> <given-names>JM</given-names></name> <name><surname>Zdeb</surname> <given-names>RM</given-names></name> <name><surname>Ledbetter</surname> <given-names>L</given-names></name> <name><surname>Reiman</surname> <given-names>MP</given-names></name> <name><surname>Sell</surname> <given-names>TC</given-names></name></person-group>. <article-title>The association between passing return-to-sport criteria and second anterior cruciate ligament injury risk: a systematic review with meta-analysis</article-title>. <source>J Orthop Sports Phys Ther</source>. (<year>2019</year>) <volume>49</volume>(<issue>2</issue>):<fpage>43</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.2519/jospt.2019.8190</pub-id><pub-id pub-id-type="pmid">30501385</pub-id></mixed-citation></ref>
<ref id="B10"><label>10.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kotsifaki</surname> <given-names>A</given-names></name> <name><surname>Whiteley</surname> <given-names>R</given-names></name> <name><surname>Van Rossom</surname> <given-names>S</given-names></name> <name><surname>Korakakis</surname> <given-names>V</given-names></name> <name><surname>Bahr</surname> <given-names>R</given-names></name> <name><surname>Sideris</surname> <given-names>V</given-names></name><etal/></person-group> <article-title>Single leg hop for distance symmetry masks lower limb biomechanics: time to discuss hop distance as decision criterion for return to sport after acl reconstruction?</article-title> <source>Br J Sports Med</source>. (<year>2022</year>) <volume>56</volume>(<issue>5</issue>):<fpage>249</fpage>&#x2013;<lpage>56</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2020-103677</pub-id><pub-id pub-id-type="pmid">33687928</pub-id></mixed-citation></ref>
<ref id="B11"><label>11.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kotsifaki</surname> <given-names>A</given-names></name> <name><surname>Van Rossom</surname> <given-names>S</given-names></name> <name><surname>Whiteley</surname> <given-names>R</given-names></name> <name><surname>Korakakis</surname> <given-names>V</given-names></name> <name><surname>Bahr</surname> <given-names>R</given-names></name> <name><surname>Sideris</surname> <given-names>V</given-names></name><etal/></person-group> <article-title>Single leg vertical jump performance identifies knee function deficits at return to sport after Acl reconstruction in male athletes</article-title>. <source>Br J Sports Med</source>. (<year>2022</year>) <volume>56</volume>(<issue>9</issue>):<fpage>490</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1136/bjsports-2021-104692</pub-id><pub-id pub-id-type="pmid">35135826</pub-id></mixed-citation></ref>
<ref id="B12"><label>12.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fischer</surname> <given-names>F</given-names></name> <name><surname>Blank</surname> <given-names>C</given-names></name> <name><surname>D&#x00FC;nnwald</surname> <given-names>T</given-names></name> <name><surname>Gf&#x00F6;ller</surname> <given-names>P</given-names></name> <name><surname>Herbst</surname> <given-names>E</given-names></name> <name><surname>Hoser</surname> <given-names>C</given-names></name><etal/></person-group> <article-title>Isokinetic extension strength is associated with single-leg vertical jump height</article-title>. <source>Orthop J Sports Med</source>. (<year>2017</year>) <volume>5</volume>(<issue>11</issue>):<fpage>2325967117736766</fpage>. <pub-id pub-id-type="doi">10.1177/2325967117736766</pub-id><pub-id pub-id-type="pmid">29147670</pub-id></mixed-citation></ref>
<ref id="B13"><label>13.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Laudner</surname> <given-names>K</given-names></name> <name><surname>Evans</surname> <given-names>D</given-names></name> <name><surname>Wong</surname> <given-names>R</given-names></name> <name><surname>Allen</surname> <given-names>A</given-names></name> <name><surname>Kirsch</surname> <given-names>T</given-names></name> <name><surname>Long</surname> <given-names>B</given-names></name><etal/></person-group> <article-title>Relationship between isokinetic knee strength and jump characteristics following anterior cruciate ligament reconstruction</article-title>. <source>Int J Sports Phys Ther</source>. (<year>2015</year>) <volume>10</volume>(<issue>3</issue>):<fpage>272</fpage>&#x2013;<lpage>80</lpage>.<pub-id pub-id-type="pmid">26075142</pub-id></mixed-citation></ref>
