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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2023.1256747</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of statin use on breast cancer recurrence and mortality before and after diagnosis: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name>
<surname>Jia</surname>
<given-names>Xiaolin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2366272"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Lu</surname>
<given-names>Ye</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2070907"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Zili</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mu</surname>
<given-names>Qingqing</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Infectious Diseases, The Third People&#x2019;s Hospital of Longgang Shenzhen</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Breast Surgical Oncology, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Clinical Medicine School of Zhengzhou University</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Connie Irene Diakos, Royal North Shore Hospital, Australia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Carmine De Angelis, University of Naples Federico II, Italy</p>
<p>Adam Brufsky, University of Pittsburgh Medical Center, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiaolin Jia, <email xlink:href="mailto:1290045069@qq.com">1290045069@qq.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>12</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1256747</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Jia, Lu, Xu and Mu</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Jia, Lu, Xu and Mu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>Breast cancer is one of the most common causes of death among women. Statins, typically used for cholesterol management, have been hypothesized to reduce recurrence and mortality rates in breast cancer. However, this association remains a subject of debate. This study evaluates the potential impact of statins on breast cancer recurrence and mortality.</p>
</sec>
<sec>
<title>Methods</title>
<p>A comprehensive search was conducted in the PubMed, EMBASE, and Cochrane databases for articles published up to June 2023. These articles examined the effect of statins on breast cancer recurrence and mortality both before and after diagnosis. The analysis was performed using random-effects models, calculating pooled hazard ratios (HR) and their 95% confidence intervals (CI).</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 31 cohort studies, involving 261,834 female breast cancer patients, were included in this analysis. It was found that statin use prior to diagnosis was associated with a decrease in overall mortality (HR, 0.8; 95% CI, 0.69&#x2013;0.93; I2&#xa0;=&#xa0;77.6%; <italic>P</italic> = 0.001) and breast cancer-specific mortality (HR, 0.76; 95% CI, 0.67&#x2013;0.87; I2&#xa0;=&#xa0;72.7%; <italic>P</italic> = 0.005). Additionally, statin use after diagnosis was observed to reduce the recurrence of breast cancer (HR, 0.71; 95% CI, 0.61&#x2013;0.82; I2&#xa0;=&#xa0;60%; <italic>P</italic> = 0.003), overall mortality (HR, 0.81; 95% CI, 0.70&#x2013;0.92; I2&#xa0;=&#xa0;80.7%; <italic>P</italic> &lt; 0.001), and breast cancer-specific mortality (HR, 0.76; 95% CI, 0.67&#x2013;0.86; I2&#xa0;=&#xa0;74.5%; <italic>P</italic> &lt; 0.001).</p>
</sec>
<sec>
<title>Conclusions</title>
<p>The findings of this study indicate that statin usage, both before and after breast cancer diagnosis, may be associated with reduced risks of overall and breast cancer-specific mortality, as well as lower recurrence rates.</p>
</sec>
</abstract>
<kwd-group>
<kwd>statins</kwd>
<kwd>breast cancer</kwd>
<kwd>overall mortality</kwd>
<kwd>disease-induced mortality</kwd>
<kwd>recurrence</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="58"/>
<page-count count="12"/>
<word-count count="3576"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Breast Cancer</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Breast cancer remains a major health issue for women worldwide. It is a leading cause of cancer-related deaths (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>), representing a quarter of all female cancer fatalities. In America, it ranks second only to lung cancer in terms of mortality rates (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). While developed countries have seen a decrease in breast cancer incidence and improved outcomes, the situation is worsening in developing nations (<xref ref-type="bibr" rid="B5">5</xref>) due to limited treatment options. This highlights the urgent need for new and effective treatments.</p>
