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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0174663</article-id>
<article-id pub-id-type="publisher-id">PONE-D-16-33558</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological parameters</subject><subj-group><subject>Body weight</subject><subj-group><subject>Obesity</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and health sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological parameters</subject><subj-group><subject>Body weight</subject><subj-group><subject>Obesity</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Musculoskeletal system</subject><subj-group><subject>Limbs (anatomy)</subject><subj-group><subject>Legs</subject><subj-group><subject>Knees</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and health sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Musculoskeletal system</subject><subj-group><subject>Limbs (anatomy)</subject><subj-group><subject>Legs</subject><subj-group><subject>Knees</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Biological locomotion</subject><subj-group><subject>Gait analysis</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and health sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Biological locomotion</subject><subj-group><subject>Gait analysis</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Musculoskeletal system</subject><subj-group><subject>Joints (anatomy)</subject><subj-group><subject>Knee joints</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and health sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Musculoskeletal system</subject><subj-group><subject>Joints (anatomy)</subject><subj-group><subject>Knee joints</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Biological locomotion</subject><subj-group><subject>Walking</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and health sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Biological locomotion</subject><subj-group><subject>Walking</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Physical sciences</subject><subj-group><subject>Physics</subject><subj-group><subject>Classical mechanics</subject><subj-group><subject>Kinematics</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and health sciences</subject><subj-group><subject>Rheumatology</subject><subj-group><subject>Arthritis</subject><subj-group><subject>Osteoarthritis</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Musculoskeletal system</subject><subj-group><subject>Skeleton</subject><subj-group><subject>Femur</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and health sciences</subject><subj-group><subject>Anatomy</subject><subj-group><subject>Musculoskeletal system</subject><subj-group><subject>Skeleton</subject><subj-group><subject>Femur</subject></subj-group></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Six degree-of-freedom knee joint kinematics in obese individuals with knee pain during gait</article-title>
<alt-title alt-title-type="running-head">Obese knee gait pattern</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Li</surname>
<given-names>Jing-Sheng</given-names>
</name>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Tsai</surname>
<given-names>Tsung-Yuan</given-names>
</name>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Felson</surname>
<given-names>David T.</given-names>
</name>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Li</surname>
<given-names>Guoan</given-names>
</name>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<name name-style="western">
<surname>Lewis</surname>
<given-names>Cara L.</given-names>
</name>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>Bioengineering Laboratory, Department of Orthopaedic Surgery, Massachusetts General Hospital / Harvard Medical School, Boston, Massachusetts, United States of America</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>College of Health and Rehabilitation Science: Sargent College, Boston University, Boston, Massachusetts, United States of America</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>Clinical Epidemiology Research and Training Unit, Boston University School of Medicine, Boston, Massachusetts, United States of America</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>NIHR Manchester Musculoskeletal Biomedical Research Unit, Manchester Academic Health Science Centre, Manchester, United Kingdom</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Williams</surname>
<given-names>John Leicester</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>University of Memphis, UNITED STATES</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<fn fn-type="con">
<p><list list-type="simple"><list-item><p><bold>Conceptualization:</bold> JL TT GL DTF.</p></list-item> <list-item><p><bold>Data curation:</bold> JL TT DTF GL CLL.</p></list-item> <list-item><p><bold>Formal analysis:</bold> JL TT DTF GL CLL.</p></list-item> <list-item><p><bold>Funding acquisition:</bold> DTF.</p></list-item> <list-item><p><bold>Investigation:</bold> JL TT GL.</p></list-item> <list-item><p><bold>Methodology:</bold> JL TT GL.</p></list-item> <list-item><p><bold>Project administration:</bold> DTF GL CLL.</p></list-item> <list-item><p><bold>Resources:</bold> JL TT DTF GL.</p></list-item> <list-item><p><bold>Software:</bold> JL TT.</p></list-item> <list-item><p><bold>Supervision:</bold> DTF GL CLL.</p></list-item> <list-item><p><bold>Validation:</bold> JL TT GL.</p></list-item> <list-item><p><bold>Visualization:</bold> JL TT GL.</p></list-item> <list-item><p><bold>Writing – original draft:</bold> JL.</p></list-item> <list-item><p><bold>Writing – review &amp; editing:</bold> JL TT DTF GL CLL.</p></list-item></list>
