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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2023.1202688</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of omega-3 fatty acids supplementation on the gene expression of peroxisome proliferator activated receptors-<italic>&#x03B3;</italic>, <italic>&#x03B1;</italic> and fibroblast growth factor-21 serum levels in patients with various presentation of metabolic conditions: a GRADE assessed systematic review and dose&#x2013;response meta-analysis of clinical trials</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Ahmadi</surname> <given-names>Amirhossein Ramezani</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1912424/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Shirani</surname> <given-names>Fatemeh</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Abiri</surname> <given-names>Behnazi</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1884387/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Siavash</surname> <given-names>Mansoor</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Haghighi</surname> <given-names>Sasan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name><surname>Akbari</surname> <given-names>Mojtaba</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1742755/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Isfahan Endocrine and Metabolism Research Center, Isfahan University of Medical Sciences</institution>, <addr-line>Isfahan</addr-line>, <country>Iran</country></aff>
<aff id="aff2"><sup>2</sup><institution>Obesity Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences</institution>, <addr-line>Tehran</addr-line>, <country>Iran</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Ana Sanches Silva, National Institute for Agricultural and Veterinary Research (INIAV), Portugal</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Gehad E. Elshopakey, Mansoura University, Egypt; Nehal M. Ramadan, Mansoura University, Egypt</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Mojtaba Akbari, <email>epi.akbari@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>11</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1202688</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Ahmadi, Shirani, Abiri, Siavash, Haghighi and Akbari.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Ahmadi, Shirani, Abiri, Siavash, Haghighi and Akbari</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>
<p>There is some debate about the effects of omega-3 fatty acids on the regulation of adipose tissue related genes. This systematic review and meta-analysis aimed to evaluate the effects of omega-3 fatty acids supplementation on the gene expression of peroxisome proliferator activated receptors (<italic>PPAR-&#x03B1;</italic> and <italic>PPAR-&#x03B3;</italic>) and serum fibroblast growth factor-21 (FGF-21) levels in adults with different presentation of metabolic conditions. To identify eligible studies, a systematic search was conducted in the Cochrane Library of clinical trials, Medline, Scopus, ISI Web of Science, and Google Scholar up to April 2022. Eligibility criteria included a clinical trial design, omega-3 fatty acids supplementation in adults, and reporting of at least one of the study outcomes. Effect sizes were synthesized using either fixed or random methods based on the level of heterogeneity. Fifteen studies met the inclusion criteria. Omega-3 fatty acids supplementation significantly increased the <italic>PPAR-&#x03B3;</italic> (10 studies) and <italic>PPAR-&#x03B1;</italic> (2 studies) gene expression compared to the control group (WMD: 0.24; 95% CI: 0.12, 0.35; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001 and 0.09; 95% CI: 0.04, 0.13; p&#x2009;&#x003C;&#x2009;0.001, respectively). Serum FGF-21 (8 studies) levels exhibited no significant change following omega-3 fatty acids supplementation (<italic>p</italic>&#x2009;=&#x2009;0.542). However, a dose&#x2013;response relationship emerged between the dose of omega-3 fatty acids and both <italic>PPAR-&#x03B3;</italic> gene expression and serum FGF-21 levels. Overall, this study suggests that omega-3 fatty acids supplementation may have positive effects on the regulation of adipose tissue related genes in patients with various presentation of metabolic condition. Further research is needed to validate these findings and ascertain the effectiveness of this supplementation approach in this population.</p>
<sec>
<title>Systematic Review Registration</title>
<p><ext-link xlink:href="https://www.crd.york.ac.uk/prospero/display_record.php?" ext-link-type="uri">https://www.crd.york.ac.uk/prospero/display_record.php?</ext-link>, CRD42022338344.</p>