<p>Statins, primarily prescribed for treating dyslipidemia to reduce the risk of atherosclerosis and cardiovascular events (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>), are now increasingly being explored for their potential anti-cancer properties, extending beyond their well-known cardiovascular benefits (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). Initial studies suggest that statins may be effective in a variety of cancers (<xref ref-type="bibr" rid="B10">10</xref>), potentially by inhibiting cell proliferation and inducing apoptosis (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). The efficacy of statins appears to depend on their lipophilicity, dosage, and duration of treatment (<xref ref-type="bibr" rid="B10">10</xref>). However, due to patient diversity, there are discrepancies between laboratory studies and clinical data. Some studies have indicated a correlation between statin use and reduced breast cancer mortality (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>), while others have found no such association (<xref ref-type="bibr" rid="B16">16</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>). This study, therefore, aims to clarify the relationship between statin use and the risk of mortality or recurrence in women with breast cancer.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<p>This meta-analysis adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines.</p>
<sec id="s2_1">
<title>Search strategy and inclusion criteria</title>
<p>An extensive search was performed in the PubMed, EMBASE, and Cochrane CENTRAL databases for studies published up to 1 June, 2023.&#xa0;A combination of MeSH/Emtree terms and title/abstract keywords was used, focusing on &#x201c;statins&#x201d; and &#x201c;breast cancer&#x201d; (detailed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Stable 1</bold>
</xref>). Included studies met these criteria: (1) involved adult patients diagnosed with breast cancer; (2) compared groups with and without statin use; (3) examined the relationship between statins and breast cancer mortality or recurrence; (4) provided detailed data on hazard ratios (HR) and 95% confidence intervals (CI) for outcomes such as recurrence, breast cancer-specific mortality, and all-cause mortality; and (5) were observational studies written in English. Exclusions were made for case reports, reviews, and preprints (search process illustrated in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flowchart of selecting studies for review.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1256747-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<title>Data extraction</title>
<p>Key information was extracted from selected studies, including the first author, publication year, study methodology, duration of follow-up, sample size, average age of participants, details of the statin intervention, and study outcomes.</p>
</sec>
<sec id="s2_3">
<title>Statistical analysis</title>
<p>The data for this meta-analysis were processed using STATA 12.0 software. To assess the impact of statins on breast cancer prognosis, HR and 95% CI from selected studies were extracted. Study variations were evaluated using the Q test and I<sup>2</sup> index. A <italic>P</italic>-value less than 0.05 and I<sup>2</sup> greater than 50% indicated significant heterogeneity, prompting the use of random-effects models for combined outcomes. Additionally, sensitivity analysis, Egger&#x2019;s test, and funnel plots were employed to assess the robustness and potential publication bias of the findings.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Study selection and characteristics</title>
<p>A total of 31 studies (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>) were included in this meta-analysis, encompassing data from 261,834 female breast cancer patients. Among these, five studies (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B32">32</xref>) provided data on the impact of statin use prior to diagnosis on breast cancer-specific mortality, while another five (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B37">37</xref>) discussed its effects on all-cause mortality. Additionally, 13 studies (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B34">34</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B40">40</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>) reported on the influence of statin use after diagnosis on breast cancer recurrence. A further 12 articles (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B16">16</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B39">39</xref>) and 19 studies (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B26">26</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B39">39</xref>) provided results regarding the effects of post-diagnosis statin use on overall mortality and breast cancer-induced mortality, respectively. The primary details from these studies are summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Characteristics of the included studies in the meta-analysis of statin vs non-statin use in adult breast cancer patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Study</th>
<th valign="top" align="left">Study design</th>
