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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2024.1366793</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Analysis of the main indicators and risk factors of ultrasonic shear wave elastography for the diagnosis of osteoarthritis among adults</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Zhang</surname> <given-names>Jiong</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Zheng</surname> <given-names>Xiaozuo</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Zhao</surname> <given-names>Ying</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Ultrasound, The Third Hospital of Hebei Medical University</institution>, <addr-line>Shijiazhuang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Osteoarthritis, The Third Hospital of Hebei Medical University</institution>, <addr-line>Shijiazhuang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Elisa Belluzzi, University of Padua, Italy</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Adem Yoku&#x015F;, Yuzuncu Yil University, T&#x00FC;rkiye</p>
<p>Enes G&#x00FC;r&#x00FC;n, Samsun University, T&#x00FC;rkiye</p>
<p>Yong Lu, Shanghai Jiao Tong University, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Ying Zhao, <email>zhaoying0227@hebmu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1366793</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Zhang, Zheng and Zhao.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhang, Zheng and Zhao</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 id="sec1">
<title>Objective</title>
<p>This study was conducted to explore the main indicators of ultrasonic shear wave elastography (SWE) for the diagnosis of osteoarthritis (OA) and its influencing factors.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We collected 910 patients between January 2018 and November 2023 from the department of ultrasound, Third Hospital of Hebei Medical University. Logistic regression was used to analyze the effects of age, gender, body mass index (BMI), smoking, alcohol, hypertension and diabetes on the diagnosis of OA by SWE.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>The results showed that medial meniscal projection distance (MMPD) and OA had a positively correlated dose&#x2013;response relationship (OR&#x2009;=&#x2009;2.12, 95%CI (1.53, 3.95), trend <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Also, medial meniscus elastometry (MME) had a positive dose&#x2013;response correlation with OA (OR&#x2009;=&#x2009;8.98, 95%CI (3.89, 11.52), trend <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). In addition, regarding the analysis of factors influencing the diagnosis of OA, the risk of OA was significantly higher in the older age group [OR&#x2009;=&#x2009;1.11, 95%CI (1.01, 1.25)], and the risk of diagnosis in OA was high in the high BMI group [OR&#x2009;=&#x2009;1.8, 95%CI (1.23, 3.01)].</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>In diagnosing OA, MMPD and MME can be used as reliable indicators, while people of advanced age and high BMI have a high possibility diagnosed with OA.</p>
</sec>
</abstract>
<kwd-group>
<kwd>ultrasonic shear wave elastography</kwd>
<kwd>ultrasound</kwd>
<kwd>osteoarthritis</kwd>
<kwd>adults</kwd>
<kwd>diagnosis</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="31"/>
<page-count count="7"/>
<word-count count="4087"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Translational Medicine</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>Osteoarthritis (OA) is a chronic joint disease that is highly prevalent worldwide and a whole joint disease involving all joint tissues such as menisci, subchondral bone, infrapatellar fat pad and synovial membrane (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). The 2015 World Health Organization Global Report on Aging and Health highlights OA as the leading cause of disability in adults aged more than 60 (<xref ref-type="bibr" rid="ref3 ref4 ref5">3&#x2013;5</xref>). Globally, the proportion of joint-related disability due to OA increased by 114.5% from 1990 to 2019. Given the aggravating trend of global population aging and the continued increase in the prevalence of OA, global healthcare expenditure is also expected to be huge in the future (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>).</p>
