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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2024.1505645</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Aging Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association between metallic implants and stroke in US adults from NHANES 2015&#x2013;2023 a cross-sectional study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Wu</surname> <given-names>Kai</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/2863366/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Pang</surname> <given-names>Liang</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/2668947/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Su</surname> <given-names>Pingping</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/2795659/overview"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Lv</surname> <given-names>Cunxian</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
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</contrib-group>
<aff><institution>Wenzhou TCM Hospital of Zhejiang Chinese Medical University</institution>, <addr-line>Wenzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Yu-Min Kuo, National Cheng Kung University, Taiwan</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Donato Melchionda, Azienda Ospedaliero-Universitaria Ospedali Riuniti di Foggia, Italy</p>
<p>Dongwei Sun, University of California, Riverside, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Cunxian Lv, <email>wzcunxianlv@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>16</volume>
<elocation-id>1505645</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Wu, Pang, Su and Lv.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wu, Pang, Su and Lv</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>Metal implants play a vital role in orthopedic treatment and are widely used in fracture repair, joint replacement and spinal surgery. Although these implants often contain key elements such as chromium (Cr), their potential health effects, particularly their association with stroke risk, have not been fully elucidated. This study aimed to evaluate the association between metallic implants and stroke.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Using data from the 2015 to 2023 National Health and Nutrition Examination Survey (NHANES), we conducted a cross-sectional analysis of 12,337 US adults, in which 3,699 participants reported having metal implants and 8,638 without. Implant-like.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Through logistic regression analysis, we revealed a significant positive association between metallic implants and stroke risk (adjusted OR&#x202F;=&#x202F;1.458, 95%CI (1.130, 1.881), <italic>p</italic>&#x202F;=&#x202F;0.004). Further stratified analysis found that this positive association was more significant among older and less physically active participants.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Findings suggest that metallic implants may be associated with an increased risk of stroke, but given the inherent limitations of cross-sectional studies, this study cannot establish causality.</p>
</sec>
</abstract>
<kwd-group>
<kwd>metal implants</kwd>
<kwd>stroke</kwd>
<kwd>cross-sectional study</kwd>
<kwd>NHANES</kwd>
<kwd>risk factors</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="9"/>
<word-count count="5939"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neuroinflammation and Neuropathy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Stroke, clinically referred to as cerebrovascular accident, is a syndrome characterized by brain dysfunction resulting from pathological events in the brain&#x2019;s blood vessels such as arterial embolism, small vessel disease, or cerebral infarction. Clinically, it primarily manifests as two types: hemorrhagic and ischemic, with the latter being more predominant in terms of incidence (<xref ref-type="bibr" rid="ref40">Sacco et al., 2013</xref>; <xref ref-type="bibr" rid="ref39">Rost et al., 2022</xref>; <xref ref-type="bibr" rid="ref22">Kumar et al., 2010</xref>). Global burden of disease studies have shown that stroke is one of the leading causes of death and disability worldwide, posing a significant economic burden (<xref ref-type="bibr" rid="ref48">Wafa et al., 2020</xref>). With the aging population, the prevalence of stroke is expected to rise in the coming decades, exacerbating economic and social pressures. Numerous risk factors contribute to stroke, including but not limited to age, sex, genetic predisposition, and lifestyle factors, among which chronic diseases and unhealthy habits are recognized as critical risk factors (<xref ref-type="bibr" rid="ref14">GBD 2019 Stroke Collaborators, 2021</xref>; <xref ref-type="bibr" rid="ref38">Roerecke, 2021</xref>).</p>