<ref id="B14"><label>14.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>Y</given-names></name> <name><surname>Salsgiver</surname> <given-names>L</given-names></name> <name><surname>Van Valkenburg</surname> <given-names>K</given-names></name> <name><surname>Christofferson</surname> <given-names>N</given-names></name> <name><surname>Lo</surname> <given-names>Y</given-names></name> <name><surname>Feng</surname> <given-names>Z</given-names></name><etal/></person-group> <article-title>Hopping backward to move forward: single-leg backward hopping can better detect decreased quadriceps strength induced by a fatigue protocol compared to forward and vertical hopping</article-title>. <source>J Sport Health Sci</source>. (<year>2024</year>) <volume>14</volume>:<fpage>100976</fpage>. <pub-id pub-id-type="doi">10.1016/j.jshs.2024.100976</pub-id><pub-id pub-id-type="pmid">39237062</pub-id></mixed-citation></ref>
<ref id="B15"><label>15.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>Y</given-names></name> <name><surname>Nguyen</surname> <given-names>T</given-names></name> <name><surname>Gu</surname> <given-names>Y</given-names></name> <name><surname>Su</surname> <given-names>W</given-names></name> <name><surname>Malik</surname> <given-names>N</given-names></name></person-group>. <article-title>The effect of arm swings on lower limb kinetics during single-leg forward, vertical, and backward hopping</article-title>. <source>J Biomech</source>. (<year>2025</year>) <volume>183</volume>:<fpage>112605</fpage>. <pub-id pub-id-type="doi">10.1016/j.jbiomech.2025.112605</pub-id><pub-id pub-id-type="pmid">40058019</pub-id></mixed-citation></ref>
<ref id="B16"><label>16.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Adams</surname> <given-names>D</given-names></name> <name><surname>Logerstedt</surname> <given-names>DS</given-names></name> <name><surname>Hunter-Giordano</surname> <given-names>A</given-names></name> <name><surname>Axe</surname> <given-names>MJ</given-names></name> <name><surname>Snyder-Mackler</surname> <given-names>L</given-names></name></person-group>. <article-title>Current concepts for anterior cruciate ligament reconstruction: a criterion-based rehabilitation progression</article-title>. <source>J Orthop Sports Phys Ther</source>. (<year>2012</year>) <volume>42</volume>(<issue>7</issue>):<fpage>601</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.2519/jospt.2012.3871</pub-id><pub-id pub-id-type="pmid">22402434</pub-id></mixed-citation></ref>
<ref id="B17"><label>17.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sasaki</surname> <given-names>K</given-names></name> <name><surname>Neptune</surname> <given-names>RR</given-names></name></person-group>. <article-title>Individual muscle contributions to the Axial knee joint contact force during normal walking</article-title>. <source>J Biomech</source>. (<year>2010</year>) <volume>43</volume>(<issue>14</issue>):<fpage>2780</fpage>&#x2013;<lpage>4</lpage>. <pub-id pub-id-type="doi">10.1016/j.jbiomech.2010.06.011</pub-id><pub-id pub-id-type="pmid">20655046</pub-id></mixed-citation></ref>
<ref id="B18"><label>18.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Boden</surname> <given-names>BP</given-names></name> <name><surname>Sheehan</surname> <given-names>FT</given-names></name></person-group>. <article-title>Mechanism of non-contact Acl injury: oref clinical research award 2021</article-title>. <source>J Orthop Res</source>. (<year>2022</year>) <volume>40</volume>(<issue>3</issue>):<fpage>531</fpage>&#x2013;<lpage>40</lpage>. <pub-id pub-id-type="doi">10.1002/jor.25257</pub-id><pub-id pub-id-type="pmid">34951064</pub-id></mixed-citation></ref>