</sec>
</abstract>
<kwd-group>
<kwd>n-3 fatty acids</kwd>
<kwd>polyunsaturated fatty acids</kwd>
<kwd>PUFA</kwd>
<kwd>PPAR</kwd>
<kwd>fibroblast growth regulatory factor</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="37"/>
<page-count count="12"/>
<word-count count="6537"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nutrition and Metabolism</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Omega-3 fatty acids have demonstrated a wide range of health benefits, including the capacity to reduce hypertriglyceridemia, adverse cardiovascular events, and the regulation of blood pressure, glucose tolerance, and nervous system functions. Moreover, omega-3 fatty acids have been associated with decreased insulin secretion, enhanced insulin resistance, and improved endothelial function. They also exhibit anti-inflammatory, antioxidant, and anti-thrombotic properties (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). However, the precise mechanisms through which omega-3 fatty acids exert their metabolic effects remain incompletely understood. Previous studies have suggested that the metabolic effects of n-3 polyunsaturated fatty acids (PUFAs) involve the modulation of gene expression in adipose tissue (<xref ref-type="bibr" rid="ref3">3</xref>). For example, omega-3 fatty acids are recognized as natural modulators of peroxisome proliferator activated receptors (<italic>PPAR-&#x03B1;</italic>, <italic>PPAR-&#x03B3;</italic>, and <italic>PPAR-&#x03B4;</italic>) and improvement of fibroblast growth factor-21 (FGF-21), but the whole mechanisms are not clear (<xref ref-type="bibr" rid="ref4 ref5 ref6 ref7 ref8">4&#x2013;8</xref>).</p>
<p><italic>PPAR-&#x03B3;</italic> and <italic>PPAR-&#x03B1;</italic> serve as nuclear receptors with pivotal roles in the regulating of lipid and glucose metabolism. PPAR-&#x03B3; regulates adipocyte differentiation, lipid storage, and adipokine secretion. Defects in <italic>PPAR-&#x03B3;</italic> function contribute to insulin resistance and obesity. Additionally, <italic>PPAR-&#x03B1;</italic> and FGF-21 promote fat oxidation and thermogenesis in adipose tissue, potentially counteracting metabolic abnormalities linked to obesity. The connection between <italic>PPAR-&#x03B3;</italic>, <italic>PPAR-&#x03B1;</italic>, and serum levels of FGF-21 in the context of metabolic disorders such as type 2 diabetes (T2DM), non-alcoholic fatty liver disease (NAFLD), obesity, poly-cystic ovary syndrome (PCOS), gestational diabetes mellitus (GDM), cardiac disease, and dyslipidemia arises from their roles in regulating glucose and lipid metabolism, insulin sensitivity, inflammation, and oxidative stress. Modulating these pathways through PPARs activation or increased FGF-21 levels may hold therapeutic potential promise for these conditions.</p>
<p>Experimental studies showed that both fish oil and flaxseed oil up-regulate the expression of <italic>PPAR</italic>-&#x03B1; and <italic>PPAR</italic>-&#x03B3; (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref10">10</xref>). Rahmani et al. (<xref ref-type="bibr" rid="ref11">11</xref>) observed a significant improvement in <italic>PPAR</italic>-&#x03B3; gene expression following 12&#x2009;weeks of fish oil supplementation in subjects with PCOS. Other studies investigated the impact of omega-3 fatty acids supplementation on the regulation of plasma FGF-21 levels and its role in modulating critical metabolic pathways in white adipose tissue.</p>
<p>FGF-21 is a novel metabolic regulator that is primarily produced by the liver (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref12 ref13 ref14">12&#x2013;14</xref>). Recently, it was described that omega-3 fatty acids can reduce circulating FGF-21 levels and enhance FGF-21 sensitivity, potentially through a <italic>PPAR</italic>-&#x03B3;-dependent mechanism (<xref ref-type="bibr" rid="ref15">15</xref>). Nevertheless, the outcomes of previous studies present conflicting findings (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Consequently, the present study aimed to systematic review and meta-analysis clinical trials that evaluated the effect of omega-3 fatty acids supplementation on <italic>PPAR-&#x03B3;</italic> and <italic>PPAR-&#x03B1;</italic> gene expression and serum FGF-21 levels in patients with various presentation of metabolic conditions. The results of this study could enhance our understanding of the metabolic actions of omega-3 fatty acids and offer insights into their potential therapeutic applications.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<title>Materials and methods</title>