<p>Joint replacement surgery, particularly hip and knee replacements, has become an established effective method for treating advanced joint pain and functional impairment (<xref ref-type="bibr" rid="ref28">Maradit et al., 2015</xref>). Given the global trend of population aging, it is projected that by 2040, the number of joint replacement surgeries performed annually in the United States will approach 5 million (<xref ref-type="bibr" rid="ref44">Singh et al., 2019</xref>). While joint replacement surgeries provide significant symptom relief and functional recovery, postoperative complications such as neurovascular injuries, deep vein thrombosis (DVT), and prosthetic infections should not be overlooked (<xref ref-type="bibr" rid="ref42">Santana et al., 2020</xref>; <xref ref-type="bibr" rid="ref47">Vrgoc et al., 2014</xref>). Furthermore, clinical studies have indicated that patients undergoing total hip replacement face a heightened risk of stroke (<xref ref-type="bibr" rid="ref35">Rasouli et al., 2016</xref>; <xref ref-type="bibr" rid="ref37">Richardson et al., 2023</xref>; <xref ref-type="bibr" rid="ref34">Pang et al., 2024</xref>). Joint prostheses are often made from metal alloys, including cobalt-chromium alloys, stainless steel, titanium alloys, as well as biocompatible materials like ceramics and polymers (<xref ref-type="bibr" rid="ref27">Manthe et al., 2022</xref>). These metal implants endure mechanical stress and the body&#x2019;s fluid environment (such as blood, tissue fluid, and lymphatic fluid) over the long term, potentially leading to localized and systemic release of metal ions (<xref ref-type="bibr" rid="ref15">He et al., 2023</xref>). Components in the body fluid environment, such as electrolytes (such as sodium ions and chloride ions), proteins, and other organic molecules, can affect the corrosion behavior of the metal surface through chemical and electrochemical reactions, leading to the release of metal ions. Notably, cobalt has been shown to have potential cardiotoxic effects, with significant increases in cobalt concentrations in myocardial cells following total hip replacement (<xref ref-type="bibr" rid="ref50">Wyles et al., 2017</xref>; <xref ref-type="bibr" rid="ref7">Cheung et al., 2016</xref>; <xref ref-type="bibr" rid="ref2">Berber et al., 2017</xref>).</p>
<p>Based on this background, the present cross-sectional study aims to utilize data from the National Health and Nutrition Examination Survey (NHANES) to explore the relationship between metal implants and stroke risk among U.S. adults. We hypothesize that individuals with metal implants have a higher risk of stroke compared to those without such implants. The findings of this study are expected to provide new scientific evidence regarding the association between metal implants and stroke risk, offering theoretical support for clinical decision-making, patient counseling, and public health policy formulation.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Study population</title>
<p>The National Health and Nutrition Examination Survey (NHANES) is a nationally representative survey conducted across the United States, employing random sampling to select participants, ensuring that the data is representative of the entire U.S. population. Implemented biennially, each cycle of the survey encompasses face-to-face interviews, physical examinations, laboratory tests, and other health measurements for thousands of residents. The data from NHANES are extensively utilized for formulating public health policies, guiding research, and evaluating national health objectives. It should be noted that, while the NHANES data provide nationally representative information, the study was unable to analyze potential regional differences due to the inability to obtain specific geographic area data. This may limit the extrapolation of the results to certain specific areas. However, this limitation does not detract from the national applicability of the results, as the sampling method of NHANES ensures broad representativeness of the data. Future studies can combine other databases with geographic area details for further exploration. A total of 37,464 participants were obtained in the selected NHANES cycle. We further excluded subjects with missing questionnaire data and relevant laboratory tests. Ultimately, a total of 12,337 participants were included in this study. <xref ref-type="fig" rid="fig1">Figure 1</xref> illustrates the flowchart for participant selection.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flowchart of participant selection.</p>
</caption>
<graphic xlink:href="fnagi-16-1505645-g001.tif"/>
</fig>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Measurement and definition</title>
<p>The presence of metal implants in the body was determined based on an affirmative response to the following question: &#x201C;Do you have any artificial joints, pins, plates, metal sutures, or other types of metal objects in your body?&#x201D; Additionally, the mentioned metal implants do not include piercings, dental crowns, braces or fixtures, shrapnel, or bullets, and should not be visible externally or in the mouth. Stroke diagnosis was further assessed using a health questionnaire. During the interview, participants were asked, &#x201C;Have you ever been diagnosed with a stroke by a doctor or other healthcare professional?&#x201D; Participants who answered &#x201C;yes&#x201D; to this question were considered stroke survivors. This definition has been used in numerous epidemiological studies and has been effective in capturing health events among participants. However, due to the lack of radiological confirmation or medical records, future studies should employ a variety of methods to verify the accuracy of stroke diagnoses.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Covariates</title>