<th valign="top" align="left">Patient characteristics</th>
<th valign="top" align="left">Median Follow-up</th>
<th valign="top" align="left">Sample size</th>
<th valign="top" align="left">Mean age (years)</th>
<th valign="top" align="left">Experimental intervention</th>
<th valign="top" align="left">Outcomes</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Ahern et&#xa0;al. 2021</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">Residents in Denmark diagnosed with stage I&#x2013;III invasive breast cancers.</td>
<td valign="top" align="left">6.8 years</td>
<td valign="top" align="left">18,769</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Patients prescribed a statin were assumed to be exposed (i.e., statin users), whereas patients who were not prescribed a statin were assumed to be unexposed to statins (i.e., non-users).</td>
<td valign="top" align="left">Breast cancer recurrence risk</td>
</tr>
<tr>
<td valign="top" align="left">Boudreau et&#xa0;al. 2014</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">&gt;18 years; residing in Washington State SEER; stage I/II breast cancer; no bilateral disease.</td>
<td valign="top" align="left">6.3 years</td>
<td valign="top" align="left">4,216</td>
<td valign="top" align="left">63</td>
<td valign="top" align="left">Statins, angiotensin converting enzyme inhibitors (ACEI), beta blockers (BB), calcium blockers, and diuretics were the exposures of interest.</td>
<td valign="top" align="left">Recurrence or second primary breast cancer</td>
</tr>
<tr>
<td valign="top" align="left">Chae et&#xa0;al. 2011</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Diagnosed with stage II/III breast cancer.</td>
<td valign="top" align="left">55 months</td>
<td valign="top" align="left">703</td>
<td valign="top" align="left">59.11</td>
<td valign="top" align="left">Statin and ACEI or angiotensin receptor blockers (ARB) users were arbitrarily defined as patients who took the medication in non-evident disease (NED) stage for at least 6 months.</td>
<td valign="top" align="left">Disease-free survival and overall survival</td>
</tr>
<tr>
<td valign="top" align="left">Choi et&#xa0;al. 2021</td>
<td valign="top" align="left">Retrospective cohort study</td>
<td valign="top" align="left">Had undergone surgery for breast cancer.</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">7,452</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Exposure was defined as a recorded prescription of each drug within 12 months before diagnosis of breast cancer.</td>
<td valign="top" align="left">Overall survival</td>
</tr>
<tr>
<td valign="top" align="left">Harborg et&#xa0;al. 2020</td>
<td valign="top" align="left">Nationwide, population-based cohort study</td>
<td valign="top" align="left">Postmenopausal women diagnosis of stage I&#x2013;III ER+breast cancer.</td>
<td valign="top" align="left">Began 7 months after diagnosis to recurrence, death, emigration, 5 years elapsed or the end of available follow-up data on 25 September, 2018</td>
<td valign="top" align="left">14,773</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Ascertained incident statin exposure (&#x2265;1 prescription post-diagnosis) from the Danish National Prescription Registry and modeled statins as a time-varying exposure lagged by 6 months.</td>
<td valign="top" align="left">5-year breast cancer recurrence</td>
</tr>
<tr>
<td valign="top" align="left">Hosio et&#xa0;al. 2020</td>
<td valign="top" align="left">Observational cohort study</td>
<td valign="top" align="left">Women with type 2 diabetes mellitus (T2DM) and diagnosed with breast cancer in Finland.</td>
<td valign="top" align="left">4.6 years</td>
<td valign="top" align="left">3,533</td>
<td valign="top" align="left">72</td>
<td valign="top" align="left">A patient who first purchased a statin &#x2265;180 days before breast-cancer diagnosis was classified into the group of statin users.</td>
<td valign="top" align="left">Breast cancer-related mortality rate</td>
</tr>
<tr>
<td valign="top" align="left">Inasu et&#xa0;al. 2022</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Breast cancer diagnosed.</td>
<td valign="top" align="left">8.6 year</td>
<td valign="top" align="left">360</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">For a patient to be defined as a statin user in the analyses, the patient had to fill a prescription of statins.</td>
<td valign="top" align="left">Risk of breast cancer recurrence</td>
</tr>
<tr>
<td valign="top" align="left">Kwan et&#xa0;al. 2008</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Diagnosed from the ages of 18&#x2013;79 years with a first primary breast cancer (stage I 1 cm, II, or IIIA).</td>
<td valign="top" align="left">2.60 years</td>
<td valign="top" align="left">1,945</td>
<td valign="top" align="left">62.2</td>
<td valign="top" align="left">Information on statin use was obtained from the KPNC pharmacy database.</td>
<td valign="top" align="left">Risk of breast cancer recurrence</td>