</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">lewisc@bu.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>3</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>12</volume>
<issue>3</issue>
<elocation-id>e0174663</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>8</month>
<year>2016</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>3</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-year>2017</copyright-year>
<copyright-holder>Li et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0174663"/>
<abstract>
<p>Knee joint pain is a common symptom in obese individuals and walking is often prescribed as part of management programs. Past studies in obese individuals have focused on standing alignment and kinematics in the sagittal and coronal planes. Investigation of 6 degree-of-freedom (6DOF) knee joint kinematics during standing and gait is important to thoroughly understand knee function in obese individuals with knee pain. This study aimed to investigate the 6DOF knee joint kinematics in standing and during gait in obese patients using a validated fluoroscopic imaging system. Ten individuals with obesity and knee pain were recruited. While standing, the knee was in 7.4±6.3°of hyperextension, 2.8±3.3° of abduction and 5.6±7.3° of external rotation. The femoral center was located 0.7±3.1mm anterior and 5.1±1.5mm medial to the tibial center. During treadmill gait, the sagittal plane motion, i.e., flexion/extension and anterior-posterior translation, showed a clear pattern. Specifically, obese individuals with knee pain maintained the knee in more flexion and more anterior tibial translation during most of the stance phase of the gait cycle and had a reduced total range of knee flexion when compared to a healthy non-obese group. In conclusion, obese individuals with knee pain used hyperextension knee posture while standing, but maintained the knee in more flexion during gait with reduced overall range of motion in the 6DOF analysis.</p>
</abstract>
<funding-group>
<award-group id="award001">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/100000002</institution-id>
<institution>National Institutes of Health</institution>
</institution-wrap>
</funding-source>
<award-id>P60AR47785</award-id>
<principal-award-recipient>
<name name-style="western">
<surname>Felson</surname>
<given-names>David T.</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award002">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/100000002</institution-id>
<institution>National Institutes of Health</institution>
</institution-wrap>
</funding-source>
<award-id>AR063235</award-id>
<principal-award-recipient>
<name name-style="western">
<surname>Lewis</surname>
<given-names>Cara L.</given-names>
</name>
</principal-award-recipient>
</award-group>
<funding-statement>This work was supported by the National Institutes of Health, P60AR47785, to David T Felson and the National Institutes of Health, AR063235, to Cara L Lewis. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<page-count count="11"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are within the paper and its Supporting Information files.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec001" sec-type="intro">
<title>Introduction</title>
<p>The prevalence of obesity is increasing in the United States and throughout the world [<xref ref-type="bibr" rid="pone.0174663.ref001">1</xref>, <xref ref-type="bibr" rid="pone.0174663.ref002">2</xref>]. In 2011–2012, 34.9% of adults in the United States were obese [<xref ref-type="bibr" rid="pone.0174663.ref003">3</xref>]. Musculoskeletal disorders are commonly seen in obese individuals and one of the most common and disabling of these is knee osteoarthritis (OA) [<xref ref-type="bibr" rid="pone.0174663.ref004">4</xref>].</p>
<p>Individuals who are obese and have knee pain may adopt different gait patterns to compensate both for the extra weight and joint pain. While no prior studies have focused specifically on obese persons with knee pain, studies of obese adults showed that they walked with decreased velocity [<xref ref-type="bibr" rid="pone.0174663.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0174663.ref006">6</xref>]. As body mass index (BMI) increases, gait speed decreases [<xref ref-type="bibr" rid="pone.0174663.ref007">7</xref>]. Past studies of knee joint kinematics mainly focused on sagittal and coronal plane motions, i.e., knee joint flexion/extension [<xref ref-type="bibr" rid="pone.0174663.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0174663.ref008">8</xref>–<xref ref-type="bibr" rid="pone.0174663.ref010">10</xref>] and varus/valgus rotation [<xref ref-type="bibr" rid="pone.0174663.ref009">9</xref>, <xref ref-type="bibr" rid="pone.0174663.ref010">10</xref>]. Even so, there is no clear consensus on knee joint kinematics in obese individuals during walking. For example, Haight et al.[<xref ref-type="bibr" rid="pone.0174663.ref008">8</xref>] reported that obese individuals walked with a less flexed knee during the stance phase compared to non-obese individuals. Vismara et al. [<xref ref-type="bibr" rid="pone.0174663.ref011">11</xref>] concluded that the range of knee flexion excursion during gait was not significantly different than a healthy group. The inconsistency and variation in the literature may be due to differences in measurement methods or the presence of different lower extremity joint pathology such as pain which is extremely common in obese adults and may cause gait modifications. For instance, knee pain is a major symptom in individuals with knee OA and reduced range of knee flexion during gait has been frequently reported [<xref ref-type="bibr" rid="pone.0174663.ref012">12</xref>–<xref ref-type="bibr" rid="pone.0174663.ref014">14</xref>].</p>
