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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1653208</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2025.1653208</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>
<italic>In Vivo</italic> hip joint loading during cross-country skiing on a simulator</article-title>
<alt-title alt-title-type="left-running-head">Aschenbrenner et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fbioe.2025.1653208">10.3389/fbioe.2025.1653208</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Aschenbrenner</surname>
<given-names>Daniela</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Scupin</surname>
<given-names>Pamela</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Dymke</surname>
<given-names>J&#xf6;rn</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Sijia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1921302/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Maleitzke</surname>
<given-names>Tazio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Hainzl</surname>
<given-names>Stefan</given-names>
</name>
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<contrib contrib-type="author">
<name>
<surname>Duda</surname>
<given-names>Georg N.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/436461/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Perka</surname>
<given-names>Carsten</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Wolfarth</surname>
<given-names>Bernd</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Winkler</surname>
<given-names>Tobias</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="fn" rid="fn001">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Damm</surname>
<given-names>Philipp</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="fn" rid="fn001">
<sup>&#x2020;</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Berlin Institute of Health at Charit&#xe9; &#x2013; Universit&#xe4;tsmedizin Berlin, Julius Wolff Institute</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Charit&#xe9; &#x2013; Universit&#xe4;tsmedizin Berlin, Corporate Member of Freie Universit&#xe4;t Berlin and Humboldt-Universit&#xe4;t zu Berlin, Center for Musculoskeletal Surgery</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Orthopaedic Surgery, Trauma Orthopaedic Research Copenhagen Hvidovre (TORCH), Copenhagen University Hospital - Amager and Hvidovre</institution>, <addr-line>Hvidovre</addr-line>, <country>Denmark</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Clinical Medicine, University of Copenhagen</institution>, <addr-line>Copenhagen</addr-line>, <country>Denmark</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Sports Medicine, Charit&#xe9; &#x2013; Universit&#xe4;tsmedizin Berlin, corporate member of Freie Universit&#xe4;t Berlin and Humboldt-Universit&#xe4;t zu Berlin, Center for Musculoskeletal Surgery</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Sports Medicine, Institute of Sports Science, Humboldt-Universit&#xe4;t zu Berlin</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Berlin Institute of Health Center for Regenerative Therapies, Berlin Institute of Health at Charit&#xe9; &#x2013; Universit&#xe4;tsmedizin Berlin</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1304324/overview">Wencai Liu</ext-link>, Shanghai Jiao Tong University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2109707/overview">Chenglin Liu</ext-link>, Capital Institute of Physical Education and Sports, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3142939/overview">Leonardo Pinheiro Rezende</ext-link>, UniEVANGELICA Centro Universitario de Anapolis Curso de Medicina, Brazil</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Philipp Damm, <email>philipp.damm@bih-charite.de</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors share last authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1653208</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Aschenbrenner, Scupin, Dymke, Zhou, Maleitzke, Hainzl, Duda, Perka, Wolfarth, Winkler and Damm.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Aschenbrenner, Scupin, Dymke, Zhou, Maleitzke, Hainzl, Duda, Perka, Wolfarth, Winkler and Damm</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Return to sports following total hip arthroplasty (THA) is important to an increasingly younger and active clientele. However, knowledge about <italic>in vivo</italic> joint forces during sports is scarce and often only estimated. As skiing is controversially debated as an activity following THA, we measured <italic>in vivo</italic> joint loads in instrumented THAs during cross-country ski simulation.</p>
</sec>
<sec>
<title>Methods</title>
<p>Five untrained subjects who had previously received instrumented THAs were instructed to perform double poling and diagonal poling exercises on a ski simulator and to walk on a treadmill at 4&#xa0;km/h as a reference exercise. The joint contact force, bending moment, and torsion torque on the implant were determined. Time-load patterns were generated. Loading peaks were compared intra-and inter-individually to walking. Statistical parameter mapping was used to visualise significant differences between exercises across the movement cycle.</p>
</sec>
<sec>
<title>Results</title>
<p>Loading maxima were mostly lower or adjacent to loading maxima of walking, except for diagonal poling with foot lift. Differences in execution of double poling resulted in different time-load patterns of torsion torque. Diagonal bending moments exceeded walking bending moments slightly. Outliers were observed.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Double or diagonal poling can be safely practiced by THA patients on a ski simulator in the late postoperative period due to mostly lower or adjacent loading forces to walking. Unilateral standing phases should be minimized. Patient&#x2019;s experience and bone quality affect recommendation of this sport. Limitations concern limited generalizability of small cohort and simulated environment.</p>
</sec>
</abstract>
<kwd-group>
<kwd>cross-country skiing</kwd>
<kwd>diagonal poling</kwd>
<kwd>double poling</kwd>