</tr>
<tr>
<td valign="top" align="left">Lu et&#xa0;al. 2021</td>
<td valign="top" align="left">Population-based cohort study</td>
<td valign="top" align="left">Newly diagnosed female breast cancer patients (ICD-9-CM 174) who were aged &#x2265;20 years from Taiwan.</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">6,110</td>
<td valign="top" align="left">57.8</td>
<td valign="top" align="left">Patients with statin treatment within 730 days (2 years) after breast cancer&#x2019;s initial date were defined as the statin cohort to avoid immortal time bias.</td>
<td valign="top" align="left">Occurrence of primary breast cancer</td>
</tr>
<tr>
<td valign="top" align="left">Sakellakis et&#xa0;al. 2016</td>
<td valign="top" align="left">Retrospective study</td>
<td valign="top" align="left">Female patients with stage I, II, or III breast cancer who had been surgically treated and who had subsequently received at least one adjuvant chemotherapy.</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">610</td>
<td valign="top" align="left">56 years</td>
<td valign="top" align="left">Whether they were receiving a statin on a chronic basis or not. Information regarding statin use was obtained during the initial visit.</td>
<td valign="top" align="left">Risk of recurrence</td>
</tr>
<tr>
<td valign="top" align="left">Sim et&#xa0;al. 2022</td>
<td valign="top" align="left">Retrospective study</td>
<td valign="top" align="left">Diagnosed with breast cancer, and stage I&#x2013;III invasive cancers were included.</td>
<td valign="top" align="left">8.67 years</td>
<td valign="top" align="left">7,858</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Statin use was defined as use after surgery</td>
<td valign="top" align="left">Risk of recurrence;<break/>Disease-specific survival</td>
</tr>
<tr>
<td valign="top" align="left">Bjarnadottir et&#xa0;al. 2020</td>
<td valign="top" align="left">Population-based prospective cohort study</td>
<td valign="top" align="left">All residents of Malm&#xf6; by 1 January, 1991 and born between 1926 and 1945.</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">910</td>
<td valign="top" align="left">56.4</td>
<td valign="top" align="left">Information on statin use was obtained from the Swedish Prescribed Drug Register from July 2005, when the registry was initiated, through 2016.</td>
<td valign="top" align="left">Breast cancer-specific mortality</td>
</tr>
<tr>
<td valign="top" align="left">Borgquist et&#xa0;al. 2019</td>
<td valign="top" align="left">Nationwide retrospective cohort study</td>
<td valign="top" align="left">Swedish women diagnosed with breast cancer.</td>
<td valign="top" align="left">61.6 months</td>
<td valign="top" align="left">20,559</td>
<td valign="top" align="left">64</td>
<td valign="top" align="left">Statin use was obtained from the Swedish Prescription Registry. Patients were classified as exposed to statins if they had at least one statin prescription logged in their pharmaceutical records. Women prescribed a statin at least once were classified as statin users, whereas others were assumed to be unexposed to statins and therefore classified as non-users.</td>
<td valign="top" align="left">Breast cancer-specific and overall mortality</td>
</tr>
<tr>
<td valign="top" align="left">Botteri et&#xa0;al. 2013</td>
<td valign="top" align="left">Retrospective study</td>
<td valign="top" align="left">Postmenopausal women diagnosed and operated for early primary triple-negative breast cancer (TNBC).</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">800</td>
<td valign="top" align="left">62 years in BB users and 59 years in non-users</td>
<td valign="top" align="left">The only purpose of limiting the analysis to postmenopausal women was to avoid high heterogeneity between BB users and non-users. Patients were divided into two groups: the BB user group, which included patients who were using any BB at the moment of their diagnosis of TNBC, and the BB non-user group, which included all the other patients.</td>
<td valign="top" align="left">Risk of breast cancer-related recurrence, metastasis, and breast cancer mortality</td>
</tr>
<tr>
<td valign="top" align="left">Brewer et&#xa0;al. 2013</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Diagnosed with stage I&#x2013;III of inflammatory breast cancer (IBC).</td>
<td valign="top" align="left">2.9 years</td>
<td valign="top" align="left">723</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Statin users were defined as being on statins at the initial evaluation. Based on Ahern et&#xa0;al.&#x2019;s statin classification, clinical outcomes were compared by statin use and type (weakly lipophilic to hydrophilic (H-statin) vs lipophilic statins (L-statin)).</td>
<td valign="top" align="left">Median progression-free survival, overall survival, and disease-specific survival</td>
</tr>
<tr>