<p>Most previous investigations of obese gait used skin marker motion analysis systems [<xref ref-type="bibr" rid="pone.0174663.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0174663.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0174663.ref008">8</xref>, <xref ref-type="bibr" rid="pone.0174663.ref015">15</xref>]. The kinematic data derived from a skin marker-based motion capture system are vulnerable to soft tissue artifacts [<xref ref-type="bibr" rid="pone.0174663.ref016">16</xref>, <xref ref-type="bibr" rid="pone.0174663.ref017">17</xref>]. According to Peters et al.[<xref ref-type="bibr" rid="pone.0174663.ref016">16</xref>] the magnitudes of soft tissue artifacts were greater than 30 mm on the femur and up to 15 mm on the tibia. Cappozo et al. [<xref ref-type="bibr" rid="pone.0174663.ref018">18</xref>] quantified rotation errors of 6–20° on the femur and 4–10° on the tibia [<xref ref-type="bibr" rid="pone.0174663.ref018">18</xref>]. Although some biomechanical researchers have tried to reduce soft tissue artifact by using an obesity-specific marker set to investigate gait patterns [<xref ref-type="bibr" rid="pone.0174663.ref015">15</xref>], accurate detailed kinematics in 6 degree-of-freedom (6DOF) among obese individuals have not been elucidated. As past studies have shown that standing posture and gait pattern were affected by body weight [<xref ref-type="bibr" rid="pone.0174663.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0174663.ref008">8</xref>–<xref ref-type="bibr" rid="pone.0174663.ref010">10</xref>, <xref ref-type="bibr" rid="pone.0174663.ref019">19</xref>], a better understanding of the standing posture and gait pattern in 6DOF is critical. Such information would provide a foundation on which to build better walking programs, which are commonly suggested as a means to increase the energy expenditure of obese individuals [<xref ref-type="bibr" rid="pone.0174663.ref020">20</xref>, <xref ref-type="bibr" rid="pone.0174663.ref021">21</xref>] and especially to design a treatment program for obese persons with knee pain.</p>
<p>Recent advancement of imaging technology, such as the dual fluoroscopy imaging system (DFIS), makes it possible to track in-vivo bone motion without soft tissue artifacts [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>–<xref ref-type="bibr" rid="pone.0174663.ref024">24</xref>]. This methodology has been validated[<xref ref-type="bibr" rid="pone.0174663.ref025">25</xref>] with submillimeter and subdegree accuracy in translation and rotation. In this study, we evaluated knee joint kinematics in standing and during gait in obese individuals with knee pain using DFIS[<xref ref-type="bibr" rid="pone.0174663.ref025">25</xref>] and compared them to a healthy non-obese control group without knee pain. We hypothesized that there would be distinct motion patterns in obese individuals with knee pain which would differ from typical patterns in a healthy population.</p>
</sec>
<sec id="sec002" sec-type="materials|methods">
<title>Methods</title>
<sec id="sec003">
<title>Participants</title>
<p>Ten obese individuals with knee pain on most of the last 30 days (8 females, 2 males; age (mean±SD): 42.8±10.1 (range: 30.2–56.5) years; BMI: 39.6±2.8 (range: 35.3–44.3) kg/m<sup>2</sup>, body mass: 109.6±13.0 (range: 86.0–130.9) kg, body height: 166.1±8.5 (range: 152–184) cm) were recruited to participate in this study and the study protocol was approved by Boston University School of Medicine and Massachusetts General Hospital Institutional Review Boards. Written informed consent approved by both Institutional Review Boards was obtained for each subject. All participants reported being able to walk without assistance. For each participant, the more painful knee was selected for evaluation except that knees that had undergone surgery were excluded. If knee pain increased sharply in a short period of walking, the participant was also excluded.</p>
</sec>
<sec id="sec004">
<title>Experiment procedures</title>
<p>A posteroanterior standing knee joint plain radiograph in a slight flexion position was taken for each participant in the obesity group and graded by an experienced rheumatologist (DTF) to determine the severity of osteoarthritis using Kellgren-Lawrence grading scale[<xref ref-type="bibr" rid="pone.0174663.ref026">26</xref>]. The selected knee was then scanned by a 3-Tesla MR machine (Philips, Achieva, Eindhoven, The Netherlands) with a sagittal Proton Density-Weighted (PDW), Spectral Attenuated Inversion Recovery (SPAIR) sequence (FOV: 160mm x 160mm, TR = 1800ms, TE = 30ms, flip angle = 90°, thickness = 1mm, in-plane resolution = 512 x 512). All MR images were reviewed and used for segmentation to construct a 3-dimensional (3D) bony surface model of the knee, including the femur and tibia. To better understand the knee joint pain status, we adopted two relevant questions, one from the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) questionnaire (pain on 4-point Likert scale while walking on a flat surface) and one on overall pain level using a visual analog scale. The Likert scale was scored 0 as no pain to 4 as extreme pain and visual analog scale was rated on a 0–100 scale.</p>