<p>In line with previous studies, we collected variables that may be associated with the relationship between metallic implants and stroke, including smoking, alcohol consumption, obesity, and diabetes. We obtained sociodemographic data (such as gender, age, race/ethnicity, poverty status [PIR], education level, and body mass index [BMI]), lifestyle factors (such as smoking and drinking status), and medical history (such as diabetes) as covariates (<xref ref-type="bibr" rid="ref15">He et al., 2023</xref>). Education levels were categorized into three groups used by NHANES: high school or below, high school equivalent, and college or above. Participants were classified as Mexican American, other Hispanic, Hispanic white, non-Hispanic black, or other races. The PIR was divided into three categories: low (&#x003C;1.5), medium (1.5&#x2013;3.5), and high (&#x003E;3.5). Marital status was defined as one of three groups: married and living with a partner, other (including widowed, divorced, or separated), and never married. For lifestyle factors, individuals who reported having smoked more than 100 cigarettes in their lifetime were classified as smokers. Alcohol consumption was assessed through the questions: &#x201C;During the past year, have you consumed at least 12 drinks of any kind of alcoholic beverage? By &#x201C;one drink,&#x201D; I mean a 12-ounce beer, a 5-ounce glass of wine, or a 1.5-ounce shot of spirits?&#x201D; (<xref ref-type="bibr" rid="ref24">Liu et al., 2022</xref>). Diabetes was defined as self-reported diabetes, use of antidiabetic medications, or meeting the criteria set by the American Diabetes Association (ADA). Participants were classified as having hypertension if they met any of the following criteria: (<xref ref-type="bibr" rid="ref40">Sacco et al., 2013</xref>) average systolic blood pressure (SBP)&#x202F;&#x2265;&#x202F;140&#x202F;mmHg (<xref ref-type="bibr" rid="ref39">Rost et al., 2022</xref>) average diastolic blood pressure (DBP)&#x202F;&#x2265;&#x202F;90&#x202F;mmHg (<xref ref-type="bibr" rid="ref22">Kumar et al., 2010</xref>) self-reported diagnosis of hypertension; or (<xref ref-type="bibr" rid="ref48">Wafa et al., 2020</xref>) currently using antihypertensive medications. Coronary heart disease was determined based on a questionnaire asking participants whether a doctor had ever informed them of this condition.</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Statistical analysis</title>
<p>Statistical analyses were conducted using Stata 16 and R software version 4.2.1. Descriptive statistics were employed to present the data, with normally distributed or skewed data reported as mean&#x202F;&#x00B1;&#x202F;standard deviation, and categorical variables expressed as counts and percentages. Complex sample weights were utilized to estimate population characteristics, BMI, and the overall prevalence of diabetes and hypertension.</p>
<p>Subsequently, statistically significant covariates were incorporated into a multiple linear regression model for analysis. In this study, metal implants served as the predictor variable, while stroke was the outcome variable for the association study. After adjusting for covariates, the relationship between metal implants and stroke was further explored, and effect sizes (<italic>&#x03B2;</italic>) along with their 95% confidence intervals (CI) were calculated. To enhance the accuracy of the results, subgroup analyses stratified by age, gender, and physical activity were performed. A <italic>p</italic>-value of &#x003C;0.05 was considered statistically significant for assessing the performance of the metrics.</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<sec id="sec12">
<label>3.1</label>
<title>Population-based research analysis</title>
<p>A total of 12,337 eligible participants were included in this study, comprising a metal implant group (<italic>n</italic>&#x202F;=&#x202F;3,699) and a non-metal implant group (<italic>n</italic>&#x202F;=&#x202F;8,638). The average age of participants was 58.570&#x202F;years (standard error&#x202F;&#x00B1;&#x202F;11.565), with 47.624% being male. Among them, 753 individuals had a history of stroke. <xref ref-type="table" rid="tab1">Table 1</xref> presents the demographic and baseline characteristics of the metal implant and non-metal implant groups. Notably, the metal implant group was significantly older than the non-metal implant group (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The proportion of non-Hispanic whites in the metal implant group was higher than in the non-metal implant group (75.621 vs. 63.940%).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Baseline characteristics of participants in the NHANES 2015&#x2013;2020&#x202F;cycle.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Characteristics</th>
<th align="center" valign="top">Total</th>