<ref id="B19"><label>19.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Englander</surname> <given-names>ZA</given-names></name> <name><surname>Foody</surname> <given-names>JN</given-names></name> <name><surname>Cutcliffe</surname> <given-names>HC</given-names></name> <name><surname>Wittstein</surname> <given-names>JR</given-names></name> <name><surname>Spritzer</surname> <given-names>CE</given-names></name> <name><surname>DeFrate</surname> <given-names>LE</given-names></name></person-group>. <article-title>Use of a novel multimodal imaging technique to model <italic>in vivo</italic> quadriceps force and Acl strain during dynamic activity</article-title>. <source>Am J Sports Med</source>. (<year>2022</year>) <volume>50</volume>(<issue>10</issue>):<fpage>2688</fpage>&#x2013;<lpage>97</lpage>. <pub-id pub-id-type="doi">10.1177/03635465221107085</pub-id><pub-id pub-id-type="pmid">35853157</pub-id></mixed-citation></ref>
<ref id="B20"><label>20.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>van Melick</surname> <given-names>N</given-names></name> <name><surname>van der Weegen</surname> <given-names>W</given-names></name> <name><surname>van der Horst</surname> <given-names>N</given-names></name></person-group>. <article-title>Quadriceps and hamstrings strength reference values for athletes with and without anterior cruciate ligament reconstruction who play popular pivoting sports, including soccer, basketball, and handball: a scoping review</article-title>. <source>J Orthop Sports Phys Ther</source>. (<year>2022</year>) <volume>52</volume>(<issue>3</issue>):<fpage>142</fpage>&#x2013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.2519/jospt.2022.10693</pub-id><pub-id pub-id-type="pmid">34972481</pub-id></mixed-citation></ref>
<ref id="B21"><label>21.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Turk</surname> <given-names>R</given-names></name> <name><surname>Shah</surname> <given-names>S</given-names></name> <name><surname>Chilton</surname> <given-names>M</given-names></name> <name><surname>Thomas</surname> <given-names>TL</given-names></name> <name><surname>Anene</surname> <given-names>C</given-names></name> <name><surname>Mousad</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>Return to sport after anterior cruciate ligament reconstruction requires evaluation of &#x003E;2 functional tests, psychological readiness, quadriceps/hamstring strength, and time after surgery of 8 months</article-title>. <source>Arthroscopy</source>. (<year>2023</year>) <volume>39</volume>(<issue>3</issue>):<fpage>790</fpage>&#x2013;<lpage>801.e6</lpage>. <pub-id pub-id-type="doi">10.1016/j.arthro.2022.08.038</pub-id><pub-id pub-id-type="pmid">36216133</pub-id></mixed-citation></ref>
<ref id="B22"><label>22.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fukashiro</surname> <given-names>S</given-names></name> <name><surname>Besier</surname> <given-names>TF</given-names></name> <name><surname>Barrett</surname> <given-names>R</given-names></name> <name><surname>Cochrane</surname> <given-names>J</given-names></name> <name><surname>Nagano</surname> <given-names>A</given-names></name> <name><surname>Lloyd</surname> <given-names>DG</given-names></name></person-group>. <article-title>Direction control in standing horizontal and vertical jumps</article-title>. <source>Int J Sport Health Sci</source>. (<year>2005</year>) <volume>3</volume>(<issue>Special_Issue_2005</issue>):<fpage>272</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.5432/ijshs.3.272</pub-id></mixed-citation></ref>
<ref id="B23"><label>23.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Clemente de Oliveira</surname> <given-names>HL</given-names></name> <name><surname>Moreira</surname> <given-names>PVS</given-names></name> <name><surname>Menegaldo</surname> <given-names>LL</given-names></name></person-group>. <article-title>Biomechanical differences between horizontal and vertical single-leg jumps: what could each one reveal about functional impairments?</article-title> <source>Sports Biomech</source>. (<year>2025</year>):<fpage>1</fpage>&#x2013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.1080/14763141.2025.2557396</pub-id><pub-id pub-id-type="pmid">40981494</pub-id></mixed-citation></ref>