<p>In the fluoroscopic experiment, one pair of dual fluoroscopic images of the knee in static standing was obtained to evaluate comfortable standing posture in the participants with obesity. The participant was then asked to walk on a treadmill at 1.5mph (0.67m/s) with a thyroid collar over their throat and lead apron over their chest to upper thigh. After a warm-up period on the treadmill, the knee was imaged by the DFIS (Philips, BV Pulsera, Eindhoven, The Netherlands) at 30 frames per second with an 8ms pulse-width (<xref ref-type="fig" rid="pone.0174663.g001">Fig 1A</xref>) [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>, <xref ref-type="bibr" rid="pone.0174663.ref025">25</xref>]. This system captured knee motion along two oblique views (medioposterior-lateroanterior and lateroposterior-medioanterior) (<xref ref-type="fig" rid="pone.0174663.g001">Fig 1B</xref>). All the output images were corrected for distortion using a calibration grid and customized algorithm [<xref ref-type="bibr" rid="pone.0174663.ref027">27</xref>, <xref ref-type="bibr" rid="pone.0174663.ref028">28</xref>] developed on MATLAB software (Mathwork, Natick, MA, USA). The fluoroscopic images and the MR-based 3D knee bony models were then imported to a virtual fluoroscopic environment for 2D-3D registration procedure [<xref ref-type="bibr" rid="pone.0174663.ref024">24</xref>], where the projection of the 3D knee model was matched to the 2D silhouette of the corresponding bones in the fluoroscopic images (<xref ref-type="fig" rid="pone.0174663.g002">Fig 2A</xref>). The knee joint motion during the gait cycle was represented by a series of knee joint models.</p>
<fig id="pone.0174663.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0174663.g001</object-id>
<label>Fig 1</label>
<caption>
<title/>
<p>A) Treadmill gait with dual fluoroscopic imaging system setup and protection bar setup. B) recording the treadmill gait on the index knee (arrow).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0174663.g001" xlink:type="simple"/>
</fig>
<fig id="pone.0174663.g002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0174663.g002</object-id>
<label>Fig 2</label>
<caption>
<title/>
<p>A) The MR-based 3D knee bony models were matched to the silhouettes of the corresponding bones in the fluoroscopic images. B) Illustration of coordinate systems for the femur and tibia.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0174663.g002" xlink:type="simple"/>
</fig>
</sec>
<sec id="sec005">
<title>Data analysis</title>
<p>To calculate the kinematics during the stance phase of gait, we built a coordinate system for each femur and tibia. The coordinate system was used in both the obese with knee pain group and the healthy non-obese group to present the subject-specific data (<xref ref-type="fig" rid="pone.0174663.g002">Fig 2B</xref>). In the femoral coordinate system, we first defined the transepicondylar axis (TEA) and long axis of the distal femur [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>]. The TEA was defined as the medial-lateral axis and the mid-point of the axis as the femoral center. The cross product of the TEA and the long axis was the anterior-posterior axis. For the tibial coordinate system, two circles were created to fit the medial and lateral plateaus separately [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>]. The line connecting the centers of these two circles was defined as the medial-lateral axis and the mid-point as the tibial center. The cross product of the medial-lateral axis and the proximal tibial long axis was the anterior-posterior axis of the tibia.</p>
<p>The knee rotation angles were calculated using an Cardan angle sequence (Flexion/Extension, Adduction/Abduction, Internal/External rotation) [<xref ref-type="bibr" rid="pone.0174663.ref029">29</xref>]. The knee translations were represented along the anterior-posterior, medial-lateral, and superior-inferior directions of the tibia. Typically unfiltered data from two stance phases of the gait cycles were analyzed and the data points of the two trials were averaged to represent the motion data for each participant. The 6DOF kinematic data of the knee joint were normalized to the stance phase of the gait cycle and averaged among all participants. The 6DOF range of motion was calculated as the maximum value minus the minimum value during the stance phase of the gait cycle.</p>
</sec>
<sec id="sec006">
<title>Control group</title>
<p>Previously published 6DOF knee kinematic data during gait from non-obese participants without knee pain or previous surgery provided a control group for comparison [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>]. These data were collected in the same lab using the same fluoroscopic imaging technique and walking speed as the current study. The demographics of the control participants were: 6 males and 2 females, aged 32–49 years, mean BMI 23.5kg/m, 5 left knees and 3 right knees.</p>
</sec>
<sec id="sec007">
<title>Statistical analysis</title>
<p>Independent t-tests were used to test for differences between the group of obese individuals and group of healthy controls at specific events of interest during the stance phase of the gait cycle. The dependent variables included: flexion-extension, adduction-abduction, internal-external rotation, anterior-posterior, medial-lateral, and superior inferior translations at heel strike, end of loading response, end of mid-stance, end of terminal stance and toe-off. The level of significance was set at 0.05 two sided.</p>
</sec>
</sec>
<sec id="sec008" sec-type="results">
<title>Results</title>
<sec id="sec009">
<title>Radiograph findings</title>
<p>The right knee was evaluated in 5 of the 10 participants with obesity, and the left knee in the other 5. Eight of the 10 had medial knee pain. The mean Kellgren-Lawrence scale of the obese individuals with knee pain was 1.2±0.8 (<xref ref-type="table" rid="pone.0174663.t001">Table 1</xref>). Four out of the 10 were considered to have radiographic OA based on Kellgren-Lawrence grade ≥ 2 [<xref ref-type="bibr" rid="pone.0174663.ref026">26</xref>]. The WOMAC scores while walking were 1.9±1.3 out of 4 and the visual analog scale for knee pain was 66.2±16.7 out of 100 (<xref ref-type="table" rid="pone.0174663.t001">Table 1</xref>).</p>