<p>This research followed the PRISMA statement for systematic reviews and meta-analyzes. The systematic review protocol was registered in PROSPERO under the code CRD42022338344. Ethical approval for the study methodology was obtained from the ethics committee of Isfahan University of Medical Sciences (IR.ARI.MUI.REC.1400.135).</p>
<sec id="sec3">
<title>Search strategy</title>
<p>Two researchers (BA and FS) independently conducted searches in various databases, including the Cochrane Library of clinical trials (CENTRAL), Medline, Scopus, ISI Web of Science, and Google Scholar for studies that investigated the effects of omega-3 fatty acids on the gene expression of <italic>PPAR-&#x03B3;, &#x03B1;</italic> and serum levels of FGF-21 in individuals with different presentation of metabolic conditions. The search included all original papers published until April 2022. Various combinations of keywords and medical subject heading (MeSH) terms were used, including n-3 fatty acids, fish oil, n-3 oil, n-3 Polyunsaturated Fatty Acid, n-3 PUFA, alpha-Linolenic Acid, Docosahexaenoic Acids, Eicosapentaenoic Acid, DHA, EPA, ALA, omega 3, omega-3 fatty acids, peroxisome proliferator activated receptor, PPAR, Thiazolidinedione Receptor, NR1C3, FGF, fibroblast growth factor. There were no restrictions on publication year or language. Moreover, the reference lists of included studies were reviewed to identify any additional relevant studies. Two reviewers independently screened the titles and abstracts of the search results to select potentially relevant studies.</p>
</sec>
<sec id="sec4">
<title>Study selection</title>
<p>Full texts of studies aligned with the objectives of the present study were examined, and those meeting the eligibility criteria were included. The inclusion criteria consisted of studies written in English or Persian, studies involving omega-3 fatty acids supplementation, studies evaluating the gene expression of <italic>PPAR-&#x03B3;, &#x03B1;</italic> or serum levels of the FGF-21 as study outcomes, and clinical trial study designs. Due to limited number of clinical trials available, we were unable to include a specific population group in our study. However, all human studies conducted in patients with metabolic conditions related to obesity, insulin sensitivity, and dyslipidemia were considered. The following reports were excluded: non-full-text articles, ecological studies, animal studies, observational studies, opinion articles, conference abstracts, review papers, editorials, studies not assessing relevant outcomes or populations, and studies using omega-3 fatty acids supplements in combination with other bioactive agents.</p>
</sec>
<sec id="sec5">
<title>Data extraction</title>
<p>The data extraction was independently conducted by two researchers (AR and MA). In the case of discrepancies, consensus was reached through cross-examination by MS. The extracted study characteristics included the first author&#x2019;s name, year of publication, country, baseline age, body mass index (BMI), sample size, composition of the supplement and placebo, dose of omega-3 fatty acids, study duration, and study population. Additionally, mean&#x2009;&#x00B1;&#x2009;SD values of serum FGF-21 and fold change of <italic>PPAR-&#x03B3;</italic> and <italic>PPAR-&#x03B1;</italic> gene expression were derived from eligible studies at both the baseline and the end of the study.</p>
</sec>
<sec id="sec6">
<title>Assessment of risk of bias</title>
<p>Two independent researchers assessed the quality of the trials using the revised Cochrane risk of bias tool for randomized trials (RoB 2). The RoB2 evaluates various aspects of trial design, conduct, and reporting. The quality of the studies was categorized as &#x201C;Low risk,&#x201D; &#x201C;High risk,&#x201D; or expressed as having &#x201C;Some concerns.&#x201D;</p>
</sec>
<sec id="sec7">
<title>Statistical analysis</title>
<p>The mean difference&#x2009;&#x00B1;&#x2009;SD was used as the effect size and was pooled using fixed method meta-analysis (inverse variance). In the presence of significant heterogeneity, the random method (Dersimonian-Laird) was employed to pool effect sizes. Heterogeneity between studies was evaluated using the <italic>I</italic><sup>2</sup> index and Cochrane&#x2019;s Q test. <italic>I</italic><sup>2</sup> Interpretation is as follows: low if <italic>I</italic><sup>2</sup> is &#x003C;30%, moderate if <italic>I</italic><sup>2</sup> is 30&#x2013;75%, and high if <italic>I</italic><sup>2</sup> is &#x003E;75% (<xref ref-type="bibr" rid="ref18">18</xref>).</p>