<ref id="B24"><label>24.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Hermens</surname> <given-names>HJ</given-names></name> <name><surname>Freriks</surname> <given-names>B</given-names></name> <name><surname>Merletti</surname> <given-names>R</given-names></name> <name><surname>Stegeman</surname> <given-names>DF</given-names></name> <name><surname>Blok</surname> <given-names>JH</given-names></name> <name><surname>Rau</surname> <given-names>G</given-names></name><etal/></person-group> (editors) <source>European Recommendations for Surface Electromyography: Results of the Seniam Project</source>. <publisher-loc>Enschede</publisher-loc>: <publisher-name>Roessingh Research and Development</publisher-name> (<year>1999</year>).</mixed-citation></ref>
<ref id="B25"><label>25.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Schwartz</surname> <given-names>C</given-names></name> <name><surname>Wang</surname> <given-names>FC</given-names></name> <name><surname>Forthomme</surname> <given-names>B</given-names></name> <name><surname>Deno&#x00EB;l</surname> <given-names>V</given-names></name> <name><surname>Br&#x00FC;ls</surname> <given-names>O</given-names></name> <name><surname>Croisier</surname> <given-names>JL</given-names></name></person-group>. <article-title>Normalizing gastrocnemius muscle Emg signal: an optimal set of Maximum voluntary isometric contraction tests for young adults considering reproducibility</article-title>. <source>Gait Posture</source>. (<year>2020</year>) <volume>82</volume>:<fpage>196</fpage>&#x2013;<lpage>202</lpage>. <pub-id pub-id-type="doi">10.1016/j.gaitpost.2020.08.129</pub-id><pub-id pub-id-type="pmid">32937272</pub-id></mixed-citation></ref>
<ref id="B26"><label>26.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>Y</given-names></name> <name><surname>Gor&#x0161;i&#x010D;</surname> <given-names>M</given-names></name> <name><surname>Feng</surname> <given-names>Z</given-names></name> <name><surname>Cordova</surname> <given-names>H</given-names></name> <name><surname>Li</surname> <given-names>L</given-names></name> <name><surname>Dai</surname> <given-names>B</given-names></name><etal/></person-group> <article-title>Effects of a back-assist exosuit in lab-based approximations of construction tasks performed by novices and experienced construction workers</article-title>. <source>Ergonomics</source>. (<year>2025</year>) <volume>68</volume>(<issue>2</issue>):<fpage>267</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1080/00140139.2024.2325535</pub-id><pub-id pub-id-type="pmid">39387502</pub-id></mixed-citation></ref>
<ref id="B27"><label>27.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kristianslund</surname> <given-names>E</given-names></name> <name><surname>Krosshaug</surname> <given-names>T</given-names></name> <name><surname>van den Bogert</surname> <given-names>AJ</given-names></name></person-group>. <article-title>Effect of low pass filtering on joint moments from inverse dynamics: implications for injury prevention</article-title>. <source>J Biomech</source>. (<year>2012</year>) <volume>45</volume>(<issue>4</issue>):<fpage>666</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1016/j.jbiomech.2011.12.011</pub-id><pub-id pub-id-type="pmid">22227316</pub-id></mixed-citation></ref>
<ref id="B28"><label>28.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>Y</given-names></name> <name><surname>Li</surname> <given-names>L</given-names></name> <name><surname>Layer</surname> <given-names>J</given-names></name> <name><surname>Fairbanks</surname> <given-names>R</given-names></name> <name><surname>Hughes</surname> <given-names>G</given-names></name> <name><surname>Smith</surname> <given-names>D</given-names></name><etal/></person-group> <article-title>Unanticipated mid-flight external trunk perturbation increased frontal plane acl loading variables during sidestep cuttings</article-title>. <source>J Sports Sci</source>. (<year>2024</year>) <volume>42</volume>(<issue>7</issue>):<fpage>599</fpage>&#x2013;<lpage>610</lpage>. <pub-id pub-id-type="doi">10.1080/02640414.2024.2353404</pub-id><pub-id pub-id-type="pmid">38734986</pub-id></mixed-citation></ref>