<th align="center" valign="top">Without metal implants</th>
<th align="center" valign="top">With metal implants</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Age (years), Mean (SD)</td>
<td align="center" valign="middle">58.570&#x202F;+&#x202F;11.565</td>
<td align="center" valign="middle">56.662&#x202F;+&#x202F;11.114</td>
<td align="center" valign="middle">62.848&#x202F;+&#x202F;11.412</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Total cholesterol (mg/dL), Mean (SD)</td>
<td align="center" valign="middle">194.529&#x202F;+&#x202F;42.677</td>
<td align="center" valign="middle">197.350&#x202F;+&#x202F;42.001</td>
<td align="center" valign="middle">188.204&#x202F;+&#x202F;43.495</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">HDL (mg/dL), Mean (SD)</td>
<td align="center" valign="middle">55.257&#x202F;+&#x202F;17.289</td>
<td align="center" valign="middle">55.044+ 16.686</td>
<td align="center" valign="middle">55.732&#x202F;+&#x202F;18.559</td>
<td align="center" valign="middle">0.041</td>
</tr>
<tr>
<td align="left" valign="middle">Gender, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.304</td>
</tr>
<tr>
<td align="left" valign="middle">Man</td>
<td align="center" valign="middle">47.624</td>
<td align="center" valign="middle">47.933</td>
<td align="center" valign="middle">46.933</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">52.376</td>
<td align="center" valign="middle">52.067</td>
<td align="center" valign="middle">53.067</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Race/ethnicity, <italic>n</italic> (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Mexican American</td>
<td align="center" valign="middle">6.677</td>
<td align="center" valign="middle">7.602</td>
<td align="center" valign="middle">4.603</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Other Hispanic</td>
<td align="center" valign="middle">6.706</td>
<td align="center" valign="middle">7.414</td>
<td align="center" valign="middle">5.119</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Non-Hispanic White</td>
<td align="center" valign="middle">67.543</td>
<td align="center" valign="middle">63.940</td>
<td align="center" valign="middle">75.621</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Non-Hispanic Black</td>
<td align="center" valign="middle">9.851</td>
<td align="center" valign="middle">11,168</td>
<td align="center" valign="middle">6.899</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Other Race</td>
<td align="center" valign="middle">9.222</td>
<td align="center" valign="middle">9.876</td>
<td align="center" valign="middle">7.758</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Education level, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.065</td>
</tr>
<tr>
<td align="left" valign="middle">High school graduate or below</td>
<td align="center" valign="middle">36.752</td>
<td align="center" valign="middle">37.012</td>
<td align="center" valign="middle">36.169</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Some college or AA degree</td>
<td align="center" valign="middle">30.492</td>
<td align="center" valign="middle">29.850</td>
<td align="center" valign="middle">31.931</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">College graduate or above</td>
<td align="center" valign="middle">32.756</td>
<td align="center" valign="middle">33.138</td>
<td align="center" valign="middle">31.900</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Family income, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.0004</td>
</tr>
<tr>
<td align="left" valign="middle">&#x2264; 1.3</td>
<td align="center" valign="middle">16.788</td>
<td align="center" valign="middle">17.669</td>
<td align="center" valign="middle">14.812</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">1.3&#x202F;&#x003C;&#x202F;PIR&#x202F;&#x2264;&#x202F;3.5</td>
<td align="center" valign="middle">35.177</td>
<td align="center" valign="middle">34.870</td>
<td align="center" valign="middle">35.866</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">PIR&#x202F;&#x003E;&#x202F;3.5</td>
<td align="center" valign="middle">48.035</td>
<td align="center" valign="middle">47.461</td>
<td align="center" valign="middle">49.322</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Marriage status, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.566</td>
</tr>
<tr>
<td align="left" valign="middle">Married or living with a partner</td>
<td align="center" valign="middle">69.186</td>
<td align="center" valign="middle">69.271</td>
<td align="center" valign="middle">68.994</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Widowhood, divorce or separation</td>
<td align="center" valign="middle">28.480</td>
<td align="center" valign="middle">28,311</td>
<td align="center" valign="middle">28.859</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Never married</td>
<td align="center" valign="middle">2.334</td>
<td align="center" valign="middle">2.418</td>
<td align="center" valign="middle">2.146</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Drinking status, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.928</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">23.547</td>