<p>The most common positions affected by OA are the hip, knee and hand. The knee is the most frequently affected joint, and knee OA is associated with excessive joint loading and injury (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>). X-ray radiography is frequently used for the diagnosis of OA, but x-ray is an indirect and insensitive way of detecting osteoarticular cartilage (<xref ref-type="bibr" rid="ref10">10</xref>). Arthroscopy, although a reliable and sensitive method, is an invasive technique (<xref ref-type="bibr" rid="ref11">11</xref>). Magnetic resonance imaging (MRI) is a non-invasive method that provides multiplanar imaging, and excellent soft tissue contrast, however, it is expensive and time consuming (<xref ref-type="bibr" rid="ref12">12</xref>). Ultrasound (US) is a reliable tool for assessing the integrity and thickness of articular cartilage. Its advantages include being inexpensive, non-invasive, rapid and easily accessible (<xref ref-type="bibr" rid="ref13">13</xref>).</p>
<p>Ultrasonic shear wave elastography (SWE) is a recently developed technique that is based on the measurement of shear wave velocity generated by ultrasound pulses (<xref ref-type="bibr" rid="ref13">13</xref>). The technique can be used to assess tissue elasticity. SWE was first applied in breast lesions and thyroid gland lesions, and was subsequently used to assess liver fibrosis (<xref ref-type="bibr" rid="ref14">14</xref>). More recently, SWE has also been used to assess the mechanical properties of musculoskeletal tissues (<xref ref-type="bibr" rid="ref12">12</xref>). The SWE technique identifies differences in stiffness between tissues, which is a good indicator of damage to articular cartilage.</p>
<p>Although elastic ultrasound has been previously reported to be useful in the diagnosis of OA (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref13">13</xref>), there is limited research on the effective indicators of OA diagnosis in SWE and their risk factors, so we conducted this study.</p>
</sec>
<sec sec-type="methods" id="sec6">
<title>Methods</title>
<sec id="sec7">
<title>Patients selection</title>
<p>The data in this study were obtained from the Department of Ultrasound, Third Affiliated Hospital of Hebei Medical University. We obtained raw data from January 2018 to November 2023 for 910 patients, including 210 patients with OA and 700 samples without OA. The data of this study were approved by the Ethics Committee from the Third Affiliated Hospital of Hebei Medical University (No. 1354064). All patients/subjects signed the informed consent and that the study was performed in accordance with the ethical standards of the 1964 Declaration of Helsinki as revised in 2013. The patient inclusion and exclusion flow chart was shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>. The main inclusion criteria were as follow: (a) Adults patients &#x2265;20&#x2009;years old receiving ultrasonic shear wave elastography; (b) Patients had eligible health and diagnosis criteria; (c) Patients did not receive any surgery; (d) Patients agree to participate in the study. The main exclusion criteria were as follow: (a) Patients with meniscal injuries (based on MRI evaluation); (b) Patients lack information of diagnosis or other covariates; (c) Patients do not want to join in the study.</p>
</sec>
<sec id="sec8">
<title>Definition of OA</title>
<p>The typical diagnosis of OA include (<xref ref-type="bibr" rid="ref1">1</xref>): (A) Joint pain: It is mostly a slight dull pain at rest, while a little bit of activity can reduce the pain. (B) Joint swelling: Most of the patients may have joint swelling, bleeding or fluid. (C) Joint stiffness: Joints become inflexible and stiff when they are at rest, and stiffness occurs when they wake up or sit upright. (D) Restriction of activities: With the development of the disease, patients gradually develop muscle atrophy and joint deformity around the joints, resulting in dysfunction. (E) Bone friction sensation: When the articular cartilage is destroyed and the joint surface is incomplete, the joint activities will have the feeling of joint friction or creaking.</p>
</sec>
<sec id="sec9">
<title>Ultrasonic shear wave elastography</title>