<kwd>joint loading</kwd>
<kwd>downhill skiing</kwd>
<kwd>instrumented hip implants</kwd>
<kwd>
<italic>in vivo</italic> hip joint loading</kwd>
<kwd>ski</kwd>
</kwd-group>
<counts>
<page-count count="11"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Biomechanics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Around 2.5 million individuals in the U.S. underwent total hip arthroplasty (THA) in 2010, with an increase of around one million per year (<xref ref-type="bibr" rid="B26">Maradit et al., 2015</xref>). The number of procedures is expected to rise further (<xref ref-type="bibr" rid="B38">Robinson et al., 2023</xref>; <xref ref-type="bibr" rid="B39">Saueressig et al., 2021</xref>) with increasingly younger recipients (<xref ref-type="bibr" rid="B31">Ollivier et al., 2012</xref>; <xref ref-type="bibr" rid="B46">Trousdale et al., 1999</xref>; <xref ref-type="bibr" rid="B34">Pabinger and Geissler, 2014</xref>). THA are expected to increase by 27% in 2040 (<xref ref-type="bibr" rid="B36">Pilz et al., 2018</xref>), which is attributed to an ageing society and rising obesity rates (<xref ref-type="bibr" rid="B49">Zhang et al., 2008</xref>). These factors increase the risk of developing osteoarthritis (OA), the most common indication for arthroplasty treatments (<xref ref-type="bibr" rid="B37">Robertsson et al., 2010</xref>). With an increasing demand for THA, more patients rightfully focus on an improved quality of life post-operatively. Thus, longevity and safety in THA must be optimized, while minimizing revision rates and implant failures to accommodate changing demographics of THA patients. Although surgical techniques and material innovations have improved outcomes following THA (<xref ref-type="bibr" rid="B36">Pilz et al., 2018</xref>), implant failures due to aseptic loosening, periprosthetic fractures, and mechanical wear have also increased (<xref ref-type="bibr" rid="B32">Oltean-Dan et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Feyzi et al., 2021</xref>; <xref ref-type="bibr" rid="B8">Broomfield et al., 2017</xref>).</p>
<p>It was previously established that low-impact activities such as walking, cycling, and swimming, as well as postoperative early mobilization like full weightbearing physiotherapy do not increase the risk for implant failure (<xref ref-type="bibr" rid="B17">Fortier et al., 2021</xref>; <xref ref-type="bibr" rid="B51">Zhou et al., 2023</xref>; <xref ref-type="bibr" rid="B13">Damm et al., 2013</xref>; <xref ref-type="bibr" rid="B14">Damm et al., 2017</xref>) and aid muscle and tendon healing and bony ingrowth of joint implants likewise (<xref ref-type="bibr" rid="B45">Torcasio et al., 2008</xref>; <xref ref-type="bibr" rid="B50">Zhang et al., 2021</xref>). However, non-compliance with mobility restrictions especially in the first 6&#xa0;months following THA increase the risk of implant dislocation (<xref ref-type="bibr" rid="B22">Karachalios et al., 2018</xref>). High impact sports induce mechanical wear (<xref ref-type="bibr" rid="B31">Ollivier et al., 2012</xref>).</p>
<p>Concerns about the safety of alpine or downhill skiing led to restricted recommendations from surgeons (<xref ref-type="bibr" rid="B27">McGrory et al., 1995</xref>; <xref ref-type="bibr" rid="B43">Swanson et al., 2009</xref>). A 2000 study by Gschwend et al. suggests more mechanical wear and mild periprosthetic osteolysis in very active skiers when compared to non-active skiers after THA(22). However, active skiing did not lead to higher risk of aseptic loosening (<xref ref-type="bibr" rid="B19">Gschwend et al., 2000</xref>) or revision rates (<xref ref-type="bibr" rid="B25">Lancaster et al., 2022</xref>). No <italic>in vivo</italic> data are currently available. The main method for loading assessment is musculoskeletal modelling. However, modelling consistently overestimates loading compared to <italic>in vivo</italic> data (<xref ref-type="bibr" rid="B44">Tomasi et al., 2023</xref>). Bogert et al. used accelerometers and muscle modelling to analyse hip joint loading during cross-country skiing. It led to higher loading values of ca. 4&#x2013;5 times body weight compared to walking (<xref ref-type="bibr" rid="B47">Van den bogert et al., 1999</xref>). There are no further studies to our knowledge reporting hip joint loading during simulated or real world cross-country skiing. Our current <italic>in vivo</italic> loading data on cross-country ski simulation may help to outline evidence-based suggestions for patients regarding their preferred leisure activities.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Participating subjects</title>
<p>Ten subjects were previously treated with instrumented THA (<xref ref-type="bibr" rid="B12">Damm et al., 2010</xref>; <xref ref-type="bibr" rid="B6">Bergmann et al., 2007</xref>; <xref ref-type="bibr" rid="B18">Graichen et al., 2007</xref>) due to severe OA. Six patients consented to participate in the skiing trials 10&#xa0;years after implantation, of which five were able to execute at least two of the cross-country skiing movements correctly (<xref ref-type="table" rid="T1">Table 1</xref>). None of the participants reported any real world or simulated skiing experience. Subjects had no grave comorbidities and movement was ensured to be painless. Except for one patient (H8L), the instrumented joint was on the right side. For comparability, data from H8L were mirrored. The exercises were executed all in 1&#xa0;day. Measurements took place in the years 2019&#x2013;2022.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Demographic characteristics of subjects.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Patients</th>
<th rowspan="2" align="center">Sex</th>
<th align="center">Age</th>
<th align="center">Bodyweight</th>
<th align="center">Height</th>
<th align="center">BMI</th>
<th align="center">Time post-operation</th>
</tr>
<tr>
<th align="center">[years]</th>
<th align="center">[kg]</th>
<th align="center">[cm]</th>
<th align="center">[kg/m<sup>2</sup>]</th>
<th align="center">[months]</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">H2R</td>
<td align="center">Male</td>