<table-wrap id="pone.0174663.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0174663.t001</object-id>
<label>Table 1</label> <caption><title>Side of index knee, the knee pain compartment, X-ray findings, and WOMAC scores.</title></caption>
<alternatives>
<graphic id="pone.0174663.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0174663.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="center">Participant</th>
<th align="center">Side of index knee</th>
<th align="center">Knee pain compartment</th>
<th align="center">Kellgren-Lawrence scale</th>
<th align="center">WOMAC Walking</th>
<th align="center">WOMAC Pain</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center"># 1</td>
<td align="center">Left</td>
<td align="center">Medial</td>
<td align="center">1</td>
<td align="center">4</td>
<td align="center">50</td>
</tr>
<tr>
<td align="center"># 2</td>
<td align="center">Left</td>
<td align="center">Medial</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">90</td>
</tr>
<tr>
<td align="center"># 3</td>
<td align="center">Right</td>
<td align="center">Medial</td>
<td align="center">1</td>
<td align="center">1</td>
<td align="center">41</td>
</tr>
<tr>
<td align="center"># 4</td>
<td align="center">Left</td>
<td align="center">Lateral</td>
<td align="center">2</td>
<td align="center">1</td>
<td align="center">60</td>
</tr>
<tr>
<td align="center"># 5</td>
<td align="center">Right</td>
<td align="center">Medial</td>
<td align="center">0</td>
<td align="center">2</td>
<td align="center">70</td>
</tr>
<tr>
<td align="center"># 6</td>
<td align="center">Right</td>
<td align="center">Lateral</td>
<td align="center">2</td>
<td align="center">0</td>
<td align="center">70</td>
</tr>
<tr>
<td align="center"># 7</td>
<td align="center">Right</td>
<td align="center">Medial</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">90</td>
</tr>
<tr>
<td align="center"># 8</td>
<td align="center">Left</td>
<td align="center">Medial</td>
<td align="center">0</td>
<td align="center">2</td>
<td align="center">70</td>
</tr>
<tr>
<td align="center"># 9</td>
<td align="center">Left</td>
<td align="center">Medial</td>
<td align="center">1</td>
<td align="center">–</td>
<td align="center">–</td>
</tr>
<tr>
<td align="center"># 10</td>
<td align="center">Right</td>
<td align="center">Medial</td>
<td align="center">1</td>
<td align="center">1</td>
<td align="center">55</td>
</tr>
<tr>
<td align="center">Average</td>
<td align="center"/>
<td align="center"/>
<td align="center">1.2</td>
<td align="center">1.9</td>
<td align="center">66.2</td>
</tr>
<tr>
<td align="center">SD</td>
<td align="center"/>
<td align="center"/>
<td align="center">0.8</td>
<td align="center">1.3</td>
<td align="center">16.7</td>
</tr>
<tr>
<td align="center">Maximum</td>
<td align="center"/>
<td align="center"/>
<td align="center">2</td>
<td align="center">4</td>
<td align="center">90</td>
</tr>
<tr>
<td align="center">Minimum</td>
<td align="center"/>
<td align="center"/>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">41</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001"><p>“ – ” indicates missing value</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec010">
<title>6 degrees of freedom knee kinematics in comfortable standing posture</title>
<p>In the 10 individuals with obesity, the standing knee position was in 7.4±6.3° of extension, 2.8±3.3° of abduction, and 5.6±7.3° of external rotation. The femoral positions with respect to the tibia axes were 5.1±1.5 mm, 0.7±3.1 mm, and 29.5±1.8 mm along the medial-lateral, anterior-posterior, and superior-inferior directions, respectively (<xref ref-type="table" rid="pone.0174663.t002">Table 2</xref>).</p>
<table-wrap id="pone.0174663.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0174663.t002</object-id>
<label>Table 2</label> <caption><title>Standing posture of the knee joint in 6 degrees of freedom.</title></caption>
<alternatives>
<graphic id="pone.0174663.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0174663.t002" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="center">Participant</th>
<th align="center">Flexion (+)/extension (-)</th>
<th align="center">Adduction(+)/abduction (-)</th>
<th align="center">Internal (+)/external (-) tibial Rotation</th>
<th align="center">Medial(+)–lateral (-) direction</th>
<th align="center">Anterior (+)–posterior (-) direction</th>
<th align="center">Superior(+)–inferior (-) direction</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center"># 1</td>
<td align="char" char=".">-1.9</td>
<td align="char" char=".">-7.8</td>
<td align="char" char=".">-16.8</td>
<td align="char" char=".">7.3</td>
<td align="char" char=".">3.6</td>
<td align="char" char=".">29.4</td>
</tr>
<tr>
<td align="center"># 2</td>
<td align="char" char=".">-6.8</td>
<td align="char" char=".">-8.1</td>
<td align="char" char=".">-14.7</td>
<td align="char" char=".">4.3</td>
<td align="char" char=".">5.9</td>
<td align="char" char=".">27.7</td>
</tr>
<tr>
<td align="center"># 3</td>
<td align="char" char=".">-5.2</td>
<td align="char" char=".">1.0</td>
<td align="char" char=".">-5.5</td>
<td align="char" char=".">5.6</td>
<td align="char" char=".">-1.5</td>
<td align="char" char=".">32.5</td>
</tr>
<tr>
<td align="center"># 4</td>
<td align="char" char=".">-20.2</td>
<td align="char" char=".">1.3</td>
<td align="char" char=".">-10.3</td>
<td align="char" char=".">2.1</td>