<p>SWE were performed using an Aixplorer ultrasound machine equipped with a 12&#x2009;MHz shallow linear transducer (SuperSonic Imagine, France). The first set of two ultrasound images was obtained in the flat lying position when the subject model was in the flat lying position with the ultrasound probe located in the position (<xref ref-type="fig" rid="fig1">Figure 1A</xref>), and then another set of two ultrasound images was obtained in the bipedal natural standing position. When the ultrasound probe was located in the position from anterior angle (<xref ref-type="fig" rid="fig1">Figure 1B</xref>). The medial meniscus of the knee was shown in the lying and standing positions, at which point the images were frozen and the line connecting the medial femoral cortex to the tibial cortex was immediately drawn using the electronic caliper function on the ultrasound machine. The distance of the MME over the tibiofemoral line was measured using the electronic caliper function on the ultrasound machine, while the SWE function on the ultrasound machine was applied to measure the elasticity values associated with the medial meniscus.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Ultrasonic shear wave elastography operation. <bold>(A)</bold> Ultrasound measurement of meniscus in a supine position with knee joint in an unloaded state. <bold>(B)</bold> Measurement of meniscus position in supine position using ultrasound in patients after knee joint surgery.</p>
</caption>
<graphic xlink:href="fmed-11-1366793-g001.tif"/>
</fig>
<p>During the scanning process, the angle of the probe was adjusted so that the incident sound wave was perpendicular to the surface of the articular cartilage as much as possible. Finally, we collected the medial meniscal projection distance (MMPD) and the medial meniscus elasticity (MME). The operation of SWE is shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>. In addition, the images for MMPD and MME in OA diagnosis and a healthy control is shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Ultrasonic shear wave elastography images. <bold>(A)</bold> Medial meniscal projection distance in osteoarthritis patients. <bold>(B)</bold> Medial meniscal projection distance in health people. <bold>(C)</bold> Medial meniscus elasticity in osteoarthritis patients. <bold>(D)</bold> Medial meniscus elasticity in health people.</p>
</caption>
<graphic xlink:href="fmed-11-1366793-g002.tif"/>
</fig>
</sec>
<sec id="sec10">
<title>Covariates</title>
<p>To resilient the SWE main indicator for OA, we also retrospectively collected data on participants&#x2019; age, gender, BMI, smoking, alcohol consumption, hypertension, and diabetes from the hospital&#x2019;s electronic medical record system.</p>
</sec>
<sec id="sec11">
<title>Logistic regression</title>
<p>To analyze whether there was a dose&#x2013;response association between MMPD, MME and OA with different covariates, we used stepwise logistic regression (<xref ref-type="bibr" rid="ref15">15</xref>). There were 4 models including, model 1&#x2009;=&#x2009;no adjustment, model 2&#x2009;=&#x2009;model 1 plus sex, age (years, continuous), and BMI, model 3&#x2009;=&#x2009;model 2 plus smoking and alcohol, and model 4&#x2009;=&#x2009;model 3 plus hypertension and diabetes. The effects of each covariate on OA were further analyzed by multifactor logistic regression and forest plots were drawn. The MMPD and MME were orderly cut into 4 quartiles and 2&#x2013;4 quartiles were compared with quartile 1 to assess the dose response relationship between MMPD, MME and OA. Odds ratio (OR) was the main indicator to assess the associations, and OR&#x2009;&#x003C;&#x2009;1 represented negative relationship with OR&#x2009;&#x003E;&#x2009;1 represented positive relationship, meanwhile OR&#x2009;=&#x2009;1 standed for meaningless.</p>
<p>The R software 4.1.2 (The R Foundation for Statistical Computing, United States) was used to perform all of the aforementioned analysis. <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 on both sides was regarded as statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="sec12">
<title>Results</title>
<p>Based on the presence or absence of OA, we analyzed the baseline data. As shown in <xref ref-type="table" rid="tab1">Table 1</xref>, there were differences between the two groups in age, gender, BMI, and smoking and alcohol, MMPD and MME. While there was no difference in hypertension and diabetes (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of included participants.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">NoOA (<italic>N</italic> =&#x2009;700)</th>
<th align="center" valign="top">OA (<italic>N</italic> =&#x2009;210)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">
