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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2025.1539407</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Serum ferritin and risk of stroke: a meta-analysis of observation studies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Zheng</surname> <given-names>Wen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Wang</surname> <given-names>Yangyang</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2913463/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Xia</surname> <given-names>Zuwei</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname> <given-names>Dengliang</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of Preclinical Medicine, Zunyi Medical University</institution>, <addr-line>Zunyi</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Neurosurgery, Sichuan Provincial People&#x2019;s Hospital, University of Electronic Science and Technology of China</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Gastrointestinal Surgery, Chongqing Jiulongpo People's Hospital</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of General Surgery, Xipeng Town Health Center of Jiulongpo District</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Anna Bersano, IRCCS Carlo Besta Neurological Institute Foundation, Italy</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Umesh Kumar, University of Innsbruck, Austria</p>
<p>Abhilasha Shiv Chandra Singh, Massachusetts General Hospital and Harvard Medical School, United States</p>
<p>Shihua Shi, ETH Z&#x00FC;rich, Switzerland</p>
<p>Shravan Sivakumar, Beth Israel Lahey Health, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Zuwei Xia, <email>935307333@qq.com</email>; Dengliang Liu, <email>13340210482@163.com</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1539407</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>12</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Zheng, Wang, Xia and Liu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zheng, Wang, Xia and Liu</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>Background and purpose</title>
<p>Serum ferritin, a well-established biomarker of iron status, has been inconsistently linked to stroke risk in previous studies. This meta-analysis aims to systematically evaluate the association between serum ferritin levels and the risk of stroke.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We conducted a systematic literature search across the PubMed and Embase databases to identify relevant studies. Studies meeting predefined eligibility criteria were selected, and relevant data were extracted. Statistical analysis was performed using Stata 12.0.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Ten studies, including eight longitudinal and three cross-sectional, were included in our meta-analysis. Cross-sectional studies showed that stroke patients had significantly higher serum ferritin levels than controls. Longitudinal studies suggested a 22% increase in stroke risk in individuals with higher serum ferritin. Subgroup analysis indicated that further high-quality population-based cohort studies are warranted to validate these findings. Dose&#x2013;response meta-analysis confirmed a positive association between serum ferritin levels and stroke risk.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>This meta-analysis provides evidence of a positive association between increased serum ferritin levels and stroke incidence. While these results are promising, definitive conclusions cannot be drawn at this time. Therefore, additional robust, prospective cohort studies are imperative to substantiate this relationship.</p>
</sec>
</abstract>
<kwd-group>
<kwd>serum ferritin</kwd>
<kwd>stroke</kwd>
<kwd>meta-analysis</kwd>
<kwd>cerebrovascular accident</kwd>
<kwd>iron</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="34"/>
<page-count count="9"/>
<word-count count="4120"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Stroke</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>Stroke is a serious cerebrovascular disease. Current data indicates that approximately 12 million people suffer strokes annually, making it one of the most lethal diseases worldwide (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). Although advances in active thrombolytic therapy and surgical interventions have substantially decreased stroke-related mortality, the persistently high incidence of disability and long-term sequelae renders stroke a profoundly debilitating disorder. As a result, preventive strategies have emerged as a paramount focus in stroke management.</p>