<td valign="top" align="left">Desai et&#xa0;al. 2015</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Postmenopausal women aged 50&#x2013;79 years, and it was classified into early (in situ and local)- versus late (regional and distant)-stage disease.</td>
<td valign="top" align="left">11.5 years</td>
<td valign="top" align="left">10,474</td>
<td valign="top" align="left">63.4</td>
<td valign="top" align="left">Statin use was defined as any HMG-CoA reductase inhibitor used at baseline or during participation in the Women&#x2019;s Health Initiative (WHI) prior to diagnosis of breast cancer.</td>
<td valign="top" align="left">Breast cancer mortality</td>
</tr>
<tr>
<td valign="top" align="left">Haukka et&#xa0;al. 2017</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Random sample of the people who had purchased and been reimbursed for at least one prescription of OAD medication (A10B) in the same period.</td>
<td valign="top" align="left">2.0 years</td>
<td valign="top" align="left">39,900</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Statin and metformin</td>
<td valign="top" align="left">All-cause and cause-specific mortality</td>
</tr>
<tr>
<td valign="top" align="left">Lacerda et&#xa0;al. 2014</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Diagnosed with stage I&#x2013;III of IBC.</td>
<td valign="top" align="left">2.5 years</td>
<td valign="top" align="left">519</td>
<td valign="top" align="left">49 years</td>
<td valign="top" align="left">Statins</td>
<td valign="top" align="left">Local recurrence-free survival</td>
</tr>
<tr>
<td valign="top" align="left">Li et&#xa0;al. 2019</td>
<td valign="top" align="left">Single-institution, retrospective cohort study</td>
<td valign="top" align="left">Women diagnosed with operable breast cancer.</td>
<td valign="top" align="left">70.2 months</td>
<td valign="top" align="left">1,523</td>
<td valign="top" align="left">64.9</td>
<td valign="top" align="left">Statins</td>
<td valign="top" align="left">Overall and disease-free survival</td>
</tr>
<tr>
<td valign="top" align="left">Menamin et&#xa0;al. 2016</td>
<td valign="top" align="left">Retrospective cohort study</td>
<td valign="top" align="left">Newly diagnosed invasive breas t cancer patients.</td>
<td valign="top" align="left">4 years</td>
<td valign="top" align="left">1,190</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Statin use</td>
<td valign="top" align="left">Breast cancer-specific mortality</td>
</tr>
<tr>
<td valign="top" align="left">Murtola et&#xa0;al. 2014</td>
<td valign="top" align="left">Population-based cohort</td>
<td valign="top" align="left">Breast cancer cases diagnosed in Finland.</td>
<td valign="top" align="left">3.25 years</td>
<td valign="top" align="left">31,236</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">The status of post-diagnostic statin use was updated prospectively for each year of follow-up since breast cancer diagnosis. The study participant was categorized as the statin user only for the years with recorded statin purchases, regardless of the amount.</td>
<td valign="top" align="left">Disease-specific mortality</td>
</tr>
<tr>
<td valign="top" align="left">Nowakowska et&#xa0;al. 2021</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Women aged &#x2265;66 years who had stage I&#x2013;III breast cancers were identified.</td>
<td valign="top" align="left">4.4 years</td>
<td valign="top" align="left">23,192</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Statin use, defined as the initiation of statin therapy in the 12 months after breast cancer diagnosis.</td>
<td valign="top" align="left">Overall survival and breast cancer-specific survival</td>
</tr>
<tr>
<td valign="top" align="left">Scott et&#xa0;al. 2023</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Eligible women were all those with a first primary breast cancer diagnosed.</td>
<td valign="top" align="left">4.51 years</td>
<td valign="top" align="left">14,976</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Statins</td>
<td valign="top" align="left">Breast cancer-specific mortality</td>
</tr>
<tr>
<td valign="top" align="left">Shaitelman et&#xa0;al. 2017</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Women with invasive, non-metastatic TNBC.</td>
<td valign="top" align="left">75.1 months</td>
<td valign="top" align="left">869</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Statin use, defined as ever use during treatment vs never use</td>
<td valign="top" align="left">Median overall survival, distant metastases-free survival, and local-regional recurrence-free survival</td>
</tr>
<tr>
<td valign="top" align="left">Smith et&#xa0;al. 2016</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Women with stage I&#x2013;III breast cancers.</td>
<td valign="top" align="left">4.9 years</td>
<td valign="top" align="left">4,243</td>
<td valign="top" align="left">66</td>
<td valign="top" align="left">De novo post-diagnostic statin exposure was identified from prescriptions dispensed between breast cancer diagnosis and end of follow-up (death or 31 December, 2012, whichever occurred first).</td>