<bold>Age</bold>
</td>
<td align="center" valign="middle">39.1 (19.2)</td>
<td align="center" valign="middle">53.1 (7.87)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">
<bold>Gender</bold>
</td>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">female</td>
<td align="center" valign="middle">100 (14.3%)</td>
<td align="center" valign="middle">140 (66.7%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">male</td>
<td align="center" valign="middle">600 (85.7%)</td>
<td align="center" valign="middle">70 (33.3%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">
<bold>BMI</bold>
</td>
<td align="center" valign="middle">24.5 (3.83)</td>
<td align="center" valign="middle">28.8 (3.16)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">
<bold>Smoking</bold>
</td>
<td/>
<td/>
<td align="center" valign="middle">0.005</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">300 (42.9%)</td>
<td align="center" valign="middle">170 (81.0%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">400 (57.1%)</td>
<td align="center" valign="middle">40 (19.0%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">
<bold>Alcohol</bold>
</td>
<td/>
<td/>
<td align="center" valign="middle">0.015</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">300 (42.9%)</td>
<td align="center" valign="middle">160 (76.2%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">400 (57.1%)</td>
<td align="center" valign="middle">50 (23.8%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">
<bold>Hypertension</bold>
</td>
<td/>
<td/>
<td align="center" valign="middle">0.367</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">400 (57.1%)</td>
<td align="center" valign="middle">90 (42.9%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">300 (42.9%)</td>
<td align="center" valign="middle">120 (57.1%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">
<bold>Diabetes</bold>
</td>
<td/>
<td/>
<td align="center" valign="middle">0.647</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">460 (65.7%)</td>
<td align="center" valign="middle">120 (57.1%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">240 (34.3%)</td>
<td align="center" valign="middle">90 (42.9%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">
<bold>MMPD(mm)</bold>
</td>
<td align="center" valign="middle">2.31 (0.54)</td>
<td align="center" valign="middle">4.42 (0.93)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">
<bold>MME(Kp)</bold>
</td>
<td align="center" valign="middle">28.9 (8.44)</td>
<td align="center" valign="middle">48.2 (14.0)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Using the Q1 group as a reference, we performed stepwise logistic regression (<xref ref-type="table" rid="tab2">Table 2</xref>) to analyze whether the risk of OA changed with increasing SWE indicators in the Q2&#x2013;Q4 groups. It can be seen in model 1, when only MMPD was used as the independent variable, there was a positive correlation dose&#x2013;response relationship between this value and OA (trend <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) and the OR for Q4 was much greater than 1, [OR&#x2009;=&#x2009;5.97, 95% CI (2.81, 4.98)], implying that the higher the level of MMPD, the higher the probability of having OA.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Association between MMPD and OA.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Model 1</th>
<th align="center" valign="top">Model 2</th>
<th align="center" valign="top">Model 3</th>
<th align="center" valign="top">Model 4</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">Q1</td>
<td align="center" valign="bottom">Reference</td>
<td align="center" valign="bottom">Reference</td>
<td align="center" valign="bottom">Reference</td>
<td align="center" valign="bottom">Reference</td>
</tr>
<tr>
<td align="left" valign="bottom">Q2</td>
<td align="center" valign="bottom">1.09 (0.34,2.72)</td>
<td align="center" valign="bottom">2.48 (0.56,3.25)</td>
<td align="center" valign="bottom">8.52 (0.12,11.58)</td>
<td align="center" valign="bottom">2.83 (0.52,3.89)</td>
</tr>
<tr>
<td align="left" valign="bottom">Q3</td>
<td align="center" valign="bottom">3.14 (2.01,4.82)</td>
<td align="center" valign="bottom">5.21 (1.28,6.89)</td>
<td align="center" valign="bottom">6.53 (0.79,9.89)</td>
<td align="center" valign="bottom">7.77 (0.68,10.84)</td>
</tr>
<tr>
<td align="left" valign="bottom">Q4</td>