<td align="center" valign="middle">23.524</td>
<td align="center" valign="middle">23.599</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">76.453</td>
<td align="center" valign="middle">76.476</td>
<td align="center" valign="middle">76.401</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">BMI, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.004</td>
</tr>
<tr>
<td align="left" valign="middle">Normal weight</td>
<td align="center" valign="middle">23.729</td>
<td align="center" valign="middle">24.530</td>
<td align="center" valign="middle">21.933</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Overweight</td>
<td align="center" valign="middle">33.485</td>
<td align="center" valign="middle">33.406</td>
<td align="center" valign="middle">33.664</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Obesity</td>
<td align="center" valign="middle">42.786</td>
<td align="center" valign="middle">42.064</td>
<td align="center" valign="middle">44.404</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Diabetes, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">83,271</td>
<td align="center" valign="middle">85.110</td>
<td align="center" valign="middle">79.146</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">16.729</td>
<td align="center" valign="middle">14.890</td>
<td align="center" valign="middle">20.854</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Hypertension, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">49.341</td>
<td align="center" valign="middle">52.766</td>
<td align="center" valign="middle">41.664</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">50.659</td>
<td align="center" valign="middle">47.234</td>
<td align="center" valign="middle">58.336</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Physical activity, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Regular activities</td>
<td align="center" valign="middle">16.239</td>
<td align="center" valign="middle">17.639</td>
<td align="center" valign="middle">13.100</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Occasional activities</td>
<td align="center" valign="middle">33.429</td>
<td align="center" valign="middle">32.997</td>
<td align="center" valign="middle">34.399</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Little activity</td>
<td align="center" valign="middle">50.332</td>
<td align="center" valign="middle">49.364</td>
<td align="center" valign="middle">52.501</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Coronary heart disease, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">94.042</td>
<td align="center" valign="middle">97.359</td>
<td align="center" valign="middle">86.603</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">5.958</td>
<td align="center" valign="middle">2.641</td>
<td align="center" valign="middle">13.397</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Smoking status, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">54.702</td>
<td align="center" valign="middle">57.409</td>
<td align="center" valign="middle">48.634</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">45.298</td>
<td align="center" valign="middle">42.591</td>
<td align="center" valign="middle">51.366</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Stroke, (%)</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">95.232</td>
<td align="center" valign="middle">96.403</td>
<td align="center" valign="middle">92.605</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">4.768</td>
<td align="center" valign="middle">3.597</td>
<td align="center" valign="middle">7.395</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Furthermore, the metal implant group exhibited higher rates of poverty, lower education levels, smoking, alcohol consumption, BMI, hypertension, coronary heart disease, physical inactivity, and diabetes (all <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Importantly, the prevalence of stroke was higher in the metal implant group compared to the non-metal implant group (7.395 vs. 3.597%, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
<p><xref ref-type="table" rid="tab2">Table 2</xref> presents the logistic regression analysis with metal implants as the independent variable and stroke as the outcome. Overall, metal implants were significantly associated with stroke [OR&#x202F;=&#x202F;2.140, 95% CI (1.720, 2.663), <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001]. This positive correlation persisted even after adjusting for other variables, remaining significant in Model 2 [OR&#x202F;=&#x202F;1.835, 95% CI (1.463, 2.301)], Model 3 (OR&#x202F;=&#x202F;1.650, 95% CI (1.305, 2.088), <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and Model 4 (OR&#x202F;=&#x202F;1.458, 95% CI (1.130, 1.881), <italic>p</italic>&#x202F;=&#x202F;0.004). In all models, the presence of metal implants was positively correlated with the incidence of stroke, and this association remained statistically significant.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Relationship between metal implants and stroke.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th align="center" valign="top">OR (95%CI)</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="3">Model 1</td>