<td align="center">73</td>
<td align="center">88</td>
<td align="center">172</td>
<td align="center">30</td>
<td align="center">146</td>
</tr>
<tr>
<td align="center">H6R</td>
<td align="center">Male</td>
<td align="center">78</td>
<td align="center">84</td>
<td align="center">176</td>
<td align="center">27</td>
<td align="center">120</td>
</tr>
<tr>
<td align="center">H7R</td>
<td align="center">Male</td>
<td align="center">62</td>
<td align="center">93</td>
<td align="center">179</td>
<td align="center">29</td>
<td align="center">120</td>
</tr>
<tr>
<td align="center">H8L</td>
<td align="center">Male</td>
<td align="center">64</td>
<td align="center">88</td>
<td align="center">178</td>
<td align="center">28</td>
<td align="center">114</td>
</tr>
<tr>
<td align="center">H10R</td>
<td align="center">Female</td>
<td align="center">62</td>
<td align="center">94</td>
<td align="center">162</td>
<td align="center">36</td>
<td align="center">110</td>
</tr>
<tr>
<td align="center">Median</td>
<td align="center">&#x2014;</td>
<td align="center">64</td>
<td align="center">88</td>
<td align="center">176</td>
<td align="center">29</td>
<td align="center">120</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2">
<title>2.2 Ski simulator</title>
<p>The simulator &#x2018;Thorax Trainer&#x2019; (Move Sports, K&#xf6;ln, Germany) was used to imitate low-impact cross-country skiing via a rail system and attached poles. The simulator does not imitate real world skiing and instead acts as a training tool for the coordination and muscles required in cross-country skiing. It allows training of the upper and lower body simultaneously, which is necessary for the choreography of cross-country skiing. Double-pole (DBP) and diagonal arm movement (DIAP) with corresponding lower limb movement can be trained and recorded. The resistance of the simulator was consistently set as low as possible.</p>
</sec>
<sec id="s2-3">
<title>2.3 Exercises on the simulator</title>
<p>All participants practiced for 5&#xa0;minutes before each exercise to get acquainted with the simulators and movements. Each activity was repeated at least eight times. Walking on a treadmill at 4&#xa0;km/h was used as the reference activity (<xref ref-type="fig" rid="F1">Figure 1A</xref>). The movement cycle starts with an ipsilateral leg swing phase until ipsilateral heel strike. Shortly after heel strike, the ipsilateral standing phase begins and ends after ipsilateral toe-off. The datasets for skiing techniques used and analysed during the current study are available from the corresponding author on reasonable request. Datasets for walking on a treadmill at 4&#xa0;km/h are available in the Orthoload database<xref ref-type="fn" rid="fn1">
<sup>1</sup>
</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Exercises on the simulator as movements according to the load cycle. Colored parts symbolize the instrumented side, grey parts the contralateral side. Mannequins in <bold>(A)</bold> demonstrate walking: The second pictogram is at ipsilateral heel strike (25% load cycle) and the third is at ipsilateral heel off (75% load cycle). <bold>(B)</bold> Shows double poling without (light purple mannequin) and with heel raise (dark purple foot &#x2b; light purple mannequin). <bold>(C)</bold> demonstrates diagonal poling without (green mannequin), with heel raise (pink foot &#x2b; green mannequin), or leg raise (yellow mannequin). Pole use is equal in all variations with only leg or foot movements differing. The second mannequin in <bold>(C)</bold> shows maximal ipsilateral thrust, and the fifth shows maximal contralateral thrust.</p>
</caption>
<graphic xlink:href="fbioe-13-1653208-g001.tif">
<alt-text content-type="machine-generated">Illustration depicting three movement patterns across a load cycle percentage chart. A) Walking: A sequence of figures in black. C) Diagonal poling with heel and foot raise: Figures in teal and orange, accompanied by pink foot icons. B) Double poling with heel raise: Figures in purple with foot icons. Each sequence progresses from 0 to 100 percent of the load cycle.</alt-text>
</graphic>
</fig>
<p>Using the cross-country ski simulator, double poling (DBP) and diagonal pole use (DIAP) could be tested. Participants stood on a treadmill with mobile poles attached to the sides which could be moved back and forth.</p>
<p>Two double poling exercises were constituted (<xref ref-type="fig" rid="F1">Figure 1B</xref>): In the first exercise, a movement cycle was started by a backwards pole thrust initiating the verve phase with simultaneous flexion of both hips and knees, followed by a swing phase that led the poles to the front again and upright body position (DBP). In the second exercise, a heel lift in the verve phase was added (DBPwH). Three exercises involved diagonal poling (<xref ref-type="fig" rid="F1">Figure 1C</xref>): In all of them, a movement cycle began with the ipsilateral pole use and thrust, followed by contralateral pole use and thrust. Ipsilateral thrust happened simultaneously to contralateral forward swing and vice versa. In DIAP, participants performed the exercise solely with flexion of hips and knees and without any lifting of the feet. In the second exercise, the heel on the same side of the thrusting arm had to be lifted (DIAPwH). In the third exercise, the whole foot on the side of the thrusting arm had to be lifted, which was achieved by a flexion of the knee and slight extension of the hip (DIAPwF).</p>
</sec>
<sec id="s2-4">
<title>2.4 Instrumented hip implants and <italic>in vivo</italic> measurement</title>