<td align="center" valign="bottom">5.97 (2.81,4.98)</td>
<td align="center" valign="bottom">6.14 (2.33,7.59)</td>
<td align="center" valign="bottom">4.12 (2.58,6.58)</td>
<td align="center" valign="bottom">2.12 (1.53,3.95)</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>P</italic> for trend</td>
<td align="center" valign="bottom">&#x003C;0.05</td>
<td align="center" valign="bottom">&#x003C;0.05</td>
<td align="center" valign="bottom">&#x003E;0.05</td>
<td align="center" valign="bottom">&#x003E;0.05</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Model 2 was constructed after demographic data were included as covariates and a positive correlation dose&#x2013;response relationship remained. Model 3 had a positive correlation between high levels of MMPD and OA after lifestyle habits were put into the model [OR&#x2009;=&#x2009;4.12, 95% CI (2.58, 6.58)], but there was no longer a dose&#x2013;response relationship (<xref ref-type="table" rid="tab2">Table 2</xref>). Model 4 also showed a positive association between high levels of MMPD and OA [OR&#x2009;=&#x2009;2.12, 95% CI (1.53, 3.95)] after incorporating history of illness.</p>
<p>We also performed an analysis of MME and OA, which showed a dose&#x2013;response relationship for all models 1 to 4 (trend <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Moreover, with the gradual inclusion of the variables, the ORs increased minutely, reaching an OR of 8.98 [OR&#x2009;=&#x2009;8.98, 95% CI (3.89, 11.52)] for Q4 in model 4 (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Association between MME and OA.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Model 1</th>
<th align="center" valign="top">Model 2</th>
<th align="center" valign="top">Model 3</th>
<th align="center" valign="top">Model 4</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">Q1</td>
<td align="center" valign="bottom">Reference</td>
<td align="center" valign="bottom">Reference</td>
<td align="center" valign="bottom">Reference</td>
<td align="center" valign="bottom">Reference</td>
</tr>
<tr>
<td align="left" valign="bottom">Q2</td>
<td align="center" valign="bottom">1.16 (1.01,2.58)</td>
<td align="center" valign="bottom">3.31 (0.48,4.58)</td>
<td align="center" valign="bottom">6.29 (0.84,9.84)</td>
<td align="center" valign="bottom">6.89 (0.15,8.85)</td>
</tr>
<tr>
<td align="left" valign="bottom">Q3</td>
<td align="center" valign="bottom">2.31 (1.58,3.89)</td>
<td align="center" valign="bottom">9.53 (0.59,12.94)</td>
<td align="center" valign="bottom">3.39 (1.95,4.85)</td>
<td align="center" valign="bottom">4.58 (2.58,6.55)</td>
</tr>
<tr>
<td align="left" valign="bottom">Q4</td>
<td align="center" valign="bottom">1.73 (1.25,2.74)</td>
<td align="center" valign="bottom">1.81 (1.21,2.15)</td>
<td align="center" valign="bottom">7.76 (2.89,10.58)</td>
<td align="center" valign="bottom">8.98 (3.89,11.52)</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>P</italic> for trend</td>
<td align="center" valign="bottom">&#x003C;0.05</td>
<td align="center" valign="bottom">&#x003C;0.05</td>
<td align="center" valign="bottom">&#x003C;0.05</td>
<td align="center" valign="bottom">&#x003C;0.05</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In addition to analysing the relationship between elastic ultrasound measurements and OA, we also analyzed the relationship between the included covariates and OA. As shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>, the risk of OA was significantly higher in the older age group [1.11, 95% CI (1.01, 1.25)] and the risk of diagnosing OA was high in the high BMI group [1.8, 95% CI (1.23, 3.01)] (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Forest plot of association between covariates and OA.</p>
</caption>
<graphic xlink:href="fmed-11-1366793-g003.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="sec13">
<title>Discussion</title>
<p>In this study, we assessed knee OA lesions by using two metrics including MMPD and MME. We found that the correlation between the two measurements for assessing knee OA was high. Subsequently, exploring the factors influencing the SWE measurement of OA, people with advanced age and high BMI had a higher probability of being diagnosed with OA.</p>