<ref id="B29"><label>29.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Cole</surname> <given-names>GK</given-names></name> <name><surname>Nigg</surname> <given-names>BM</given-names></name> <name><surname>Ronsky</surname> <given-names>JL</given-names></name> <name><surname>Yeadon</surname> <given-names>MR</given-names></name></person-group>. <article-title>Application of the joint coordinate system to three-dimensional joint attitude and movement representation: a standardization proposal</article-title>. <source>J Biomech Eng</source>. (<year>1993</year>) <volume>115</volume>(<issue>4a</issue>):<fpage>344</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1115/1.2895496</pub-id><pub-id pub-id-type="pmid">8309227</pub-id></mixed-citation></ref>
<ref id="B30"><label>30.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bresler</surname> <given-names>B</given-names></name> <name><surname>Frankel</surname> <given-names>JP</given-names></name></person-group>. <article-title>The forces and moments in the leg during level walking</article-title>. <source>TransAm Soc Mech Eng</source>. (<year>2022</year>) <volume>72</volume>(<issue>1</issue>):<fpage>27</fpage>&#x2013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.1115/1.4016578</pub-id></mixed-citation></ref>
<ref id="B31"><label>31.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kotsifaki</surname> <given-names>A</given-names></name> <name><surname>Korakakis</surname> <given-names>V</given-names></name> <name><surname>Graham-Smith</surname> <given-names>P</given-names></name> <name><surname>Sideris</surname> <given-names>V</given-names></name> <name><surname>Whiteley</surname> <given-names>R</given-names></name></person-group>. <article-title>Vertical and horizontal hop performance: contributions of the hip, knee, and ankle</article-title>. <source>Sports Health</source>. (<year>2021</year>) <volume>13</volume>(<issue>2</issue>):<fpage>128</fpage>&#x2013;<lpage>35</lpage>. <pub-id pub-id-type="doi">10.1177/1941738120976363</pub-id><pub-id pub-id-type="pmid">33560920</pub-id></mixed-citation></ref>
<ref id="B32"><label>32.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Benjamini</surname> <given-names>Y</given-names></name> <name><surname>Hochberg</surname> <given-names>Y</given-names></name></person-group>. <article-title>Controlling the false discovery rate: a practical and powerful approach to multiple testing</article-title>. <source>J R Stat Soc Ser (Methodological)</source>. (<year>1995</year>) <volume>57</volume>(<issue>1</issue>):<fpage>289</fpage>&#x2013;<lpage>300</lpage>. <pub-id pub-id-type="doi">10.1111/j.2517-6161.1995.tb02031.x</pub-id></mixed-citation></ref>
<ref id="B33"><label>33.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Cohen</surname> <given-names>J</given-names></name></person-group>. <source>Statistical Power Analysis for the Behavioral Sciences</source>. <edition>2nd ed.</edition> <publisher-loc>Hillsdale</publisher-loc>: <publisher-name>Routledge</publisher-name> (<year>1988</year>).</mixed-citation></ref>
<ref id="B34"><label>34.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ciccodicola</surname> <given-names>EM</given-names></name> <name><surname>Hanson</surname> <given-names>AM</given-names></name> <name><surname>Roberts</surname> <given-names>SE</given-names></name> <name><surname>Katzel</surname> <given-names>MJ</given-names></name> <name><surname>Wren</surname> <given-names>TAL</given-names></name></person-group>. <article-title>Biomechanics and performance of single-leg vertical and horizontal hop in adolescents post-anterior cruciate ligament reconstruction</article-title>. <source>Biomechanics</source>. (<year>2025</year>) <volume>5</volume>(<issue>1</issue>):<fpage>5</fpage>. <pub-id pub-id-type="doi">10.3390/biomechanics5010005</pub-id></mixed-citation></ref>