<p>The subjects received an uncemented hip implant capable of telemetric data transmission, as has been described previously (<xref ref-type="bibr" rid="B12">Damm et al., 2010</xref>; <xref ref-type="bibr" rid="B20">Heinlein et al., 2007</xref>). The resultant joint contact force (F<sub>Res</sub>) was measured directly by six strain gauges in the hollow neck of the implant (<xref ref-type="bibr" rid="B48">Wu et al., 2002</xref>) and transmitted to an external device (TELEPORT, <xref ref-type="bibr" rid="B33">Orthoload, 2025</xref>). Bending moment (M<sub>Bend</sub>) acting on the femoral neck, and torsion torque (M<sub>Tors</sub>) acting around the femur shaft were calculated based on the measured joint contact forces, the implant geometry and their orientation in the femur (<xref ref-type="bibr" rid="B11">Damm and Bender, 2023</xref>) (<xref ref-type="fig" rid="F2">Figure 2</xref>). All values were normalized to the patients&#x2019; body weight with units of % BW and % BWm for moments respectively.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<italic>In vivo</italic> joint loads. Resultant joint contact force (FRes) in the hip joint, the bending moment at the femur neck (M<sub>Bend</sub>), and the torsion torque around the femur stem (M<sub>Tors</sub>).</p>
</caption>
<graphic xlink:href="fbioe-13-1653208-g002.tif">
<alt-text content-type="machine-generated">Illustration of a femur head depicting three mechanical forces. The left shows contact force with an arrow labeled &#x22;F Res.&#x22; The center depicts a bending moment with rotational arrows labeled &#x22;M Bend.&#x22; The right illustrates torsion torque with circular arrows labeled &#x22;M Tors.&#x22;</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-5">
<title>2.5 Analysis of time-load patterns</title>
<p>Because the timing and magnitudes of loading maxima are prognostic for implant endurance, subject-specific time-force respectively time-momentum curves were generated. But since &#x2018;typical&#x2019; time-load patterns cannot simply be achieved by calculating arithmetic mean, a dynamic time-warping (DTW) algorithm was used to account for timing differences between the repetitions of an exercise (<xref ref-type="bibr" rid="B2">Bender et al., 2012</xref>; <xref ref-type="bibr" rid="B1">Bender and Bergmann., 2025</xref>). The ability to correctly execute the exercises varied extensively between subjects and only correct movements were included. Hence the number of cycles included in this calculation varied between eight and 56 cycles for an exercise <italic>per</italic> subject. To generate median time-load curves, time-dependent loads and moments have again been subjected to the dynamic time-warping algorithm and the resulting time-load curves were analyzed descriptively for each exercise.</p>
</sec>
<sec id="s2-6">
<title>2.6 Statistical analysis</title>
<p>All <italic>in vivo</italic> measured forces and moments are specified in relation to body weight (% BW) respectively % BW&#x2a;meter (% BWm) to account for inter-individual weight differences. Intra-individual analysis involved Statistical Parametric Mapping (SPM) to compare every data point of one exercise to the according data points of a comparable exercise via dependent t-test. This way, significant differences throughout the whole movement cycle could be found. Additionally, peak values of each exercise were compared intra- and inter-individually to peak values during walking using the t-test for dependent variables. We focused on descriptive statistics by reporting ranges of maxima and interquartile ranges due to the few participants. R version 4.3.1 was used for statistical analysis of median maxima and generation of time-load curves. The package spm1d version M.0.4.10 for MATLAB was used for intra-individual SPM-Analysis. p &#x3c; 0.05 was considered significant.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 <italic>In vivo</italic> time-load curves</title>
<sec id="s3-1-1">
<title>3.1.1 Walking</title>
<p>All subjects were able to complete 20 cycles of walking on a treadmill at 4&#xa0;km/h. The average time-load curve of all subjects resulted in similar two-peaked curves, with peaks at heel strike (25%&#x2013;30% load cycle) and toe-off (65%&#x2013;70% load cycle, <xref ref-type="fig" rid="F3">Figure 3A</xref>). F<sub>Res</sub> and M<sub>Tors</sub> were highest at heel strike (median F<sub>ResMax</sub> &#x3d; 284% BW, median M<sub>TorsMax</sub> &#x3d; 2.04% BWm). The bending moment was highest at toe off (median M<sub>BendMax</sub> &#x3d; 3.06% BWm).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<italic>In vivo</italic> hip joint loading profile during <bold>(A)</bold> Walking, <bold>(B)</bold> Diagonal poling, and <bold>(C)</bold> Double poling. Average time-load patterns of F<sub>Res</sub>, M<sub>Tors</sub>, M<sub>Bend,</sub> and their 25th and 75th percentiles (shaded areas). F<sub>Res</sub> &#x3d; resultant joint contact force, M<sub>Tors</sub> &#x3d; torsion torque around the femoral shaft axis, M<sub>Bend</sub> &#x3d; bending moment at the middle of the femoral neck. Forces in percent of body weight (% BW) and moments in percent of body weight &#xd7; meter (% BWm). SPM results as color-coded tables are below each graph: Subjects are listed in the first column, compared exercises in the second. Light blue areas signify periods, in which the first-mentioned exercise of the second column is significantly lower than the second exercise; vice versa for red areas.</p>
</caption>
<graphic xlink:href="fbioe-13-1653208-g003.tif">
<alt-text content-type="machine-generated">Three sets of line graphs depict walking, diagonal poling, and double poling exercises. Each set contains three graphs showing force, bending moment and torsion torque across a load cycle percentage. Curves vary in color to represent different exercises. Bar graphs under diagonal and double poling illustrate comparisons between exercises, with colors indicating which exercise has higher or lower values. The analysis demonstrates variations in biomechanical measures across different exercises.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Diagonal poling</title>
<p>Diagonal poling (DIAP) was performed by three subjects correctly. Two subjects were not able to coordinate the pole and leg movement according to protocol and were excluded from analysis. The time-load curves showed two peaks at times of either maximal pole thrust (20%&#x2013;30% load cycle &#x3d; maximal ipsilateral pole thrust, 70%&#x2013;80% load cycle &#x3d; maximal contralateral pole trust, <xref ref-type="fig" rid="F3">Figure 3B</xref>). The second peak shows the highest results for all parameters (median F<sub>ResMax</sub> &#x3d; 251% BW, median M<sub>BendMax</sub> &#x3d; 3.41% BWm, median M<sub>TorsMax</sub> &#x3d; 0.62% BWm).</p>