<td align="char" char=".">2.0</td>
<td align="char" char=".">29.6</td>
</tr>
<tr>
<td align="center"># 5</td>
<td align="char" char=".">-12.4</td>
<td align="char" char=".">-1.7</td>
<td align="char" char=".">-1.5</td>
<td align="char" char=".">4.6</td>
<td align="char" char=".">1.5</td>
<td align="char" char=".">28.8</td>
</tr>
<tr>
<td align="center"># 6</td>
<td align="char" char=".">-5.6</td>
<td align="char" char=".">-3.9</td>
<td align="char" char=".">7.9</td>
<td align="char" char=".">4.4</td>
<td align="char" char=".">0.7</td>
<td align="char" char=".">28.8</td>
</tr>
<tr>
<td align="center"># 7</td>
<td align="char" char=".">3.0</td>
<td align="char" char=".">-3.4</td>
<td align="char" char=".">-2.7</td>
<td align="char" char=".">6.9</td>
<td align="char" char=".">-3.1</td>
<td align="char" char=".">26.4</td>
</tr>
<tr>
<td align="center"># 8</td>
<td align="char" char=".">-6.8</td>
<td align="char" char=".">-1.5</td>
<td align="char" char=".">-0.7</td>
<td align="char" char=".">6.0</td>
<td align="char" char=".">1.0</td>
<td align="char" char=".">29.7</td>
</tr>
<tr>
<td align="center"># 9</td>
<td align="char" char=".">-12.2</td>
<td align="char" char=".">0.0</td>
<td align="char" char=".">-8.4</td>
<td align="char" char=".">5.0</td>
<td align="char" char=".">1.1</td>
<td align="char" char=".">32.1</td>
</tr>
<tr>
<td align="center"># 10</td>
<td align="char" char=".">-6.0</td>
<td align="char" char=".">-4.0</td>
<td align="char" char=".">-3.2</td>
<td align="char" char=".">4.7</td>
<td align="char" char=".">-4.5</td>
<td align="char" char=".">30.0</td>
</tr>
<tr>
<td align="center">Average</td>
<td align="char" char=".">-7.4</td>
<td align="char" char=".">-2.8</td>
<td align="char" char=".">-5.6</td>
<td align="char" char=".">5.1</td>
<td align="char" char=".">0.7</td>
<td align="char" char=".">29.5</td>
</tr>
<tr>
<td align="center">SD</td>
<td align="char" char=".">6.3</td>
<td align="char" char=".">3.3</td>
<td align="char" char=".">7.3</td>
<td align="char" char=".">1.5</td>
<td align="char" char=".">3.1</td>
<td align="char" char=".">1.8</td>
</tr>
<tr>
<td align="center">Maximum</td>
<td align="char" char=".">3.0</td>
<td align="char" char=".">1.3</td>
<td align="char" char=".">7.9</td>
<td align="char" char=".">7.3</td>
<td align="char" char=".">5.9</td>
<td align="char" char=".">32.5</td>
</tr>
<tr>
<td align="center">Minimum</td>
<td align="char" char=".">-20.2</td>
<td align="char" char=".">-8.1</td>
<td align="char" char=".">-16.8</td>
<td align="char" char=".">-2.1</td>
<td align="char" char=".">-3.1</td>
<td align="char" char=".">26.4</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
</sec>
<sec id="sec011">
<title>Spatiotemporal parameters and the 6 degrees of freedom knee kinematics during gait</title>
<p>The average stride length in the obese group was 86.8±9.2cm and the average cadence was 93.0±10.4 steps/min. The duration of the stance phase was 0.80±0.07 second.</p>
<p>The obese group walked with increased flexion in the first half of the stance phase, and with reduced flexion in the preswing phase compared to the non-obese group. Specifically, the obese knees started in a more flexed position at initial contact (11.4±11.7° vs. 0.9±0.7°, <italic>p</italic> = 0.02), and at the end of the mid-stance phase (4.0±4.7° vs. -3.4±1.0°, <italic>p</italic>&lt;0.001). At toe off, the obese knees were in a less flexed position than in the control group (27.6±9.7° vs. 36.1±3.2°, <italic>p</italic> = 0.024, <xref ref-type="fig" rid="pone.0174663.g003">Fig 3A</xref>). The total range of the flexion-extension motion was less in the group with obesity than in the control group (27.5±9.1° vs. 39.9±3.1°, <italic>p</italic> = 0.002). In knee adduction-abduction, the obese group had a similar range of motion compared to the control group (3.2±1.6° vs. 3.0±0.3°, <italic>p</italic> = 0.626), but at toe off, the obese knees were in a more adducted position compared to the control group (-3.2±1.2° vs. -5.8±0.9°, <italic>p</italic>&lt;0.001, <xref ref-type="fig" rid="pone.0174663.g003">Fig 3B</xref>). In axial rotation, the obese knees did not show a significant difference compared to the controls (<xref ref-type="fig" rid="pone.0174663.g003">Fig 3C</xref>), and the range of internal-external rotation was not significantly different (6.7±3.6° vs. 9.2±2.1°, <italic>p</italic> = 0.082).</p>
<fig id="pone.0174663.g003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0174663.g003</object-id>
<label>Fig 3</label>
<caption>
<title>Six degree-of-freedom kinematics during stance phase of treadmill gait in obese individuals with knee pain (red. <xref ref-type="supplementary-material" rid="pone.0174663.s001">S1 File</xref>) and a healthy population (blue, data previously published in Kozanek et al. J Biomech. 2009;42(12):1877–1884.).</title>
<p>Solid line indicates the mean and shade area for ±1SD. Asterisk denotes significant difference between two groups.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0174663.g003" xlink:type="simple"/>
</fig>