<td align="left" valign="middle">No stroke</td>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Stroke</td>
<td align="center" valign="middle">2.140 (1.720, 2.663)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No stroke</td>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Model 2</td>
<td align="left" valign="middle">Stroke</td>
<td align="center" valign="middle">1.835 (1.463, 2.301)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No stroke</td>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Model 3</td>
<td align="left" valign="middle">Stroke</td>
<td align="center" valign="middle">1.650 (1.305, 2.088)</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No stroke</td>
<td align="center" valign="middle">ref</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Model 4</td>
<td align="left" valign="middle">Stroke</td>
<td align="center" valign="middle">1.458 (1.130, 1.881)</td>
<td align="center" valign="middle">0.004</td>
</tr>
</tbody>
</table>
</table-wrap>
<p><xref ref-type="table" rid="tab3">Table 3</xref> illustrates the results of the stratified analysis, which demonstrates that the correlation between metal implants and stroke increases with age and decreases in physical activity. The relationships in the final model are as follows: for the &#x003E;60 age group [OR&#x202F;=&#x202F;1.513, 95% CI (1.129, 2.028), <italic>p</italic>&#x202F;=&#x202F;0.006], for the group with low physical activity [OR&#x202F;=&#x202F;1.382, 95% CI (1.043, 1.829), <italic>p</italic>&#x202F;=&#x202F;0.024], and for women [OR&#x202F;=&#x202F;1.382, 95% CI (1.043, 1.829), <italic>p</italic>&#x202F;=&#x202F;0.024].</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Subgroup analysis between metal implants and stroke subgroup analysis of the relationship between metallic implants and stroke.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Subgroup</th>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">OR (95%CI)</th>
<th align="center" valign="top">p</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">Age</td>
<td align="left" valign="middle">&#x2264;60</td>
<td align="center" valign="middle">1.282 (0.784, 2.095)</td>
<td align="center" valign="middle">0.322</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;60</td>
<td align="center" valign="middle">1.513 (1.129, 2.028)</td>
<td align="center" valign="middle">0.006</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Gender</td>
<td align="left" valign="middle">Man</td>
<td align="center" valign="middle">1.293 (0.904, 1.851)</td>
<td align="center" valign="middle">0.160</td>
</tr>
<tr>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">1.649 (1.167, 2.332)</td>
<td align="center" valign="middle">0.005</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Physical activity</td>
<td align="left" valign="middle">Regular activities</td>
<td align="center" valign="middle">1.970 (0.627, 6.186)</td>
<td align="center" valign="middle">0.245</td>
</tr>
<tr>
<td align="left" valign="middle">Occasional activities</td>
<td align="center" valign="middle">1.553 (0.864, 2.792)</td>
<td align="center" valign="middle">0.141</td>
</tr>
<tr>
<td align="left" valign="middle">Little activity</td>
<td align="center" valign="middle">1.382 (1.043, 1.829)</td>
<td align="center" valign="middle">0.024</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Each stratification factor was adjusted for all other variables except the stratification component itself.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec13">
<label>4</label>
<title>Discussion</title>
<p>This study utilized nationally representative data from the NHANES (2015&#x2013;2023) to elucidate the strong association between metal implants and stroke. Importantly, this association remained statistically significant even after adjusting for several confounding factors, including age, gender, race, physical activity, socioeconomic status, obesity, smoking status, alcohol consumption, hypertension, and diabetes. In our research, approximately 7.395% of patients in the metal implant group had a history of stroke, which is 3.798% higher than that in the non-metal implant group. These findings prompt us to consider the possibility that metal implants may be a potential risk factor for stroke. In subgroup analysis, it has been observed that women who undergo metal implantation are at an increased risk of stroke compared to their male counterparts. Research indicates that women tend to have higher concentrations of metal ions in their bodies (<xref ref-type="bibr" rid="ref31">Moroni et al., 2011</xref>). Furthermore, individuals over the age of 60 are at a higher risk of developing stroke, and those with less physical activity also face an elevated risk. Studies have shown that the proportion of non-Hispanic whites in the group with metal implants is significantly higher than that of other ethnicities, which may reflect differences in access to medical resources, surgical preferences, and cultural factors among different ethnic groups. For instance, research has indicated that non-Hispanic whites are more inclined to undergo joint replacement surgery or other treatment measures involving metal implants (<xref ref-type="bibr" rid="ref20">Kim and Jacobson, 2024</xref>; <xref ref-type="bibr" rid="ref18">Jiang et al., 2024</xref>). This racial distribution difference may suggest that racial factors play a significant role in the association between metal implants and stroke risk. Therefore, this distribution characteristic emphasizes the importance of balancing racial representation in future study designs.</p>