<ref id="B35"><label>35.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Donohue</surname> <given-names>MR</given-names></name> <name><surname>Ellis</surname> <given-names>SM</given-names></name> <name><surname>Heinbaugh</surname> <given-names>EM</given-names></name> <name><surname>Stephenson</surname> <given-names>ML</given-names></name> <name><surname>Zhu</surname> <given-names>Q</given-names></name> <name><surname>Dai</surname> <given-names>B</given-names></name></person-group>. <article-title>Differences and correlations in knee and hip mechanics during single-leg landing, single-leg squat, double-leg landing, and double-leg squat tasks</article-title>. <source>Res Sports Med</source>. (<year>2015</year>) <volume>23</volume>(<issue>4</issue>):<fpage>394</fpage>&#x2013;<lpage>411</lpage>. <pub-id pub-id-type="doi">10.1080/15438627.2015.1076413</pub-id><pub-id pub-id-type="pmid">26275102</pub-id></mixed-citation></ref>
<ref id="B36"><label>36.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zarro</surname> <given-names>MJ</given-names></name> <name><surname>Stitzlein</surname> <given-names>MG</given-names></name> <name><surname>Lee</surname> <given-names>JS</given-names></name> <name><surname>Rowland</surname> <given-names>RW</given-names></name> <name><surname>Gray</surname> <given-names>VL</given-names></name> <name><surname>Taylor</surname> <given-names>JB</given-names></name><etal/></person-group> <article-title>Single-Leg vertical hop test detects greater limb asymmetries than horizontal hop tests after anterior cruciate ligament reconstruction in ncaa division 1 collegiate athletes</article-title>. <source>Int J Sports Phys Ther</source>. (<year>2021</year>) <volume>16</volume>(<issue>6</issue>):<fpage>1405</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.26603/001c.29595</pub-id><pub-id pub-id-type="pmid">34909247</pub-id></mixed-citation></ref>
<ref id="B37"><label>37.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>Y</given-names></name> <name><surname>Li</surname> <given-names>L</given-names></name> <name><surname>Jensen</surname> <given-names>MA</given-names></name> <name><surname>Dai</surname> <given-names>B</given-names></name></person-group>. <article-title>Jump-Landing kinetic asymmetries persisted despite symmetric squat kinetics in collegiate athletes following anterior cruciate ligament reconstruction</article-title>. <source>Sports Biomech</source>. (<year>2025</year>) <volume>24</volume>(<issue>4</issue>):<fpage>999</fpage>&#x2013;<lpage>1012</lpage>. <pub-id pub-id-type="doi">10.1080/14763141.2023.2207552</pub-id><pub-id pub-id-type="pmid">37144626</pub-id></mixed-citation></ref>
<ref id="B38"><label>38.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>de Leva</surname> <given-names>P</given-names></name></person-group>. <article-title>Adjustments to zatsiorsky-seluyanov&#x0027;s segment inertia parameters</article-title>. <source>J Biomech</source>. (<year>1996</year>) <volume>29</volume>(<issue>9</issue>):<fpage>1223</fpage>&#x2013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1016/0021-9290(95)00178-6</pub-id><pub-id pub-id-type="pmid">8872282</pub-id></mixed-citation></ref>
<ref id="B39"><label>39.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hara</surname> <given-names>M</given-names></name> <name><surname>Shibayama</surname> <given-names>A</given-names></name> <name><surname>Takeshita</surname> <given-names>D</given-names></name> <name><surname>Hay</surname> <given-names>DC</given-names></name> <name><surname>Fukashiro</surname> <given-names>S</given-names></name></person-group>. <article-title>A comparison of the mechanical effect of arm swing and countermovement on the lower extremities in vertical jumping</article-title>. <source>Hum Mov Sci</source>. (<year>2008</year>) <volume>27</volume>(<issue>4</issue>):<fpage>636</fpage>&#x2013;<lpage>48</lpage>. <pub-id pub-id-type="doi">10.1016/j.humov.2008.04.001</pub-id><pub-id pub-id-type="pmid">18674837</pub-id></mixed-citation></ref></ref-list>
<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3204393/overview">Wei Yin</ext-link>, New Jersey Institute of Technology, Newark, United States</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3266845/overview">Eva Ciccodicola</ext-link>, Children&#x2019;s Hospital of Los Angeles, Los Angeles, United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3277283/overview">Yinong Chen</ext-link>, Texas A and M University, College Station, United States</p></fn>
</fn-group>
</back>
</article>