<p>Iron is a vital element for human health; however, high concentrations of iron can induce severe cytotoxicity via the Fenton reaction. Furthermore, iron status is closely linked to cardiovascular disease (<xref ref-type="bibr" rid="ref3">3</xref>&#x2013;<xref ref-type="bibr" rid="ref7">7</xref>). Serum ferritin, a key indicator of iron storage/iron level, indirectly reflects whether an individual is experiencing iron deficiency or overload (<xref ref-type="bibr" rid="ref8">8</xref>&#x2013;<xref ref-type="bibr" rid="ref10">10</xref>). This suggests that serum ferritin levels can serve as a proxy for overall health to some extent. However, observational studies have yielded inconsistent findings regarding the association between serum ferritin and stroke risk (<xref ref-type="bibr" rid="ref11">11</xref>&#x2013;<xref ref-type="bibr" rid="ref19">19</xref>). To clarify this relationship, a meta-analysis was conducted aimed at evaluating the quantitative association between serum ferritin levels and the risk of stroke.</p>
</sec>
<sec sec-type="methods" id="sec6">
<title>Methods</title>
<p>The review was conducted in accordance with the PRISMA guidelines and was prospectively registered with the PROSPERO database of systematic reviews (CRD42024628065).</p>
<sec id="sec7">
<title>Literature search</title>
<p>Literature concerning ferritin and stroke was systematically searched using the PubMed and Embase databases. Two thematic categories were combined with the Boolean operator &#x201C;AND&#x201D;. The search incorporated the following terms: Ferritins, Iron, Stroke, Cerebrovascular Disorders, Cerebral Hemorrhage, Cerebral Infarction, Subarachnoid Hemorrhage.</p>
</sec>
<sec id="sec8">
<title>Inclusion and exclusion criteria</title>
<p>Literature was included as the following criteria: (1) Studies were included if they provided data on or allowed for the estimation of the association between serum ferritin levels and stroke. (2) Studies were included if they reported risk ratios (RRs) or odds ratios (ORs) with their corresponding 95% confidence intervals (CIs), or if these could be calculated from the reported data. (3) In the longitudinal studies, serum ferritin levels were at minimum categorized into high-level and low-level groups. Literature met following criteria were excluded: (1) Meeting abstracts were excluded due to insufficient data available online. (2) In cases where studies utilized the same participant population cohort, the study with the largest sample size was included, and other studies from this population cohort were excluded. (3) Studies were excluded if they presented stroke data as part of total cardiovascular disease data, without providing sufficient detailed information specific to stroke.</p>
</sec>
<sec id="sec9">
<title>Literature quality assessment</title>
<p>Newcastle&#x2013;Ottawa Quality Assessment Scale (NOS) was used to assess the literature quality. Literature with score equal to 9 were regarded as high quality, otherwise, a score lower than 9 is low quality. The detailed data are supplied in <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref>.</p>
</sec>
<sec id="sec10">
<title>Data abstraction</title>
<p>Data were independently extracted by two authors, Zheng and Wang. Any disagreements were resolved through discussion. The data extraction contents contain the following points: The first author&#x2019;s name, year of publication, sample size, number of cases, mean age at baseline, time of mean follow up, adjusted factors, type of stroke, gender, serum ferritin level and the RRs/ORs. Note on Serum Ferritin Levels: When serum ferritin levels were reported as a range, the average value was estimated assuming a normal distribution.</p>
</sec>
<sec id="sec11">
<title>Statistical analysis</title>
<p>Stata 12.0 was used as statistical analysis software. A fixed effects model was the prior, if met I<sup>2</sup>&#x202F;&#x003E;&#x202F;50%, indicating a large heterogeneity, use the random effect model instead. Then category analysis was performed by the characteristics (Quality of original literature, adjust risk factors, Sex, mean age at baseline, Race) provides in these literatures. For dose response meta-analysis, linear and a cubic spline model were both used to assess the relationship between serum ferritin and stroke risk. And sensitivity analysis was also used to evaluate the reliability of our results. Due to the results are positive or not often affects the publication of the literature, then the Begg test was used for assessment of publication bias.</p>
<p>Statistical analyses were performed using Stata 12.0. A fixed-effects model was initially employed for meta-analysis. However, if significant heterogeneity was detected (I<sup>2</sup>&#x202F;&#x003E;&#x202F;50%), a random-effects model was used instead. Subgroup analyses were conducted based on characteristics reported in the included studies, such as study quality, adjusted risk factors, sex, mean age at baseline, and race. For dose&#x2013;response meta-analysis, a linear and a cubic spline model were applied to investigate the relationship between serum ferritin levels and stroke risk. Sensitivity analyses were performed to evaluate the reliability of our findings. Publication bias was assessed using Begg&#x2019;s test and Egger&#x2019;s test, given that the likelihood of publication can be influenced by the direction of the results.</p>