<p>Subgroup analyzes were conducted based on age (&#x2264;55 or&#x2009;&#x003E;&#x2009;55&#x2009;years), source of omega-3 fatty acids (fish oil or plant-based oil), and different population groups (diabetic or non-diabetic/ obese or overweight/dyslipidemia or non-dyslipidemia) to explore potential variations in study results. Sensitivity analysis and meta-regression were performed to further investigate the effects of different variables on study outcomes. One-stage non-linear dose&#x2013;response meta-analyzes were conducted using the DRMETA module developed by Nicola Orsini (<xref ref-type="bibr" rid="ref19">19</xref>) to examine the effect of omega-3 fatty acids supplementation on the gene expression of <italic>PPAR-&#x03B3;</italic> and serum FGF-21 levels. Publication bias was assessed using Begg&#x2019;s rank correlation, Egger&#x2019;s linear regression, and visual inspection of the funnel plot. If publication bias was detected, the Trim and Fill method was applied to adjust for intervention effects. All analyzes were performed using Stata, version 17 (Stata Crop, College Station, TX, United States) and a <italic>p</italic>-value of &#x003C;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="sec8">
<title>Results</title>
<sec id="sec9">
<title>Characteristics of the studies</title>
<p>The initial electronic search resulted in 1783 studies after removing duplicates (see <xref ref-type="fig" rid="fig1">Figure 1</xref>). Following the title and abstract screening, 1712 studies, including review articles, study protocols, animal studies, or studies not related to the purpose of the present study, were excluded. A total of 71 studies underwent eligibility assessment, and 55 studies were excluded for various reasons, such as being single-arm studies, observational studies, studies not evaluating the gene expression of <italic>PPAR-&#x03B3;, &#x03B1;</italic> or serum levels of FGF-21, studies not conducted in patients with metabolic diseases or insulin impairment (obesity, diabetes, dyslipidemia, polycystic ovary syndrome, and heart disease), and studies using a combination of omega-3 fatty acids with other nutrients or bioactive agents. Studies that reported outcomes other than gene expression (such as the activity of <italic>PPAR-&#x03B3;</italic>) were also excluded. Ultimately, 15 studies met the inclusion criteria and provided sufficient data for meta-analysis (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref11 ref12 ref13 ref14">11&#x2013;14</xref>, <xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref20 ref21 ref22 ref23 ref24 ref25">20&#x2013;25</xref>). The general characteristics of the included studies are summarized in <xref ref-type="table" rid="tab1">Table 1</xref>. These studies were conducted in various locations, including the United States (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref21">21</xref>), Iran (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref22 ref23 ref24 ref25">22&#x2013;25</xref>), China (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref12">12</xref>), Sweden (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref14">14</xref>), Spain (<xref ref-type="bibr" rid="ref7">7</xref>), and Poland (<xref ref-type="bibr" rid="ref16">16</xref>). The intervention durations ranged from 3 to 24&#x2009;weeks. Ten studies utilized fish oil as the source of omega-3 fatty acids (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref11 ref12 ref13 ref14">11&#x2013;14</xref>, <xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref24">24</xref>), while five studies used plant-sources (flaxseed or perilla oil) (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref25">25</xref>). <italic>PPAR</italic>-&#x03B3;,<italic>&#x03B1;</italic> gene expression were primarily assessed using peripheral blood mononuclear cells (PBMCs), with two studies using atrial myocardium and placental tissue samples (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref21">21</xref>). The risk of bias assessment is summarized in <xref ref-type="fig" rid="fig2">Figure 2</xref>, with the most common issues related to allocation concealment (selection bias) and incomplete outcome data (attrition bias).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>PRISMA Flow diagram of the study selection process.</p>
</caption>
<graphic xlink:href="fnut-10-1202688-g001.tif"/>
</fig>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of included studies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">First author, year</th>