<p>Diagonal poling with heal lift (DIAPwH) was correctly performed by H8L and H10R. Load maxima happened at around 50% load cycle for all parameters during the ipsilateral standing phase (median F<sub>ResMax</sub> &#x3d; 279% BW, M<sub>BendMax</sub> &#x3d; 3.70% BWm, median M<sub>TorsMax</sub> &#x3d; 1.40% BWm).</p>
<p>Diagonal poling with foot lift (DIAPwF) was again correctly performed only by H8L and H10R. It resulted in a loading plateau for the first half of movement for F<sub>Res</sub> and M<sub>Bend</sub> during ipsilateral standing (median F<sub>ResMax</sub> &#x3d; 315% BW, median M<sub>BendMax</sub> &#x3d; 4.61% BWm). During the start and end of the ipsilateral standing phase, two respective peaks in torsional torque appeared (median M<sub>TorsMax</sub> &#x3d; 1.90 % BWm).</p>
<p>The resultant force vectors for each exercise are shown in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Vector plots of resultant contact force for double poling (top) and diagonal poling (bottom) exercises in accordance with the femur head. Left: Frontal plane. Right: Sagittal plane. Fz &#x3d; Vertical axis, Fx &#x3d; Frontal axis, Fy &#x3d; Saggital axis. Forces in percent of body weight (% BW). DBP &#x3d; Double poling, DBPwH &#x3d; Double poling with heel lift, DIAP &#x3d; Diagonal poling, DIAPwH &#x3d; Diagonal poling with heel lift, DIAPwF &#x3d; Diagonal poling with foot lift, WALK &#x3d; walking on a treadmill (4&#xa0;km/h).</p>
</caption>
<graphic xlink:href="fbioe-13-1653208-g004.tif">
<alt-text content-type="machine-generated">Four graphs display various activities involving a hip joint, depicted as a bone illustration. The top graphs compare WALK, DIAP, DIAPwH, and DIAPwF activities with vectors in different colors. The bottom graphs show DBP_a, DBP_b, DBPwH_a, and DBPwH_b activities. The x and y-axes represent force components (% BW) in different directions.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-1-3">
<title>3.1.3 SPM-analysis of diagonal poling</title>
<p>Intra-individual comparison of H8L and H10R confirmed that DIAPwF reached significantly higher loading for all parameters in the first 50% of movement during ipsilateral standing compared to DIAPwH and vice versa. Only H10R could perform all diagonal poling exercises. During DIAP, loading was significantly lower than both other exercises. However, during either maximal pole thrust, the loading exceeded that of DIAPwH. During the second peak at ipsilateral weight shift, it exceeded both DIAPwH and DIAPwF significantly.</p>
</sec>
<sec id="s3-1-4">
<title>3.1.4 Double poling</title>
<p>DBP was performed by all subjects correctly. H7R was not able to coordinate the additional heel lifts during DBPwH, so we excluded them from analysis for DBPwH. DBP and DBPwH produced similar time-load curves for all parameters: F<sub>Res</sub> and M<sub>Bend</sub> rose to the point of the deepest squatting position at 20%&#x2013;30% load cycle (<xref ref-type="fig" rid="F3">Figure 3C</xref>, DBP: median F<sub>ResMax</sub> &#x3d; 203% BW, median M<sub>BendMax</sub> &#x3d; 2.71% BWm. DBPwH: median F<sub>ResMax</sub> &#x3d; 199% BW, median M<sub>BendMax</sub> &#x3d; 2.88% BWm). Stratification was apparent in M<sub>Tors</sub>: Group &#x201c;a&#x201d;, consisting of H6R, H7R (not for DBPwH) and H8L showed a rise in M<sub>Tors</sub> at the time of squatting, while group &#x201c;b&#x201d;, consisting of H2R and H10R exhibited a negative or low value during full squat (DBP: median M<sub>TorsMax</sub>(a) &#x3d; 2.18% BWm, median, M<sub>TorsMax</sub>(b) &#x3d; 0.76% BWm. DBPwH: median M<sub>TorsMax</sub>(a) &#x3d; 2.22% BWm, median M<sub>TorsMax</sub>(b) &#x3d; &#x2212;1.10% BWm).</p>
</sec>
<sec id="s3-1-5">
<title>3.1.5 SPM-analysis of double poling</title>
<p>Intra-individual SPM comparison of DBP and DBPwH showed higher loading for DBP on multiple occasions for subjects H2R and H10R. H8L on the contrary had lower loading during DBP than DBPwH except for M<sub>Tors</sub>. Both exercises did not differ significantly in the case of H6R in terms of loading. SPM-Analysis could not be applied to H7R, because they did not perform DBPwH.</p>
</sec>
<sec id="s3-1-6">
<title>3.1.6 Intra-individual comparison between exercises and walking</title>
<p>The load maxima of every exercise were compared to the load maximum during walking for each subject individually. DBP and DBPwH resulted in lower peak loading than walking. This applies to every subject and parameter significantly, including some exceptions (<xref ref-type="table" rid="T2">Table 2</xref>). DBP led to a median lowering of hip joint loading of 33% F<sub>ResMax</sub>, 30% M<sub>BendMax,</sub> and 13.25% M<sub>TorsMax</sub> compared to walking (only significant differences were used to calculate the median difference). Only H8L had higher values during DBPwH than walking: F<sub>ResMax</sub> was 13% and M<sub>TorsMax</sub> 67% higher (<italic>p</italic> &#x3c; 0.001). No significant difference was found in M<sub>BendMax</sub>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Intra-individual comparison of median maximum values of resultant force (F<sub>Res</sub>), bending moment (M<sub>Bend</sub>) and torsion torque (M<sub>Tors</sub>) for cross-country skiing and walking.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Subject</th>
<th rowspan="2" align="left">Parameter [% BW]</th>
<th colspan="2" align="left">Walk vs. DBP</th>
<th colspan="2" align="left">Walk vs. DBPwH</th>
<th colspan="2" align="left">Walk vs. DIAP</th>
<th colspan="2" align="left">Walk vs. DIAPwH</th>
<th colspan="2" align="left">Walk vs. DIAPwF</th>
</tr>
<tr>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">H2R</td>
<td align="left">FResMax</td>
<td align="center">&#x2212;15</td>
<td align="center">&#x3c;0.001</td>
<td align="center">&#x2212;18</td>
<td align="center">&#x3c;0.001</td>
<td align="center">32</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H6R</td>
<td align="left">FResMax</td>
<td align="center">&#x2212;37</td>
<td align="center">&#x3c;0.001</td>