<td valign="top" align="left">Breast cancer-specific or all-cause mortality</td>
</tr>
<tr>
<td valign="top" align="left">Smith et&#xa0;al. 2017</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Women with stage I&#x2013;III breast cancers.</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">6,314</td>
<td valign="top" align="left">71</td>
<td valign="top" align="left">Patients with de novo post-diagnostic statin use were excluded from analyses to determine the effect of statin use in patients with pre-diagnostic use.</td>
<td valign="top" align="left">Breast cancer-specific and all-cause mortality</td>
</tr>
<tr>
<td valign="top" align="left">Takada et&#xa0;al. 2023</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Diagnosed with breast cancer, with a primary lesion of 2 cm or less identified by preoperative imaging, and who underwent surgery without preoperative chemotherapy.</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">719</td>
<td valign="top" align="left">58 years</td>
<td valign="top" align="left">Statins</td>
<td valign="top" align="left">Recurrence-free survival or overall survival</td>
</tr>
<tr>
<td valign="top" align="left">Chang et&#xa0;al. 2023</td>
<td valign="top" align="left">Cohort study</td>
<td valign="top" align="left">Diagnosed with breast cancer from Taiwan.</td>
<td valign="top" align="left">4.10 years</td>
<td valign="top" align="left">14,902</td>
<td valign="top" align="left">65.06</td>
<td valign="top" align="left">Patients receiving statins within 6 months before diagnosis of breast cancer were compared with those not receiving statins.</td>
<td valign="top" align="left">Death, heart failure, and arterial and venous events</td>
</tr>
<tr>
<td valign="top" align="left">Cardwell et&#xa0;al. 2015</td>
<td valign="top" align="left">Nested case-control cohort study</td>
<td valign="top" align="left">Diagnosed with breast cancer.</td>
<td valign="top" align="left">5.7 years</td>
<td valign="top" align="left">17,880</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Dose-response analyses were conducted, with a patient considered to be a non-user before 6 months after first use, a short-term user between 6 months after first use and 6 months after the 12th prescription (or 365 daily defined doses), and a longer-term user after this time.</td>
<td valign="top" align="left">Breast cancer-specific and all-cause mortality</td>
</tr>
<tr>
<td valign="top" align="left">Tryggvadottir et&#xa0;al. 2018</td>
<td valign="top" align="left">Population-based prospective cohort study</td>
<td valign="top" align="left">Women diagnosed with a primary breast cancer.</td>
<td valign="top" align="left">7.0 years</td>
<td valign="top" align="left">985</td>
<td valign="top" align="left">61</td>
<td valign="top" align="left">Medications were coded according to the Anatomic Therapeutic Chemical classification system codes; code C10AA was used for statins, 92.5% were using lipophilic statins (simvastatin or atorvastatin).</td>
<td valign="top" align="left">Overall survival</td>
</tr>
<tr>
<td valign="top" align="left">Kim et&#xa0;al. 2021</td>
<td valign="top" align="left">Population-based cohort study</td>
<td valign="top" align="left">Aged 45 to 70 years old.</td>
<td valign="top" align="left">7.6 years</td>
<td valign="top" align="left">3,591</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Women aged 45 to 70 years old who had taken statins for at least 6 months were compared to statin non-users of the same age.</td>
<td valign="top" align="left">Breast cancer-related mortality after diagnosis</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NA, not acquired.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Outcomes</title>
<p>The meta-analysis revealed that statin use, compared to non-use, was associated with a lower risk of overall mortality (HR, 0.8; 95% CI, 0.69&#x2013;0.93; I<sup>2</sup>&#xa0;=&#xa0;77.6%; <italic>P</italic> = 0.001; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) and breast cancer-specific mortality prior to diagnosis (HR, 0.76; 95% CI, 0.67&#x2013;0.87; I<sup>2</sup>&#xa0;=&#xa0;72.7%; <italic>P</italic> = 0.005; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Post-diagnosis statin use also appeared to decrease breast cancer recurrence (HR, 0.71; 95% CI, 0.61&#x2013;0.82; I<sup>2</sup>&#xa0;=&#xa0;60%; <italic>P</italic> &lt; 0.003; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), overall mortality (HR, 0.81; 95% CI, 0.70&#x2013;0.92; I<sup>2</sup>&#xa0;=&#xa0;80.7%; <italic>P</italic> &lt; 0.001; <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), and breast cancer-specific mortality (HR, 0.76; 95% CI, 0.67&#x2013;0.86; I<sup>2</sup>&#xa0;=&#xa0;74.5%; <italic>P</italic> &lt; 0.001; <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Sensitivity analysis indicated consistent results across studies (refer to <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;2</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>5</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>8</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>11</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>14</bold>