<th align="left" valign="top">Country</th>
<th align="center" valign="top">Participants, <italic>n</italic> (% male)</th>
<th align="center" valign="top">Study duration, weeks</th>
<th align="center" valign="top">Age, years</th>
<th align="center" valign="top">BMI, kg/m<sup>2</sup></th>
<th align="center" valign="top">Omega-3 FA dose, mg/d</th>
<th align="left" valign="top">Omega-3 FA type</th>
<th align="left" valign="top">Placebo type</th>
<th align="left" valign="top">Population group</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Anderson, 2014 (1)</td>
<td align="left" valign="top">United States</td>
<td align="char" valign="top" char="(">24 (66)</td>
<td align="center" valign="top">3</td>
<td align="char" valign="top" char=".">64.4</td>
<td align="char" valign="top" char=".">31.1</td>
<td align="char" valign="top" char=",">3,400</td>
<td align="left" valign="top">Fish oil</td>
<td align="left" valign="top">No treatment</td>
<td align="left" valign="top">Patients before elective cardiac surgery</td>
</tr>
<tr>
<td align="left" valign="top">Mansoori, 2015 (2)</td>
<td align="left" valign="top">Iran</td>
<td align="char" valign="top" char="(">68 (NR)</td>
<td align="center" valign="top">8</td>
<td align="char" valign="top" char=".">55.8</td>
<td align="char" valign="top" char=".">28.3</td>
<td align="char" valign="top" char=",">2,400</td>
<td align="left" valign="top">DHA-rich fish oil</td>
<td align="left" valign="top">Paraffin</td>
<td align="left" valign="top">T2DM patients</td>
</tr>
<tr>
<td align="left" valign="top">Qin, 2015 (3)</td>
<td align="left" valign="top">China</td>
<td align="char" valign="top" char="(">70 (73)</td>
<td align="center" valign="top">12</td>
<td align="char" valign="top" char=".">45.1</td>
<td align="char" valign="top" char=".">26.2</td>
<td align="char" valign="top" char=",">4,000</td>
<td align="left" valign="top">Fish oil</td>
<td align="left" valign="top">Corn oil</td>
<td align="left" valign="top">Patients with NAFLD characteristics associated with hyperlipidemia</td>
</tr>
<tr>
<td align="left" valign="top">Calabuig-Navarro, 2016 (4)</td>
<td align="left" valign="top">United States</td>
<td align="char" valign="top" char="(">33 (0)</td>
<td align="center" valign="top">24</td>
<td align="char" valign="top" char=".">27.3</td>
<td align="char" valign="top" char=".">33.4</td>
<td align="char" valign="top" char=",">2,000</td>
<td align="left" valign="top">Fish oil</td>
<td align="left" valign="top">Wheat germ oil</td>
<td align="left" valign="top">Obese and overweight woman</td>
</tr>
<tr>
<td align="left" valign="top">Zhao, 2016 (5)</td>
<td align="left" valign="top">China</td>
<td align="char" valign="top" char="(">26 (58)</td>
<td align="center" valign="top">24</td>
<td align="char" valign="top" char=".">48.9</td>
<td align="char" valign="top" char=".">32.5</td>
<td align="char" valign="top" char=",">8,000</td>
<td align="left" valign="top">Perilla oil</td>
<td align="left" valign="top">No treatment</td>
<td align="left" valign="top">Obese patients</td>
</tr>
<tr>
<td align="left" valign="top">Hashemzadeh, 2017 (6)</td>
<td align="left" valign="top">Iran</td>
<td align="char" valign="top" char="(">60 (NR)</td>
<td align="center" valign="top">12</td>
<td align="char" valign="top" char=".">59.6</td>
<td align="char" valign="top" char=".">30.4</td>
<td align="char" valign="top" char=",">1,000</td>
<td align="left" valign="top">Flaxseed oil</td>
<td align="left" valign="top">Paraffin</td>
<td align="left" valign="top">T2DM Patients with CHD</td>
</tr>
<tr>
<td align="left" valign="top">Nasri, 2017 (7)</td>
<td align="left" valign="top">Iran</td>
<td align="char" valign="top" char="(">60 (0)</td>
<td align="center" valign="top">12</td>
<td align="char" valign="top" char=".">26.8</td>
<td align="char" valign="top" char=".">27.1</td>
<td align="char" valign="top" char=",">2,000</td>
<td align="left" valign="top">Flaxseed oil</td>
<td align="left" valign="top">Paraffin</td>
<td align="left" valign="top">PCOS</td>
</tr>
<tr>
<td align="left" valign="top">Eriksson, 2018 (8)</td>
<td align="left" valign="top">Sweden</td>
<td align="char" valign="top" char="(">75 (71)</td>
<td align="center" valign="top">12</td>
<td align="char" valign="top" char=".">65.4</td>
<td align="char" valign="top" char=".">31.2</td>
<td align="char" valign="top" char=",">4,000</td>
<td align="left" valign="top">OM-3CA</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top">T2DM patients</td>
</tr>
<tr>
<td align="left" valign="top">Rahmani, 2018 (<xref ref-type="bibr" rid="ref13">13</xref>)</td>
<td align="left" valign="top">Iran</td>