<p>Previous studies have primarily focused on the release of metal ions due to wear or corrosion of metal implants. For instance, some researchers have identified mechanical-assisted crevice corrosion (MACC) following total hip arthroplasty, during which metal ions may enter the bloodstream (<xref ref-type="bibr" rid="ref13">Garbuz et al., 2010</xref>; <xref ref-type="bibr" rid="ref17">Jacobs et al., 2014</xref>; <xref ref-type="bibr" rid="ref16">Hussey and McGrory, 2017</xref>). The accumulation of these ions in the body can be disseminated through circulation, potentially affecting overall health, including vascular health (<xref ref-type="bibr" rid="ref5">Brennan et al., 2024</xref>; <xref ref-type="bibr" rid="ref23">Lassalle et al., 2018</xref>; <xref ref-type="bibr" rid="ref29">Mastel et al., 2022</xref>). Although there is currently no direct evidence linking metal ions to stroke causation, studies have indicated that the normal functioning of brain tissue relies on essential ion transporters. The accumulation of ions may disrupt the operation of these transporters, potentially leading to a vicious cycle that increases stroke risk (<xref ref-type="bibr" rid="ref45">Song et al., 2024</xref>; <xref ref-type="bibr" rid="ref49">Wang et al., 2024</xref>; <xref ref-type="bibr" rid="ref41">Sangani et al., 2024</xref>). Additionally, research has shown that cobalt ions can lead to apoptosis and necrosis of endothelial cells once they diffuse into the bloodstream, thereby inhibiting the activity of other cells and increasing stroke risk (<xref ref-type="bibr" rid="ref55">Zhu et al., 2021</xref>). The potential effects of metal ions on cardiac function, including disruption of heart rhythms and impairment of valve function, may also indirectly elevate the risk of stroke. One study observed that cobalt ions exhibited cytotoxic effects on synovial cells (fibroblasts), causing inflammation in hips with metal implants (<xref ref-type="bibr" rid="ref10">Eltit et al., 2017</xref>; <xref ref-type="bibr" rid="ref11">Eltit et al., 2021</xref>). Furthermore, cobalt ions can affect mitochondrial function, leading to autophagy of mitochondria and triggering hypoxic responses (<xref ref-type="bibr" rid="ref12">Eltit et al., 2019</xref>; <xref ref-type="bibr" rid="ref6">Chamaon et al., 2019</xref>). Hypoxic responses in cells include the secretion of cytokines that can provoke inflammation by activating vasculature and enhancing leukocyte migration (<xref ref-type="bibr" rid="ref30">Mittal et al., 2014</xref>). Metal ions may also have widespread effects on biological systems by inducing oxidative stress responses. For instance, studies have shown that titanium dioxide nanoparticles can trigger oxidative stress, leading to repeated cellular damage and abnormal proliferation, while also causing indirect DNA damage (<xref ref-type="bibr" rid="ref54">Zhong et al., 2024</xref>; <xref ref-type="bibr" rid="ref4">Braakhuis et al., 2021</xref>). These processes may lead to abnormal cell growth behavior and further promote osteolysis around the prosthesis (<xref ref-type="bibr" rid="ref33">Nuevo-Ordonez et al., 2011</xref>). In addition, some studies have found that increased titanium concentrations in plasma are significantly associated with an increased risk of stroke and heart disease (<xref ref-type="bibr" rid="ref51">Xiao et al., 2019</xref>; <xref ref-type="bibr" rid="ref53">Yuan et al., 2017</xref>).</p>
<p>Furthermore, metal allergic reactions are also a concern following joint replacement surgery. Some patients may develop allergic reactions to certain components in metal implants, such as cobalt and chromium, potentially leading to local tissue reactions or even systemic responses. In a study by <xref ref-type="bibr" rid="ref3">Bloemke and Clarke (2015)</xref>, a self-reported survey on skin allergies, metal allergies, or sensitivities was conducted among patients undergoing primary total knee arthroplasty (TKA), revealing that individuals with these allergic symptoms comprised as much as 14% of the sample. In contrast, Nam et al. found a self-reported incidence of metal allergies at 4.1% through analysis of a large cohort (<xref ref-type="bibr" rid="ref32">Nam et al., 2016</xref>). Additionally, the immune response triggered by metal allergies may indirectly affect cardiac function, increasing the risk of arrhythmias and changes in blood composition, all of which could promote the occurrence of strokes (<xref ref-type="bibr" rid="ref25">Lv et al., 2024</xref>). Therefore, although direct evidence is lacking, the potential link between metal allergies and stroke should not be overlooked, necessitating further research to explore these underlying mechanisms and provide patients with more comprehensive prevention and treatment strategies.</p>