<p>The tibial position with respect to femur in the obese group was more anterior than in the healthy group during most of the stance phase. Specifically, the obese knees were in more anterior translation than the control group at initial contact (1.5±4.1mm vs. -2.6±0.7mm, <italic>p</italic> = 0.011, <xref ref-type="fig" rid="pone.0174663.g003">Fig 3E</xref>), at the end of the mid-stance phase (0.8±2.7mm vs. -4.0±0.5mm, <italic>p</italic>&lt;0.001), and at the end of terminal stance (1.4±2.0 mm vs. -2.9±0.7mm, <italic>p</italic>&lt;0.001), but the translation at the end of the stance phase was not significantly different (3.1±2.6mm vs. 2.3±1.0mm, <italic>p</italic> = 0.395). Also, the range of anterior-posterior translation was not significantly different in the groups (2.5±1.0 mm vs. 6.4±1.2 mm, <italic>p</italic> = 0.151) (<xref ref-type="fig" rid="pone.0174663.g003">Fig 3E</xref>). The obese group had less range of medial-lateral translation than the control group (2.7±1.1mm vs. 4.3±0.6mm, <italic>p</italic> = 0.001), and were significantly different at the end of loading response and terminal stance phases (<xref ref-type="fig" rid="pone.0174663.g003">Fig 3D</xref>). The obese knees did not have a significantly different range of superior-inferior translation (1.8±0.6mm vs. 2.8±1.1mm, <italic>p</italic> = 0.054), but had significantly lower values than the control group during most of the stance phase of the gait cycle (<xref ref-type="fig" rid="pone.0174663.g003">Fig 3F</xref>).</p>
</sec>
</sec>
<sec id="sec012" sec-type="conclusions">
<title>Discussion</title>
<p>This study investigated individuals with obesity and knee pain in standing and during gait under DFIS surveillance. While standing, the knee was in about 7.4° hyperextension, slight abduction (valgus), and about 5.6° of external rotation. During treadmill gait, the largest rotational excursion was in flexion-extension and the largest translational excursion was in the anterior-posterior direction, while motions in the other planes were smaller.</p>
<p>Few studies have evaluated standing posture in individuals with obesity. One study using a radiographic hip-knee-ankle measurement, found that obese individuals stood in a slightly knee flexed position [<xref ref-type="bibr" rid="pone.0174663.ref019">19</xref>]. However our obese individuals with knee pain tended to use a hyperextension strategy in standing. The adaptation in standing posture may be due to the high BMI in our sample (≥ 35) and knee pain. This posture is thought to reduce the demand on the quadriceps and could potentially prevent fatigue [<xref ref-type="bibr" rid="pone.0174663.ref030">30</xref>]. Our study also provided information in the other degrees of freedom. The analysis of the relative position between the femur and tibia indicated that the center of the femur was near the center in anterior-posterior direction, but located at the medial portion of the tibial plateau. These data provide additional data for more complete understanding of standing posture correction.</p>
<p>During walking, spatiotemporal parameters may be affected by gait speed. The speed we tested was controlled at 0.67m/s (1.5 mph), which is slightly slower than the reported self-selected walking speed of 0.73 to 1.08 m/s for an obese population [<xref ref-type="bibr" rid="pone.0174663.ref007">7</xref>, <xref ref-type="bibr" rid="pone.0174663.ref031">31</xref>]. At this gait speed, we found that obese individuals with knee pain had slightly increased cadence and decreased stride length compared to individuals walking at a similar gait speed [<xref ref-type="bibr" rid="pone.0174663.ref007">7</xref>, <xref ref-type="bibr" rid="pone.0174663.ref032">32</xref>], and had increased stride duration and stance phase compared to individuals walking at a faster gait speed [<xref ref-type="bibr" rid="pone.0174663.ref009">9</xref>, <xref ref-type="bibr" rid="pone.0174663.ref031">31</xref>]. The speed preference and participant characteristics, such as knee pain and presence of osteoarthritis, may contribute to differences between studies.</p>
<p>Several studies have reported knee kinematics during gait using skin marker motion analysis in obese individuals [<xref ref-type="bibr" rid="pone.0174663.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0174663.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0174663.ref008">8</xref>]. In these studies, obese individuals were found to walk with a similar pattern or with more knee extension and reduced range of motion in the sagittal plane compared to non-obese individuals, and this strategy was assumed to decrease the exertion of the knee extensors and prevent fatigue [<xref ref-type="bibr" rid="pone.0174663.ref010">10</xref>, <xref ref-type="bibr" rid="pone.0174663.ref033">33</xref>]. Our findings were not in full agreement with past studies [<xref ref-type="bibr" rid="pone.0174663.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0174663.ref008">8</xref>]. Similar to past studies, our obese individuals walked with a smaller range of flexion-extension motion during the stance phase compared to a healthy population (<xref ref-type="fig" rid="pone.0174663.g003">Fig 3A</xref>) [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>]. However, our obese individuals walked in a more flexed knee position. While it is commonly thought that a more knee extended position will reduce demand on muscle, our participants did not display this adaptation. The combined smaller range of flexion-extension motion with a more knee flexed position during walking may increase the demands on the quadriceps and other extensors, and this gait pattern may result in early muscle fatigue. Our findings also showed a larger variation in knee flexion angles at initial contact, indicating different gait adaptation strategies could be used among individuals. The initial contact flexion angles were weakly correlated with their WOMAC pain score during walking (r = -0.34), suggesting that pain status may be a major contributor to the gait pattern.</p>