<td align="char" valign="top" char="(">40 (0)</td>
<td align="center" valign="top">12</td>
<td align="char" valign="top" char=".">26.6</td>
<td align="char" valign="top" char=".">26.4</td>
<td align="char" valign="top" char=",">2000</td>
<td align="left" valign="top">Fish oil</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top">PCOS</td>
</tr>
<tr>
<td align="left" valign="top">Jamilian, 2018 (11)</td>
<td align="left" valign="top">Iran</td>
<td align="char" valign="top" char="(">40 (0)</td>
<td align="center" valign="top">12</td>
<td align="char" valign="top" char=".">23.3</td>
<td align="char" valign="top" char=".">27.6</td>
<td align="char" valign="top" char=",">1,000</td>
<td align="left" valign="top">Flaxseed oil</td>
<td align="left" valign="top">Paraffin</td>
<td align="left" valign="top">PCOS</td>
</tr>
<tr>
<td align="left" valign="top">Jamilian, 2018 (10)</td>
<td align="left" valign="top">Iran</td>
<td align="char" valign="top" char="(">40 (0)</td>
<td align="center" valign="top">6</td>
<td align="char" valign="top" char=".">30.6</td>
<td align="char" valign="top" char=".">27.5</td>
<td align="char" valign="top" char=",">2,000</td>
<td align="left" valign="top">Fish oil</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top">GDM</td>
</tr>
<tr>
<td align="left" valign="top">Escot&#x00E9;, 2018 (9)</td>
<td align="left" valign="top">Spain</td>
<td align="char" valign="top" char="(">57 (0)</td>
<td align="center" valign="top">10</td>
<td align="char" valign="top" char=".">38.4</td>
<td align="char" valign="top" char=".">32.2</td>
<td align="char" valign="top" char=",">1,341</td>
<td align="left" valign="top">Fish oil</td>
<td align="left" valign="top">Sunflower oil</td>
<td align="left" valign="top">Obese and overweight woman</td>
</tr>
<tr>
<td align="left" valign="top">Oscarsson, 2018 (12)</td>
<td align="left" valign="top">Sweden</td>
<td align="char" valign="top" char="(">51 (59)</td>
<td align="center" valign="top">12</td>
<td align="char" valign="top" char=".">59.7</td>
<td align="char" valign="top" char=".">29.8</td>
<td align="char" valign="top" char=",">4,000</td>
<td align="left" valign="top">OM-3CA</td>
<td align="left" valign="top">NR</td>
<td align="left" valign="top">Overweight or obese individuals with NAFLD and hypertriglyceridemia</td>
</tr>
<tr>
<td align="left" valign="top">Jamilian, 2020 (14)</td>
<td align="left" valign="top">Iran</td>
<td align="char" valign="top" char="(">51 (0)</td>
<td align="center" valign="top">6</td>
<td align="char" valign="top" char=".">29.0</td>
<td align="char" valign="top" char=".">28.1</td>
<td align="char" valign="top" char=",">2,000</td>
<td align="left" valign="top">Flaxseed oil</td>
<td align="left" valign="top">Sunflower oil</td>
<td align="left" valign="top">GDM</td>
</tr>
<tr>
<td align="left" valign="top">Razny, 2021 (15)</td>
<td align="left" valign="top">Poland</td>
<td align="char" valign="top" char="(">64 (47)</td>
<td align="center" valign="top">12</td>
<td align="char" valign="top" char=".">41.3</td>
<td align="char" valign="top" char=".">32.9</td>
<td align="char" valign="top" char=",">1,800</td>
<td align="left" valign="top">Fish oil</td>
<td align="left" valign="top">Corn oil</td>
<td align="left" valign="top">Overweight or obesity (with abdominal obesity)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>NR, not reported; BMI, body mass index; FA, fatty acid; T2DM, type 2 diabetes mellitus; NAFLD, non-alcoholic fatty liver disease; CHD, coronary heart disease; PCOS, polycystic ovary syndrome; GDM, gestational diabetes mellitus.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Risk of bias summary of included studies.</p>
</caption>
<graphic xlink:href="fnut-10-1202688-g002.tif"/>
</fig>
</sec>
<sec id="sec10">
<title>The effect of omega-3 fatty acids supplement on <italic>PPAR-&#x03B3;</italic> gene expression</title>
<p>Ten studies, comprising 224 intervention and 218 control participants, evaluated the effect of omega-3 fatty acids supplementation on gene expression of <italic>PPAR-&#x03B3;</italic> (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref20 ref21 ref22 ref23 ref24 ref25">20&#x2013;25</xref>). The results of the meta-analysis (see <xref ref-type="table" rid="tab2">Table 2</xref>) indicated that omega-3 fatty acids supplementation significantly increased <italic>PPAR-&#x03B3;</italic> gene expression compared to the control group (difference in fold change: 0.24; 95% CI: 0.12, 0.35; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; see <xref ref-type="fig" rid="fig3">Figure 3A</xref>). However, a high