</sec>
</sec>
<sec sec-type="results" id="sec12">
<title>Results</title>
<sec id="sec13">
<title>Literature search and study characteristics</title>
<p>The literature search process is illustrated in <xref ref-type="fig" rid="fig1">Figure 1</xref>. Initially, 1899 records were identified through database searching. After two rounds of meticulous screening, 10 literatures were ultimately included in the meta-analysis (<xref ref-type="bibr" rid="ref11">11</xref>&#x2013;<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>). Among these literatures, three were cross-sectional studies and eight were longitudinal studies. The cross-sectional studies involved 530,625 participants, while the longitudinal studies included 35,720 participants. In the cross-sectional studies, there were 62,178 stroke patients, although one study did not report the number of stroke cases. For longitudinal studies, 1,074 cases were reported. The mean age of participants at baseline ranged from 41 to 64.8&#x202F;years. The mean follow-up time for longitudinal studies varied from 4.3 to 17&#x202F;years. Seven studies were conducted in Europe, two in North America, and one in Asia. All detailed information is summarized in <xref ref-type="table" rid="tab1">Table 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of literature retrieval and screening.</p>
</caption>
<graphic xlink:href="fneur-16-1539407-g001.tif"/>
</fig>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of studies of serum ferritin and the risk of stroke.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="top">Author (country)</th>
<th align="center" valign="top">Year of publication</th>
<th align="center" valign="top">character of study</th>
<th align="center" valign="top">Data source</th>
<th align="center" valign="top">Sample size</th>
<th align="center" valign="top">No. of total stroke cases (type)</th>
<th align="center" valign="top">Sex</th>
<th align="center" valign="top">Location</th>
<th align="center" valign="top">Mean age at baseline</th>
<th align="center" valign="top">Mean follow-up years</th>
<th align="center" valign="top">Adjustment factors</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center" valign="middle">M. P. Hermans et al. (<xref ref-type="bibr" rid="ref18">18</xref>)</td>
<td align="center" valign="middle">2010</td>
<td align="center" valign="middle"><italic>Cross-sectional study</italic></td>
<td align="center" valign="middle">Not Reported</td>
<td align="center" valign="middle">424</td>
<td align="center" valign="middle">16</td>
<td align="center" valign="middle">Only man</td>
<td align="center" valign="middle">Europe</td>
<td align="center" valign="middle">64.8</td>
<td align="center" valign="middle">Not Applicable</td>
<td align="center" valign="middle">Not adjust</td>
</tr>
<tr>
<td align="center" valign="middle">Dipender Gill et al. (<xref ref-type="bibr" rid="ref16">16</xref>)</td>
<td align="center" valign="middle">2018</td>
<td align="center" valign="middle"><italic>Cross-sectional study</italic></td>
<td align="center" valign="middle">Not Reported</td>
<td align="center" valign="middle">521,612</td>
<td align="center" valign="middle">652</td>
<td align="center" valign="middle">Men and woman</td>
<td align="center" valign="middle">Europe</td>
<td align="center" valign="middle">Not Reported</td>
<td align="center" valign="middle">Not Applicable</td>
<td align="center" valign="middle">Not adjust</td>
</tr>
<tr>
<td align="center" valign="middle">Dong Liu et al. (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="center" valign="middle">2021</td>
<td align="center" valign="middle"><italic>Cross-sectional study</italic> &#x0026; longitudinal study</td>
<td align="center" valign="middle">China Health and Nutrition Survey</td>
<td align="center" valign="middle">8,589<break/>7,290</td>
<td align="center" valign="middle">Not Reported<break/>128</td>
<td align="center" valign="middle">Men and woman</td>
<td align="center" valign="middle">Asia</td>
<td align="center" valign="middle">Not Reported<break/>51</td>
<td align="center" valign="middle">Not Applicable<break/>6.1</td>
<td align="center" valign="middle">Adjusted for age, gender, BMI, smoking status, drinking status, diabetes, hypertension, and hsCRP</td>
</tr>
<tr>
<td align="center" valign="middle">James S. Pankow et al. (<xref ref-type="bibr" rid="ref17">17</xref>)</td>
<td align="center" valign="middle">2008</td>
<td align="center" valign="middle">Longitudinal study</td>
<td align="center" valign="middle">Atherosclerosis Risk in Communities (ARIC) Study</td>
<td align="center" valign="middle">6,813</td>
<td align="center" valign="middle">245</td>
<td align="center" valign="middle">Men and woman</td>
<td align="center" valign="middle">North America</td>
<td align="center" valign="middle">54.4</td>
<td align="center" valign="middle">15</td>
<td align="center" valign="middle">Not adjust</td>