</xref>). Egger&#x2019;s tests and funnel plots suggested no significant publication bias (Egger&#x2019;s tests: <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>, <italic>P</italic> = 0.821; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;6</bold>
</xref>, <italic>P</italic> = 0.229; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;9</bold>
</xref>, <italic>P</italic>&#xa0;&lt;&#xa0;0.01; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;12</bold>
</xref>, <italic>P</italic> = 0.698; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;15</bold>
</xref>, <italic>P</italic> = 0.148; and funnel plots: <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>4</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>7</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>10</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>13</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Forest plot of the HR of this meta-analysis for the overall mortality between statin and non-statin use in patients with prior to breast cancer.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1256747-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Forest plot of the HR of this meta-analysis for breast cancer-specific mortality in patients with prior to diagnosis breast cancer.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1256747-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Forest plot of the HR of this meta-analysis for breast cancer recurrence in patients with post-diagnosis breast cancer.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1256747-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Forest plot of the HR of this meta-analysis for the overall mortality between statin and non-statin use in patients with  post-diagnosis breast cancer.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1256747-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Forest plot of the HR of this meta-analysis for  breast cancer-specific mortality prior to diagnosis in patients with post-diagnosis breast cancer.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1256747-g006.tif"/>
</fig>
<p>For patients using statins for more than a year after diagnosis, a further reduced risk of recurrence was noted (HR, 0.7; 95% CI, 0.55&#x2013;0.90; I<sup>2</sup>&#xa0;=&#xa0;37.3%, <italic>P</italic> = 0.203; <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). Additionally, statin use for over six months post-diagnosis was linked with a lower risk of cancer-related death (HR, 0.71; 95% CI, 0.54&#x2013;0.93, I<sup>2</sup>&#xa0;=&#xa0;87.7%, <italic>P</italic> &lt; 0.001; <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). Murtola et&#xa0;al. (<xref ref-type="bibr" rid="B28">28</xref>) observed that increased intensity of statin use post-diagnosis was associated with greater reductions in cancer-related deaths, especially in patients with metastatic tumors. The lowest intensity of statin use (14&#x2013;183 defined daily doses/year) correlated with the smallest reduction in cancer deaths in metastatic patients (HR, 0.66; 95% CI, 0.4&#x2013;1.09), while medium (184&#x2013;300 defined daily doses/year) and high intensity (301 or more defined daily doses/year) were associated with greater reductions in mortality (HR, 0.43; 95% CI, 0.2&#x2013;0.9 and HR, 0.42; 95% CI, 0.19&#x2013;0.94, respectively).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Forest plot of the HR of this meta-analysis of statins for more than a year after diagnosis for breast cancer recurrence in patients with breast cancer.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1256747-g007.tif"/>
</fig>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Forest plot of the HR of this meta-analysis of statin use for over six months post-diagnosis for cancer-related death in patients with breast cancer.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1256747-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>This meta-analysis synthesized data from 31 studies involving 2,611,014 women diagnosed with breast cancer. It focused on assessing the impact of statins on the risk of overall mortality, breast cancer-specific mortality, and the recurrence of breast cancer. Our findings suggest a beneficial effect of statins, both prior to and after diagnosis, in reducing overall mortality, breast cancer-specific mortality, and the recurrence of the disease. These results are in line with a previous study (<xref ref-type="bibr" rid="B44">44</xref>) that reviewed 23 articles involving 178,712 breast cancer patients, which also suggested that statin use could decrease overall mortality, disease-induced mortality, and recurrence in women with breast cancer. However, the earlier meta-analysis (<xref