<td align="center">&#x2212;35</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H7R</td>
<td align="left">FResMax</td>
<td align="center">&#x2212;33</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="center">&#x2212;15</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H8L</td>
<td align="left">FResMax</td>
<td align="center">&#x2212;2</td>
<td align="center">0.228</td>
<td align="center">13</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="center">&#x2212;7</td>
<td align="center">0.039</td>
<td align="center">27</td>
<td align="center">&#x3c;0.001</td>
</tr>
<tr>
<td align="left">H10R</td>
<td align="left">FResMax</td>
<td align="center">3</td>
<td align="center">0.369</td>
<td align="center">&#x2212;6</td>
<td align="center">0.030</td>
<td align="center">13</td>
<td align="center">&#x3c;0.001</td>
<td align="center">32</td>
<td align="center">&#x3c;0.001</td>
<td align="center">28</td>
<td align="center">&#x3c;0.001</td>
</tr>
<tr>
<td align="left">Median</td>
<td align="left">FResMax</td>
<td align="center">&#x2212;33</td>
<td align="left"/>
<td align="center">&#x2212;12</td>
<td align="left"/>
<td align="center">13</td>
<td align="left"/>
<td align="center">13</td>
<td align="left"/>
<td align="center">28</td>
<td align="left"/>
</tr>
</tbody>
</table>
<table>
<thead valign="top">
<tr>
<th align="left">Subject</th>
<th align="left">Parameter [% BWm]</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">H2R</td>
<td align="left">MBendMax</td>
<td align="center">7</td>
<td align="center">0.174</td>
<td align="center">24</td>
<td align="center">&#x3c;0.001</td>
<td align="center">39</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H6R</td>
<td align="left">MBendMax</td>
<td align="center">&#x2212;49</td>
<td align="center">0.001</td>
<td align="center">&#x2212;45</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H7R</td>
<td align="left">MBendMax</td>
<td align="center">&#x2212;44</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="center">&#x2212;1</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H8L</td>
<td align="left">MBendMax</td>
<td align="center">&#x2212;14</td>
<td align="center">&#x3c;0.001</td>
<td align="center">1</td>
<td align="center">0.827</td>
<td align="left"/>
<td align="left"/>
<td align="center">&#x2212;2</td>
<td align="center">0.578</td>
<td align="center">&#x2212;94</td>
<td align="center">&#x3c;0.001</td>
</tr>
<tr>
<td align="left">H10R</td>
<td align="left">MBendMax</td>
<td align="center">&#x2212;16</td>
<td align="center">&#x3c;0.001</td>
<td align="center">&#x2212;17</td>
<td align="center">&#x3c;0.001</td>
<td align="center">6</td>
<td align="center">0.033</td>
<td align="center">45</td>
<td align="center">&#x3c;0.001</td>
<td align="center">43</td>
<td align="center">&#x3c;0.001</td>
</tr>
<tr>
<td align="left">Median</td>
<td align="left">MBendMax</td>
<td align="center">&#x2212;30</td>
<td align="left"/>
<td align="center">&#x2212;17</td>
<td align="left"/>
<td align="center">6</td>
<td align="left"/>
<td align="center">45</td>
<td align="left"/>
<td align="center">&#x2212;25</td>
<td align="left"/>
</tr>
</tbody>
</table>
<table>
<thead valign="top">
<tr>
<th align="left">Subject</th>
<th align="left">Parameter [% BWm]</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
<th align="left">&#x394; [%]</th>
<th align="left">p</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">H2R</td>
<td align="left">MTorsMax</td>
<td align="center">54</td>
<td align="center">&#x3c;0.001</td>
<td align="center">&#x2212;48</td>
<td align="center">&#x3c;0.001</td>
<td align="center">&#x2212;41</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H6R</td>
<td align="left">MTorsMax</td>
<td align="center">&#x2212;38</td>
<td align="center">&#x3c;0.001</td>
<td align="center">&#x2212;31</td>
<td align="center">0.002</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H7R</td>
<td align="left">MTorsMax</td>
<td align="center">&#x2212;13</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="center">&#x2212;20</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">H8L</td>
<td align="left">MTorsMax</td>
<td align="center">55</td>
<td align="center">&#x3c;0.001</td>
<td align="center">67</td>
<td align="center">&#x3c;0.001</td>
<td align="left"/>
<td align="left"/>
<td align="center">&#x2212;53</td>
<td align="center">&#x3c;0.001</td>
<td align="center">29</td>
<td align="center">&#x3c;0.001</td>
</tr>
<tr>
<td align="left">H10R</td>
<td align="left">MTorsMax</td>
<td align="center">&#x2212;28</td>
<td align="center">0.040</td>
<td align="center">&#x2212;9</td>
<td align="center">0.099</td>
<td align="center">12</td>
<td align="center">0.043</td>
<td align="center">236</td>
<td align="center">&#x3c;0.001</td>
<td align="center">204</td>
<td align="center">&#x3c;0.001</td>
</tr>
<tr>
<td align="left">Median</td>
<td align="left">MTorsMax</td>
<td align="center">&#x2212;13</td>
<td align="left"/>
<td align="center">&#x2212;19</td>
<td align="left"/>
<td align="center">&#x2212;20</td>
<td align="left"/>
<td align="center">92</td>
<td align="left"/>
<td align="center">116</td>
<td align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x394; &#x3d; difference in %. Only significant values were used for median. Independent t-test, p &#x3c; 0.05 deemed significant. Activities: Walk &#x3d; Walking on treadmill (4&#xa0;km/h), DBP &#x3d; Double poling, DBPwH &#x3d; Double poling with heel lift, DIAP &#x3d; Diagonal poling, DIAPwH &#x3d; Diagonal poling with heel lift, DIAPwF &#x3d; Diagonal poling with foot lift, DIAPwF &#x3d; Diagonal poling with foot lift.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>DIAP had slightly higher hip joint loading of 13% F<sub>ResMax</sub> and 6% M<sub>BendMax</sub> compared to walking, but 20% lower M<sub>TorsMax</sub>. During DIAPwH, the two subjects showed divergent trends: H8L showed lower values for F<sub>ResMax,</sub> M<sub>BendMax</sub> and M<sub>TorsMax</sub> (&#x2212;7%, &#x2212;2%, &#x2212;53%) compared to walking, while H10L showed much higher loading, especially for M<sub>Tors</sub> (236%). DIAPwF led to higher values compared to walking for all loading parameters for both these subjects except M<sub>BendMax</sub> of H8L. H10R had a 204% greater M<sub>TorsMax</sub> than walking and is by far the greatest difference compared to any other parameter, patient and exercise.</p>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Inter-individual comparison between exercises and walking</title>