</tr>
<tr>
<td align="center" valign="middle">Vander et al. (<xref ref-type="bibr" rid="ref11">11</xref>)</td>
<td align="center" valign="middle">2005</td>
<td align="center" valign="middle">Longitudinal study</td>
<td align="center" valign="middle">European Prospective Investigation Into Cancer and Nutrition (EPIC)</td>
<td align="center" valign="middle">1,132</td>
<td align="center" valign="middle">65</td>
<td align="center" valign="middle">Only women</td>
<td align="center" valign="middle">Europe</td>
<td align="center" valign="middle">59</td>
<td align="center" valign="middle">4.3</td>
<td align="center" valign="middle">Adjusted for age, body mass index, alcohol intake, hsCRP, smoking, hypertension, hypercholesterolemia, diabetes, glucose, LDL cholesterol, and HDL-cholesterol</td>
</tr>
<tr>
<td align="center" valign="middle">Sotirios Tsimikas et al. (<xref ref-type="bibr" rid="ref14">14</xref>)</td>
<td align="center" valign="middle">2009</td>
<td align="center" valign="middle">Longitudinal study</td>
<td align="center" valign="middle">Bruneck study cohort</td>
<td align="center" valign="middle">765</td>
<td align="center" valign="middle">Not Reported</td>
<td align="center" valign="middle">Men and woman</td>
<td align="center" valign="middle">Europe</td>
<td align="center" valign="middle">62.7</td>
<td align="center" valign="middle">10</td>
<td align="center" valign="middle">Adjusted for age and sex</td>
</tr>
<tr>
<td align="center" valign="middle">Knuiman MW et al. (<xref ref-type="bibr" rid="ref13">13</xref>)</td>
<td align="center" valign="middle">2003</td>
<td align="center" valign="middle">Longitudinal study</td>
<td align="center" valign="middle">Busselton Health Survey</td>
<td align="center" valign="middle">1,612</td>
<td align="center" valign="middle">118</td>
<td align="center" valign="middle">Men and woman</td>
<td align="center" valign="middle">Oceania</td>
<td align="center" valign="middle">58.5</td>
<td align="center" valign="middle">17</td>
<td align="center" valign="middle">After adjustment for age and other cardiovascular disease risk factors</td>
</tr>
<tr>
<td align="center" valign="middle">Kim Ekblom et al. (<xref ref-type="bibr" rid="ref15">15</xref>)</td>
<td align="center" valign="middle">2006</td>
<td align="center" valign="middle">Longitudinal study</td>
<td align="center" valign="middle">V&#x00E4;sterbotten Intervention Project</td>
<td align="center" valign="middle">6,952</td>
<td align="center" valign="middle">231</td>
<td align="center" valign="middle">Men and woman</td>
<td align="center" valign="middle">Europe</td>
<td align="center" valign="middle">54.9</td>
<td align="center" valign="middle">13</td>
<td align="center" valign="middle">Adjusted for BMI, hypertension, smoking, diabetes, cholesterol, hsCRP, HFE C282Y and HFE H63D.</td>
</tr>
<tr>
<td align="center" valign="middle">Obiora Egbuche et al. (<xref ref-type="bibr" rid="ref20">20</xref>)</td>
<td align="center" valign="middle">2017</td>
<td align="center" valign="middle">Longitudinal study</td>
<td align="center" valign="middle">Jackson Heart Study</td>
<td align="center" valign="middle">4,659</td>
<td align="center" valign="middle">137</td>
<td align="center" valign="middle">Men and woman</td>
<td align="center" valign="middle">North America</td>
<td align="center" valign="middle">54</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">Adjusted for age, sex, body mass index, smoking status, alcohol use within past 12&#x202F;months, physical activity score, systolic blood pressure, antihypertensive medication use, low density lipoprotein cholesterol, logarithm of triglycerides, lipid lowering medication use status, fatty liver disease, income, and education</td>
</tr>
<tr>
<td align="center" valign="middle">Milton Fabian et al. (<xref ref-type="bibr" rid="ref12">12</xref>)</td>
<td align="center" valign="middle">2022</td>
<td align="center" valign="middle">Longitudinal study</td>
<td align="center" valign="middle">Scottish health surveys</td>
<td align="center" valign="middle">6,497</td>
<td align="center" valign="middle">150</td>
<td align="center" valign="middle">Men and woman</td>
<td align="center" valign="middle">Europe</td>
<td align="center" valign="middle">41</td>
<td align="center" valign="middle">14.1</td>
<td align="center" valign="middle">Adjusted for age, sex/menopausal status, fibrinogen levels, GGT levels, alcohol intake, smoking, systolic blood pressure, diastolic blood pressure, total cholesterol, HDL cholesterol, body mass index and year of survey</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec14">
<title>Results of qualitative analysis</title>