ref-type="bibr" rid="B44">44</xref>) was limited to post-diagnosis statin use and did not include data on pre-diagnosis use. Other research (<xref ref-type="bibr" rid="B45">45</xref>) has indicated that statins may reduce disease-induced mortality and recurrence in breast cancer patients, but did not differentiate between pre- and post-diagnosis use of statins, and found no significant impact on the risk of developing breast cancer. Additionally, a study (<xref ref-type="bibr" rid="B46">46</xref>) involving seven studies and 197,048 women with breast cancer indicated that statins might reduce both disease-induced and overall mortality. In addition, a randomized controlled study (<xref ref-type="bibr" rid="B47">47</xref>) showed that statin use after diagnosis was associated with a reduction in all-cause mortality (HR, 1.16; 95% CI, 0.7&#x2013;1.91). Furthermore, there is evidence (<xref ref-type="bibr" rid="B48">48</xref>) suggesting an enhanced effect on breast cancer reduction when pitavastatin is used alongside neoadjuvant chemotherapy protocols.</p>
<p>Ongoing research is examining the mechanisms through which statins may decrease mortality in breast cancer patients. The mevalonate pathway, a common feature in cancerous lesions, is upregulated and can be inhibited by statins, exerting an anti-cancer effect. Statins also have an association with ferroptosis (<xref ref-type="bibr" rid="B49">49</xref>) and can impair autophagy flux, leading to breast cancer cell death via the ERK1/2 and Akt pathways (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>). Preclinical studies suggest that statins can reduce the activity of breast cancer cells, limit their proliferation, and induce apoptosis (<xref ref-type="bibr" rid="B52">52</xref>). Atorvastatin may enhance antitumor immunity by inhibiting extracellular vesicles programmed death-ligand 1 (PD-L1) (<xref ref-type="bibr" rid="B53">53</xref>). Furthermore, altering cholesterol abundance in cancer cells could affect cellular membrane fluidity and signal transduction, influencing cancer progression (<xref ref-type="bibr" rid="B54">54</xref>). The role of statins in three estrogen receptor-positive cancers (breast, endometrial, and ovarian) is currently under investigation, with studies reporting a beneficial role in reducing incidence and mortality (<xref ref-type="bibr" rid="B55">55</xref>). In patients with estrogen-dependent breast cancer, post-diagnostic statin use has been linked to reduced cancer-specific mortality (<xref ref-type="bibr" rid="B56">56</xref>), potentially by disrupting hormone receptor-related pathways (<xref ref-type="bibr" rid="B57">57</xref>). The combination of metformin and simvastatin is reported to enhance the expression of prolyl hydroxylase 2, decreasing hypoxia-inducible factor 1&#x3b1; expression induced in endothelin 1, leading to more effective antiangiogenic and anti-cancer effects (<xref ref-type="bibr" rid="B58">58</xref>).</p>
<p>This meta-analysis has some limitations. Firstly, the specific types of statins used were not clearly detailed in the original studies, and different types of statins might yield different results. Secondly, while we included studies focusing on the effect of statins on the prognosis of breast cancer patients, the dosage of statins varied across these studies. Lastly, the studies included were observational, which may introduce more confounding bias and loss of follow-up.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>In conclusion, the results of this meta-analysis indicate that the use of statins may beneficially impact the recurrence of breast cancer, as well as reduce all-cause mortality and breast cancer-specific mortality, irrespective of whether statins are used before or after a breast cancer diagnosis. However, these findings underscore the necessity for additional high-quality research to more definitively ascertain the effects of statins on the prognosis of women with breast cancer.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="s11">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>XJ: Conceptualization, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. YL: Formal Analysis, Methodology, Software, Writing &#x2013; original draft. ZX: Data curation, Investigation, Methodology, Writing &#x2013; review &amp; editing. QM: Formal Analysis, Software, Writing &#x2013; original draft.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<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 id="s9" sec-type="COI-statement">
<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="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors&#xa0;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 id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fonc.2023.1256747/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2023.1256747/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.zip" id="SM1" mimetype="application/zip"/>
</sec>
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