<p>We compared the median maxima of every exercise and walking and report their range. DIAPwF exceeded the F<sub>ResMax</sub> of walking slightly (<xref ref-type="fig" rid="F5">Figure 5</xref>). They ranged from 271 to 358% BW and 225&#x2013;330% BW respectively. Both double poling exercises had the lowest F<sub>ResMax</sub>. They ranged from 177 to 279% BW for DBP and 180&#x2013;323% BW for DBPwH. All diagonal poling varieties showed higher M<sub>BendMax</sub> than walking, led by DIAPwF and followed by DIAPwH and DIAP [range: 4.28&#x2013;4.94% BWm, 3.46&#x2013;3.93% BWm, 2.93&#x2013;4.17% BWm]. The walking range was 2.76&#x2013;4.85% BWm. Lastly, the M<sub>TorsMax</sub> of the subgroup &#x201c;a&#x201d; of DBP and DBPwH exceeded walking and all other exercises [range: 1.75&#x2013;2.58], in contrast to &#x201c;b&#x201d;, which had the lowest M<sub>TorsMax</sub> of all exercises [range: 0.47&#x2013;2.3]. The walking range was 0.68&#x2013;3.22% BWm.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Inter-individual comparison of maximum loading values, interquartile ranges (coloured boxes, quartile 25%, 75%) of walking and cross-country skiing exercises. FResMax, the absolute maximum of resultant <italic>in vivo</italic> contact force; M<sub>TorsMax</sub>, the absolute maximum of <italic>in vivo</italic> torsional moment around the femoral shaft axis; M<sub>BendMax</sub>, the absolute maximum of resultant <italic>in vivo</italic> bending moment at the middle of the femur neck. Forces in percent of body weight (% BW) and moments in percent of body weight &#xd7; meter (% BWm). Activities: DIAPwF &#x3d; Diagonal poling with foot lift; DBP &#x3d; Double poling; DBPwH &#x3d; Double poling with heel lift; DIAP &#x3d; Diagonal poling; DIAPwH &#x3d; Diagonal poling with heel lift; DIAPwF &#x3d; Diagonal poling with foot lift.</p>
</caption>
<graphic xlink:href="fbioe-13-1653208-g005.tif">
<alt-text content-type="machine-generated">Three box plots compare different conditions using measures of F\(_{ResMax}\), M\(_{BendMax}\), and M\(_{TorsMax}\), all represented as percentages of body weight. Each plot displays variations across similar labels (DIAPwF, DIAPwH, WALK, DIAP, DBPwH_a, DBP_a, etc.), showing central tendency and variability. The first plot shows force metrics, the second represents bending metrics, and the third showcases torsion metrics. Boxes show interquartile ranges, and lines depict medians.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>To our knowledge, we present the first <italic>in vivo</italic> study on hip joint loading during cross-country skiing performed on a simulator. We found out that DBP had a lower peak contact force of 203% BW and a bending moment of 2.71% BWm (both groups included) compared to walking. Through SPM analysis it was apparent that an extra heel lift did not lead to higher loading throughout the cycle. We found two main groups when we analyzed time-load patterns of torsion torque: While one group showed higher torques during both double poling varieties, the second showed negative or very low torques. We found the first group to have a much less pronounced squat, and a more forward-leaning upper body posture, hence greater force vector orientation towards the sagittal axis. The second group&#x2019;s execution might be considered backward-leaning with a deep squat technique. Both techniques are valid, but they serve slightly different functions: A greater squat with upright body position is seen in more experienced skiers and during uphill skiing (<xref ref-type="bibr" rid="B49">Zhang et al., 2008</xref>; <xref ref-type="bibr" rid="B9">Choi et al., 2021</xref>; <xref ref-type="bibr" rid="B42">St&#xf6;ggl and Holmberg, 2016</xref>), but less knee flexion can cause less exhaustion and more durability (<xref ref-type="bibr" rid="B14">Damm et al., 2017</xref>; <xref ref-type="bibr" rid="B21">Holmberg et al., 2006</xref>). It was the first group with less knee flexion which exhibited higher torsion torques compared to the second.</p>
<p>Diagonal poling varieties resulted in similar or slightly higher loading maxima compared to walking, torsion torque excepted. This was especially the case for bending moment, where any variety exceeded walking maxima. Weight shifts to one leg or unilateral standing pose the greatest risk for increased loading. Repeatedly high bending moments can lead to implant failures like loosening or periprosthetic fractures (<xref ref-type="bibr" rid="B24">Lakstein et al., 2011</xref>), so it is important to include personal risk factors like osteoporosis before recommending diagonal poling on the ThoraxTrainer (<xref ref-type="bibr" rid="B41">Sidler-Maier and Waddell, 2015</xref>).</p>
<p>Despite relatively low peak contact force during DIAP, SPM analysis showed significantly higher bending and contact force at the time of the ipsilateral pole thrust. During this phase, weight is shifted toward the according leg. Through SPM, it is possible to evaluate prolonged phases of increased loading, even if the maximum load is not high comparatively. However, in this trial, SPM results showed a relatively broad variety between subjects: For example, H6R had no significant loading differences between DBP and DBPwH. H2R and H10R had significantly higher loading during DBP than DBPwH. For H8L, it was the opposite. These findings suggest that subjects executed the same exercises differently, which may be attributed to their previous lack of experience with any skiing technique. Given the low number of participants, it limits the generalizability of this study. Accordingly, physicians should take a THA patient&#x2019;s previous experience with skiing techniques into account before recommending cross-country ski simulation.</p>