<p>As shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>, the pooled odds ratio (OR) for cross-sectional studies was 1.25 (95% CI: 1.11, 1.40), with low heterogeneity (I<sup>2</sup>&#x202F;=&#x202F;29.9%, <italic>p</italic>&#x202F;=&#x202F;0.24). A qualitative analysis of longitudinal studies indicated a 22% increased risk of stroke incidence in individuals with high serum ferritin levels (RR&#x202F;=&#x202F;1.22, 95% CI: 1.03&#x2013;1.44, I<sup>2</sup>&#x202F;=&#x202F;0%, <italic>p</italic>&#x202F;=&#x202F;0.44). Further categorical analyses of longitudinal studies, stratified by study characteristics (quality, adjustment for risk factors, sex, mean age at baseline, and race), yielded inconsistent results, as detailed in <xref ref-type="fig" rid="fig3">Figure 3</xref>. Sensitivity analysis (<xref ref-type="fig" rid="fig4">Figure 4</xref>) revealed that excluding certain studies resulted in non-significant findings.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Forest plot of studies examining the association between serum ferritin and risk of stroke.</p>
</caption>
<graphic xlink:href="fneur-16-1539407-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Subgroup analyses between serum ferritin and risk of stroke for longitudinal studies.</p>
</caption>
<graphic xlink:href="fneur-16-1539407-g003.tif"/>
</fig>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Sensitivity analysis of serum ferritin and stroke risk for longitudinal study.</p>
</caption>
<graphic xlink:href="fneur-16-1539407-g004.tif"/>
</fig>
</sec>
<sec id="sec15">
<title>Dose response meta-analysis</title>
<p>Based on the data provided in the referenced literature, four studies (<xref ref-type="bibr" rid="ref11">11</xref>&#x2013;<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref20">20</xref>) were utilized for dose&#x2013;response meta-analysis. <xref ref-type="fig" rid="fig5">Figure 5</xref> illustrates the quantitative results from longitudinal studies. The cubic spline model analysis suggests an approximate positive correlation between serum ferritin levels and the incidence of stroke (<italic>p</italic>&#x202F;=&#x202F;0.1053). The linear quantitative model analysis further revealed that for every 50&#x202F;ng/mL increase in serum ferritin, the risk of stroke increases by 8% (RR&#x202F;=&#x202F;1.08, 95% CI 1.01&#x2013;1.16, <italic>p</italic>&#x202F;=&#x202F;0.02). Specifically: A 100&#x202F;ng/mL increase in serum ferritin corresponds to a 17% increased risk of stroke (RR&#x202F;=&#x202F;1.17, 95% CI 1.02&#x2013;1.35); A 150&#x202F;ng/mL increase corresponds to a 27% increased risk (RR&#x202F;=&#x202F;1.27, 95% CI 1.03&#x2013;1.57); A 200&#x202F;ng/mL increase corresponds to a 38% increased risk (RR&#x202F;=&#x202F;1.38, 95% CI 1.04&#x2013;1.83). These findings underscore the potential stroke risk associated with elevated serum ferritin levels and advocate for monitoring and management strategies in clinical settings.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Dose&#x2013;response for relationship between serum ferritin and risk of stroke by linear and a cubic spline model.</p>
</caption>
<graphic xlink:href="fneur-16-1539407-g005.tif"/>
</fig>
</sec>
<sec id="sec16">
<title>Publication bias</title>
<p>The Begg&#x2019;s test (<italic>p</italic>&#x202F;=&#x202F;0.353&#x202F;&#x003E;&#x202F;0.05) and Egger&#x2019;s test (<italic>p</italic>&#x202F;=&#x202F;0.248&#x202F;&#x003E;&#x202F;0.05) found no obvious publication bias for this meta-analysis (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S1</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec17">
<title>Discussion</title>
<p>As we know, this is the first time that we have evaluated the relationship between serum ferritin and stroke risk through meta-analysis. In this meta-analysis, the results indicated that individuals with high serum ferritin levels may have a higher risk of stroke compared to those with low serum ferritin levels. Furthermore, a dose&#x2013;response meta-analysis also revealed a positive correlation between serum ferritin and stroke risk. Additionally, the meta-analysis of cross-sectional studies suggested that there may be a close association between serum ferritin and stroke.</p>
<p>Several potential mechanisms underlie this phenomenon. Firstly, numerous clinical studies have demonstrated that serum ferritin levels are closely associated with carotid atherosclerosis, hypertension, diabetes, steatotic liver and other conditions, these factors have been established as risk factors for stroke onset. Therefore, we hypothesize that serum ferritin may indirectly reflect stroke occurrence through its association with carotid atherosclerosis, hypertension, diabetes, steatotic liver and other conditions (<xref ref-type="bibr" rid="ref22">22</xref>&#x2013;<xref ref-type="bibr" rid="ref26">26</xref>). Secondly, as a critical indicator of iron homeostasis, serum ferritin levels are markedly elevated in the context of pathological iron excess. Iron overload can generate reactive oxygen species via the Fenton reaction (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref28">28</xref>), further triggering inflammatory responses, damaging vascular endothelial cells, and increasing the risk of cardiovascular and cerebrovascular disease (<xref ref-type="bibr" rid="ref29">29</xref>). Additionally, research has shown that high red meat consumption is linked to cardiovascular diseases (<xref ref-type="bibr" rid="ref30">30</xref>), and individuals with higher red meat intake typically have elevated serum ferritin levels (<xref ref-type="bibr" rid="ref31">31</xref>).</p>