level of heterogeneity was observed among the studies (<italic>I</italic><sup>2</sup> =&#x2009;93.65; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). A non-linear dose&#x2013;response relationship was identified between the dose of omega-3 fatty acids and <italic>PPAR-&#x03B3;</italic> gene expression (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; see <xref ref-type="fig" rid="fig4">Figure 4A</xref>). Subgroup analysis revealed moderate, non-significant heterogeneity in populations with an average age over 55&#x2009;years (<italic>I</italic><sup>2</sup> =&#x2009;62.17; <italic>p</italic>&#x2009;=&#x2009;0.071) and in diabetic patients (<italic>I</italic><sup>2</sup> =&#x2009;51.77; <italic>p</italic>&#x2009;=&#x2009;0.101). However, the between-subgroups heterogeneity test was not significant for age, presence of diabetes, weight status, and source of omega-3 fatty acids supplementation (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). Sensitivity analysis did not lead to changes in the results when excluding one study at a time. The Galbraith plot (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>) indicated five studies as potential sources of heterogeneity (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref24">24</xref>). Meta-regression analysis revealed a direct association between dose (<italic>p</italic>&#x2009;=&#x2009;0.002) and the percentage of male participants in the study (<italic>p</italic>&#x2009;=&#x2009;0.033) with changes in <italic>PPAR-&#x03B3;</italic> gene expression following omega-3 fatty acids supplementation.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Overall estimates of meta-analysis for the effect of omega-3 fatty acids supplement on expression of <italic>PPAR-&#x03B3;,&#x03B1;</italic> and serum FGF-21 levels in patients with metabolic risk factors.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Outcome</th>
<th align="center" valign="top">Subgroups</th>
<th align="center" valign="top">Studies, <italic>n</italic></th>
<th align="center" valign="top">Reference</th>
<th align="center" valign="top">WMD (95% CI)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">I<sup>2</sup> (%)</th>
<th align="center" valign="top">P heterogeneity</th>
<th align="center" valign="top">P heterogeneity between subgroups</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="2">
<italic>PPAR-&#x03B3;, fold change</italic>
</td>
<td align="center" valign="top">10</td>
<td/>
<td align="char" valign="top" char="(">0.24 (0.12, 0.35)</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">93.65</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Age</td>
<td align="left" valign="top">&#x2264;55&#x2009;years</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23 ref24 ref25">23&#x2013;25</xref>)</td>
<td align="char" valign="top" char="(">0.25 (0.10, 041)</td>
<td align="char" valign="top" char=".">0.002</td>
<td align="char" valign="top" char=".">95.53</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char="." rowspan="2">0.587</td>
</tr>
<tr>
<td align="left" valign="top">&#x003E;55&#x2009;years</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref22">22</xref>)</td>
<td align="char" valign="top" char="(">0.20 (0.08, 0.31)</td>
<td align="char" valign="top" char=".">0.001</td>
<td align="char" valign="top" char=".">62.17</td>
<td align="char" valign="top" char=".">0.071</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Presence of diabetes</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref25">25</xref>)</td>
<td align="char" valign="top" char="(">0.14 (0.07, 0.20)</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">51.77</td>
<td align="char" valign="top" char=".">0.101</td>
<td align="char" valign="top" char="." rowspan="2">0.154</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23">23</xref>)</td>
<td align="char" valign="top" char="(">0.29 (0.09, 0.50)</td>
<td align="char" valign="top" char=".">0.005</td>
<td align="char" valign="top" char=".">96.28</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Weight status</td>
<td align="left" valign="top">Overweight</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref23 ref24 ref25">23&#x2013;25</xref>)</td>
<td align="char" valign="top" char="(">0.18 (0.11, 0.24)</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">56.35</td>
<td align="char" valign="top" char=".">0.043</td>
<td align="char" valign="top" char="." rowspan="2">0.339</td>
</tr>
<tr>
<td align="left" valign="top">Obese</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref22">22</xref>)</td>
<td align="char" valign="top" char="(">0.31 (0.03, 0.59)</td>