<p>Among the exercises that have been analyzed in studies for <italic>in vivo</italic> hip joint loading, jogging at 5&#xa0;km/h exceeded all cross-country ski simulator exercises (<xref ref-type="bibr" rid="B4">Bergmann et al., 1993</xref>) with F<sub>ResMax</sub> &#x3d; 480% BW, M<sub>BendMax</sub> &#x3d; 7.55% BWm and M<sub>TorsMax</sub> &#x3d; 3.95% BW. Some daily activities exceed the loadings in this study, as is the case for downstairs walking (<xref ref-type="bibr" rid="B5">Bergmann et al., 1995</xref>; <xref ref-type="bibr" rid="B23">Kutzner et al., 2010</xref>) with F<sub>ResMax</sub> &#x3d; 387% BW, M<sub>BendMax</sub> &#x3d; 6.65% BWm and M<sub>TorsMax</sub> &#x3d; 2.7% BWm. Even one physiotherapeutic exercise in early postoperative rehabilitation can have higher loads: One-legged bridging (<xref ref-type="bibr" rid="B40">Schwachmeyer et al., 2013</xref>) led to F<sub>ResMax</sub> &#x3d; 303% BW, M<sub>BendMax</sub> &#x3d; 2.2% BWm and M<sub>TorsMax</sub> &#x3d; 4% BWm. While jogging is not commonly recommended, downstairs walking and one-legged bridging are usually not discouraged. However, some other sports like swimming and ergometer cycling have lower loads with F<sub>ResMax</sub> &#x3d; 193% BW, M<sub>BendMax</sub> &#x3d; 1.27% BWm, and M<sub>TorsMax</sub> &#x3d; 0.82% BWm in the case of breaststroke swimming (<xref ref-type="bibr" rid="B51">Zhou et al., 2023</xref>; <xref ref-type="bibr" rid="B14">Damm et al., 2017</xref>).</p>
<p>One limitation of our study is the limited generalizability. The patient cohort was mostly male (4:1 male-to-female ratio) and all participants were over 60 years old. As the only female participant and the only participant with an obese BMI, H10R exhibited outlier values for DIAPwF and DIAPwH. The intra-individual difference in M<sub>Tors</sub> was over 200% compared to walking. This might be a sex-dependent effect of different hip joint anatomy and kinematics (<xref ref-type="bibr" rid="B7">Boyer et al., 2008</xref>; <xref ref-type="bibr" rid="B10">Czuppon et al., 2017</xref>) and/or related to their BMI(45) All subjects were previously untrained in skiing techniques. They received training for the techniques immediately before data collection. In contrast to H7R, the two subjects H8L and H10R had little difficulties learning most techniques. The exhaustion levels likely varied between participants. Exhaustion was not quantified and its effect could not be evaluated in terms of loading. It can be assumed from previous investigations that a better muscle status, correlating with a younger age, would lead to even lower hip joint loading than what has been found in this study (<xref ref-type="bibr" rid="B15">Damm et al., 2019</xref>; <xref ref-type="bibr" rid="B28">Mikesky et al., 2000</xref>).</p>
<p>Caution is warranted when extrapolating these findings to on-snow performance: Pannizzollo et al. have shown that real skiing resulted in higher EMG activities of M. quadriceps femoris than simulated skiing (<xref ref-type="bibr" rid="B35">Panizzolo et al., 2013</xref>). In real skiing circumstances, propulsion does not only arise from poling, but from ski-snow interactions such as gliding and friction. Skiers continuously regulate weight transfer and body orientation to account for these factors. The simulator constrains the skier to a stationary base, thereby reducing the role of balance and lower-limb contributions. Bere et al. showed in 2011 that in alpine skiing, snow, steepness, and velocity might lead to difficulties and raise joint loading as well as injury risk (<xref ref-type="bibr" rid="B3">Bere et al., 2011</xref>). Ski boots and equipment also influence joint loading due to their effect on postural control (<xref ref-type="bibr" rid="B30">No&#xe9; et al., 2020</xref>; <xref ref-type="bibr" rid="B29">No&#xe9; et al., 2019</xref>).</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>The studies involving humans were approved by local ethical committee at Charit&#xe9;&#x2013;Universit&#xe4;tsmedizin Berlin EA2/057/09 and EA4/069/06, registered in the &#x2018;German Clinical Trials Register&#x2019; (DRKS00000563 and DRKS00000606). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>DA: Investigation, Visualization, Conceptualization, Data curation, Formal Analysis, Writing &#x2013; review and editing, Writing &#x2013; original draft, Methodology. PS: Writing &#x2013; review and editing. JD: Writing &#x2013; review and editing, Data curation. SZ: Writing &#x2013; review and editing, Supervision. TM: Supervision, Writing &#x2013; review and editing. SH: Supervision, Writing &#x2013; review and editing. GD: Supervision, Writing &#x2013; review and editing. CP: Writing &#x2013; review and editing, Supervision, Resources. BW: Methodology, Supervision, Validation, Writing &#x2013; review and editing. TW: Data curation, Conceptualization, Project administration, Supervision, Writing &#x2013; review and editing. PD: Conceptualization, Investigation, Writing &#x2013; review and editing, Data curation, Supervision, Methodology, Resources, Project administration.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by the German Research Foundation (DFG) (DA 1786/5--2) and the OrthoLoadClub. The funding bodies had no role in the study design, collection and analysis of data, writing of the manuscript and decision to publish.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was 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 sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn id="fn1">
<label>1</label>
<p>
<ext-link ext-link-type="uri" xlink:href="https://orthoload.com/database/?implantId=12&#x26;activityId=228&#x26;activityIndentationLevel=3&#x26;parameterId=1&#x26;parameterIndentationLevel=-1&#x26;patientId=hsr&#x26;fileId=hsrwt4&#x26;fileType=t&#x26;selectBox=file">https://orthoload.com/database/?implantId&#x3d;12&#x26;activityId&#x3d;228&#x26;activityIndentationLevel&#x3d;3&#x26;parameterId&#x3d;1&#x26;parameterIndentationLevel&#x3d;-1&#x26;patientId&#x3d;hsr&#x26;fileId&#x3d;hsrwt4&#x26;fileType&#x3d;t&#x26;selectBox&#x3d;file</ext-link>
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</fn>
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