<p>Knee pain is a commonly reported symptom by patients with knee OA, and kinematic changes in the sagittal plane during gait were frequently reported [<xref ref-type="bibr" rid="pone.0174663.ref012">12</xref>–<xref ref-type="bibr" rid="pone.0174663.ref014">14</xref>]. Individuals with knee OA walked in a more extended position and reduced range of flexion-extension motion. This gait pattern had been further replicated by studies of experimental knee pain [<xref ref-type="bibr" rid="pone.0174663.ref034">34</xref>]. Obese individuals have also been found to walk with a similar gait pattern. Our study including individuals with combined obesity and knee pain walked with a smaller range of flexion-extension motion similar to patients with knee OA, but in a more knee flexed position during most stance phase when compared to a healthy non-obese group. This finding suggests that our obese individuals with knee pain may adopt a unique gait pattern, which is not typically found in patients with either obesity or knee OA.</p>
<p>A previous study found no difference in axial rotation between obese and non-obese groups [<xref ref-type="bibr" rid="pone.0174663.ref006">6</xref>], and our findings were in agreement with this; however, the pattern of axial rotation in our participants seemed to differ from that of healthy knees [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>]. Healthy knees internally rotate after initial contact to a peak rotation at the end of loading response (<xref ref-type="fig" rid="pone.0174663.g003">Fig 3C</xref>) [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>]. Instead, the tibia in our obese individuals was externally rotating to a peak of about 3.9° around the end of mid-stance and reversed after that point, implying the pivoting mechanism observed in healthy participants [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>] may be changed in obese individuals. The large variation in the internal-external rotation angles in our obese individuals suggests that obese individuals may adopt diverse strategies to avoid pain during walking.</p>
<p>In the coronal plane, past studies found similar or more adduction in obese individuals compared to non-obese group during gait [<xref ref-type="bibr" rid="pone.0174663.ref005">5</xref>, <xref ref-type="bibr" rid="pone.0174663.ref006">6</xref>]. In our study, we found adduction-abduction in coronal plane motion in our obese group was not significantly different compared to our control group (<xref ref-type="fig" rid="pone.0174663.g003">Fig 3B</xref>) [<xref ref-type="bibr" rid="pone.0174663.ref022">22</xref>]. We note that the majority of our subjects did not have medial osteoarthritis which might have been present in previous studies.</p>
<p>The smaller range of motion of the obese patients indicated that these individuals use a stiffening knee strategy despite maintaining the knee in more flexion during functional activities [<xref ref-type="bibr" rid="pone.0174663.ref035">35</xref>]. This strategy for reduced range of motion is also found in knee OA patients [<xref ref-type="bibr" rid="pone.0174663.ref012">12</xref>–<xref ref-type="bibr" rid="pone.0174663.ref014">14</xref>, <xref ref-type="bibr" rid="pone.0174663.ref036">36</xref>] and obese individuals without knee pain [<xref ref-type="bibr" rid="pone.0174663.ref008">8</xref>], meaning both extra body weight and pain contribute to the gait pattern change. As walking has been routinely suggested for obese patients as a safe activity to increase energy expenditure, increasing the knee joint range of motion while walking should be addressed, and this could potentially better distribute contact stress to prevent the local stress concentration.</p>
<p>Several limitations need to be mentioned in interpreting the results. First, our participants were severely obese (BMI ≥ 35.0) and with knee pain; therefore, the results may not generalize to the less obese population (BMI: 30.0–34.9) with or without knee pain. Our study sample was 80% female, so the results may not generalize to all obese individuals with knee pain, although, like our sample, most obese individuals with knee pain are women. The control group was predominantly male, and this may also have contributed to the differences in kinematics found. Treadmill walking was used in this study to assess the kinematics, so the results may not generalize to walking overground. The definition of the coordinate system in this study was based on local bone geometry; therefore, the values found in this study may be slightly different from studies using other coordinate system definitions. Lastly the loading from the lead protection gowns (9.1kg, 7.0–10.6% of body mass of the obese participants) could have contributed to the gait pattern changes; however, it is unlikely that this contributed significantly to the differences found.</p>
<p>In conclusion, obese individuals with knee pain used hyper-extension knee posture while standing, but maintained the knee in more flexion during gait with reduced overall range of motion in the 6DOF analysis compared to a healthy group. In addition to the facilitation of greater total range of sagittal plane motion with a knee extension strategy during gait, increasing the knee joint range of motion in other directions should be addressed in weight management exercise programs.</p>
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<sec id="sec013">
<title>Supporting information</title>
<supplementary-material id="pone.0174663.s001" mimetype="text/csv" position="float" xlink:href="info:doi/10.1371/journal.pone.0174663.s001" xlink:type="simple">
<label>S1 File</label>
<caption>
<title>Gait data file.</title>
<p>Six degree-of-freedom kinematics during stance phase of treadmill gait in obese individuals with knee pain.</p>
<p>(CSV)</p>
</caption>
</supplementary-material>
</sec>
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<ref-list>
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