<p>Research indicates that levels of physical activity may play a significant modulating role between metal implants and the risk of stroke. Particularly in groups with low physical activity, the positive correlation between metal implants and stroke risk is more pronounced, which may be related to the hemodynamic changes and decreased metabolic levels triggered by insufficient physical activity (<xref ref-type="bibr" rid="ref1">Belfiore et al., 2018</xref>; <xref ref-type="bibr" rid="ref19">Ju et al., 2024</xref>; <xref ref-type="bibr" rid="ref26">Madsen et al., 2022</xref>). Furthermore, studies have shown that replacing 1 h of sedentary time (ST) with an equivalent amount of physical activity (PA) per week can significantly reduce the risk of all-cause mortality, cardiovascular disease, and cancer deaths (<xref ref-type="bibr" rid="ref8">de la Camara et al., 2024</xref>; <xref ref-type="bibr" rid="ref43">Schmid et al., 2016</xref>; <xref ref-type="bibr" rid="ref36">Rees-Punia et al., 2019</xref>). Metal ions in the body can promote vascular pathology by activating inflammatory factors. However, moderate physical activity can not only neutralize the potential side effects of metal ions but also improve overall prognosis by raising the patient&#x2019;s health threshold (<xref ref-type="bibr" rid="ref46">Tian et al., 2022</xref>; <xref ref-type="bibr" rid="ref52">You et al., 2023</xref>; <xref ref-type="bibr" rid="ref21">Kong et al., 2023</xref>). In contrast, although high-intensity physical activity may increase joint load and exacerbate implant wear, thereby releasing more metal ions, appropriate physical activity helps to balance this risk. It is worth mentioning that a study found that moderate physical activity can also reduce the levels of heavy metal ions such as cadmium and lead in the blood, thereby alleviating their toxic effects on the vascular system and further reducing the potential risk of stroke (<xref ref-type="bibr" rid="ref9">Deng et al., 2024</xref>). This evidence suggests that physical activity not only has a significant impact on the biological effects of implant wear and metal ion release but may also indirectly reduce the risk of stroke by modulating inflammatory responses and improving vascular function.</p>
<p>In summary, although the direct relationship between metal implants and stroke following joint replacement surgery has yet to be definitively established, the release of metal ions, metal allergic reactions, and the necessity for long-term health monitoring in patients represent key areas for future research. Future studies should explore how these factors collectively impact patients&#x2019; long-term health outcomes and their potential influence on stroke risk.</p>
<p>Additionally, the NHANES database lacks detailed records regarding metal implants, including the type, number, duration within the body, and key information such as the corrosion rates and ion release profiles of different metal materials. This data absence limits a comprehensive assessment of the potential impact of different metal types on stroke risk. Moreover, significant differences may exist in functionality, biomechanical load, and <italic>in vivo</italic> degradation processes of different metal implants, which could influence study outcomes, increase heterogeneity between groups, and reduce the clinical specificity of study conclusions. Lastly, a limitation of this study is the significant difference in racial distribution between the metal implant group and the non-implant group, which may affect the universality of the results. Although we adjusted for racial factors in multivariate regression analysis, this imbalanced distribution may still mask specific associations within certain subgroups. Future research will aim to enhance clinical relevance and specificity by collecting more detailed information regarding metal implants and addressing potential confounding factors. To overcome these limitations, prospective study designs should be employed in future research. Moreover, we must acknowledge the possibility of unmeasured or unknown confounding factors, which could lead to residual confounding effects in the study.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec14">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec15">
<title>Author contributions</title>
<p>KW: Conceptualization, Data curation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. LP: Conceptualization, Data curation, Formal analysis, Methodology, Software, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. PS: Methodology, Project administration, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CL: Funding acquisition, Resources, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec16">
<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="sec17">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec18">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec19">
<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>
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