<p>MME is strongly associated with knee OA and meniscal tears, which have also been described as radial displacement of the medial meniscus or medial radial displacement of the medial meniscus (<xref ref-type="bibr" rid="ref16">16</xref>). Longitudinal studies have shown that the value of MME increases with increasing Kellgren/Lawrence radiological degrees in both supine and standing assessments of the knee (<xref ref-type="bibr" rid="ref17">17</xref>). Similarly, studies have confirmed a significant correlation between an MME greater than or equal to 3&#x2009;mm on MRI and an increase in the severity of cartilage damage, and a close association between MME and joint space narrowing (<xref ref-type="bibr" rid="ref18">18</xref>). MME has been shown to be an independent predictor of disease progression in OA and is strongly associated with tibial and femoral cartilage loss (<xref ref-type="bibr" rid="ref19">19</xref>).</p>
<p>However, there are limited studies on MMPD for the diagnosis of OA, and our study also supports the validity of MMPD for the diagnosis and prediction of OA, which needs to be confirmed by more relevant studies.</p>
<p>Previous reports have stated that there is a significant correlation between age and tendon, muscle and joint stiffness (<xref ref-type="bibr" rid="ref20 ref21 ref22">20&#x2013;22</xref>). This study also found a significant correlation between age and OA, while the correlation between degeneration and stiffness was equally significant. In moderate to severe OA, the meniscal matrix showed severe fibrocartilage detachment and extensive wear and tear, with reduced cellularity and cellular hypertrophy. Degeneration of the meniscus in OA is also found in people with high BMI, as evidenced by the accumulation of meniscal proteoglycans (<xref ref-type="bibr" rid="ref23 ref24 ref25">23&#x2013;25</xref>). These micro and macro changes in the degenerative meniscus are reflected by increased tissue elastic stiffness values measured by SWE (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>). Several previous researches supported that shear wave elastography can serve as an adjunctive tool to aid in the assessment of knee meniscal elasticity, especially can detect meniscus pathologies that may develop due to obesity and aging (<xref ref-type="bibr" rid="ref28 ref29 ref30">28&#x2013;30</xref>). These findings were totally consistent with ours. Ultrasound evaluation with SWE is an easily accessible, inexpensive imaging modality that also provides real-time dynamic evaluation and guides percutaneous interventional procedures. However, evaluation of the meniscus by ultrasound and SWE may be technically difficult due to adjacent bone and ligamentous structures and narrowing of the joint space due to degenerative disease (<xref ref-type="bibr" rid="ref31">31</xref>).</p>
<p>In conclusion, these preliminary findings suggest that MME and MMPD correlate with the degree of meniscal degeneration, which is seen to reflect knee OA lesions. So, it is reasonable to assume that SWE could be used as a potential tool for assessing OA, especially in aging and high BMI people.</p>
<p>There are several limitations of this study. Firstly, the sample size was small, which reduced the reliability and validity. Secondly, there was a lack of low-age samples. Thirdly, this study only involved measurements of the medial meniscus of the knee and lacked values for the lateral meniscus and other joint measurements. Further studies are needed to improve the reliability of our findings.</p>
</sec>
<sec sec-type="data-availability" id="sec14">
<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="sec15">
<title>Ethics statement</title>
<p>The studies involving humans were approved by this study were approved by the Ethics Committee from the Third Affiliated Hospital of Hebei Medical University (No. 1354064). 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="sec16">
<title>Author contributions</title>
<p>JZ: Data curation, Formal analysis, Investigation, Writing &#x2013; original draft. XZ: Methodology, Software, Writing &#x2013; original draft. YZ: Conceptualization, Formal analysis, Methodology, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec17">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec18">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec19">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmed.2024.1366793/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmed.2024.1366793/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.TIF" id="SM1" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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