<p>Previous meta-analyses have suggested a positive association between ferritin levels and the risk of coronary artery disease (<xref ref-type="bibr" rid="ref32">32</xref>), given the shared pathophysiology between coronary artery disease and stroke to some extent (As mentioned previously, diseases such as carotid atherosclerosis, hypertension, diabetes, steatotic liver and other conditions), this finding further implies that serum ferritin could serve as a predictive risk factor for stroke occurrence. In our meta-analysis, we pooled three cross-sectional studies, yielding a pooled odds ratio (OR) of 1.25 (95% CI: 1.11, 1.40), with a low level of heterogeneity (I<sup>2</sup>&#x202F;=&#x202F;29.9%, <italic>p</italic>&#x202F;=&#x202F;0.24). While cross-sectional studies cannot establish causality, they do suggest a close relationship between serum ferritin levels and stroke. Moreover, the longitudinal studies included in our meta-analysis offer more robust evidence supporting the role of serum ferritin as a predictive risk factor. Meta-analysis of these longitudinal studies demonstrated a positive correlation between serum ferritin levels and stroke risk (high level serum ferritin vs. low level ferritin, RR&#x202F;=&#x202F;1.22, 95% CI: 1.03&#x2013;1.44, I<sup>2</sup>&#x202F;=&#x202F;0, <italic>p</italic>&#x202F;=&#x202F;0.44). Consequently, we have reason to believe that serum ferritin can be considered as a valuable indicator for predicting the occurrence of stroke.</p>
<p>While this meta-analysis yielded a positive overall result, certain limitations must be acknowledged. Although the total qualitative analysis was positive, the categorical analysis (based on the quality of original literature, adjustment of risk factors, sex, mean age at baseline, and race) for longitudinal studies revealed several negative findings (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Moreover, the sensitivity analysis also produced some negative results. These findings suggest that the robustness of our results should be carefully reconsidered, despite the possibility that the negative results stem from the limited number of studies included in the subgroup analysis. Second, we used the highest and lowest serum ferritin groups in the article to conduct the qualitative analysis, but in some literature, the exact serum ferritin level is indeed unclear (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref19">19</xref>), potentially contributing to a false positive result. Thirdly, according to the cubic spline model dose&#x2013;response meta-analysis results, the population with extremely low serum ferritin levels (within the 0 to 100&#x202F;&#x03BC;g/L range) demonstrated a little higher incidence of stroke. Although this finding did not reach statistical significance, several potential explanations warrant consideration. Supporting this, some studies have identified excessively low serum ferritin as a potential risk factor for stroke (<xref ref-type="bibr" rid="ref11">11</xref>), and a link between iron-deficiency anemia and increased stroke risk has also been reported (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>). Therefore, more high-quality cohort studies are needed to determine whether excessively low serum ferritin levels can be used as a reliable predictor of stroke.</p>
</sec>
<sec sec-type="conclusions" id="sec18">
<title>Conclusion</title>
<p>This meta-analysis revealed a positive correlation trend between serum ferritin levels and stroke risk. However, the categorical analysis and sensitivity analysis provided less conclusive results. Therefore, further studies are needed to validate and strengthen our findings.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec19">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="author-contributions" id="sec20">
<title>Author contributions</title>
<p>WZ: Writing &#x2013; original draft, Data curation, Formal analysis. YW: Data curation, Methodology, Writing &#x2013; original draft. ZX: Supervision, Writing &#x2013; review &#x0026; editing, Project administration. DL: Writing &#x2013; review &#x0026; editing, Conceptualization.</p>
</sec>
<sec sec-type="funding-information" id="sec21">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec22">
<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="sec23">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec24">
<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="sec25">
<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/fneur.2025.1539407/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2025.1539407/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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