<td align="char" valign="top" char=".">0.026</td>
<td align="char" valign="top" char=".">97.69</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Source of omega-3</td>
<td align="left" valign="top">Fish oil</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref24">24</xref>)</td>
<td align="char" valign="top" char="(">0.16 (0.04, 0.29)</td>
<td align="char" valign="top" char=".">0.007</td>
<td align="char" valign="top" char=".">88.32</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char="." rowspan="2">0.269</td>
</tr>
<tr>
<td align="left" valign="top">Plant-based oil</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref25">25</xref>)</td>
<td align="char" valign="top" char="(">0.30 (0.09, 0.52)</td>
<td align="char" valign="top" char=".">0.005</td>
<td align="char" valign="top" char=".">95.48</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">
<italic>PPAR-&#x03B1;, fold change</italic>
</td>
<td align="center" valign="top">2</td>
<td/>
<td align="char" valign="top" char="(">0.09 (0.04, 0.13)</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">0.0</td>
<td align="char" valign="top" char=".">0.442</td>
<td align="char" valign="top" char=".">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">
<italic>Serum FGF-21, pg/ml</italic>
</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref12 ref13 ref14">12&#x2013;14</xref>, <xref ref-type="bibr" rid="ref16">16</xref>)</td>
<td align="char" valign="top" char="(">-21.13 (&#x2212;81.84, 39.56)</td>
<td align="char" valign="top" char=".">0.494</td>
<td align="char" valign="top" char=".">85.38</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Age</td>
<td align="left" valign="top">&#x2264;55&#x2009;years</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref16">16</xref>)</td>
<td align="char" valign="top" char="(">&#x2212;4.93 (&#x2212;78.89, 69.03)</td>
<td align="char" valign="top" char=".">0.896</td>
<td align="char" valign="top" char=".">91.17</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char="." rowspan="2">0.333</td>
</tr>
<tr>
<td align="left" valign="top">&#x003E;55&#x2009;years</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref14">14</xref>)</td>
<td align="char" valign="top" char="(">&#x2212;64.41 (&#x2212;159.28, 30.46)</td>
<td align="char" valign="top" char=".">0.183</td>
<td align="char" valign="top" char=".">17.90</td>
<td align="char" valign="top" char=".">0.296</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Presence of diabetes</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref13">13</xref>)</td>
<td align="char" valign="top" char="(">&#x2212;18.12 (&#x2212;120.92, 84.68)</td>
<td align="char" valign="top" char=".">0.730</td>
<td align="char" valign="top" char=".">0.0</td>
<td align="char" valign="top" char=".">0.756</td>
<td align="char" valign="top" char="." rowspan="2">0.955</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref16">16</xref>)</td>
<td align="char" valign="top" char="(">&#x2212;21.69 (&#x2212;91.45, 48.08)</td>
<td align="char" valign="top" char=".">0.542</td>
<td align="char" valign="top" char=".">89.46</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Presence of dyslipidemia</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref14">14</xref>)</td>
<td align="char" valign="top" char="(">&#x2212;92.38 (&#x2212;113.79, &#x2212;70.98)</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">0.0</td>
<td align="char" valign="top" char=".">0.368</td>
<td align="char" valign="top" char="." rowspan="2">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref16">16</xref>)</td>
<td align="char" valign="top" char="(">27.02 (&#x2212;0.35, 54.4)</td>
<td align="char" valign="top" char=".">0.053</td>
<td align="char" valign="top" char=".">0.0</td>
<td align="char" valign="top" char=".">0.889</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Weight status</td>
<td align="left" valign="top">Overweight</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref14">14</xref>)</td>
<td align="char" valign="top" char="(">&#x2212;92.38 (&#x2212;113.79, &#x2212;70.98)</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">0.0</td>
<td align="char" valign="top" char=".">0.368</td>
<td align="char" valign="top" char="." rowspan="2">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Obese</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref16">16</xref>)</td>
<td align="char" valign="top" char="(">27.02 (&#x2212;0.35, 54.4)</td>
<td align="char" valign="top" char=".">0.053</td>
<td align="char" valign="top" char=".">0.0</td>
<td align="char" valign="top" char=".">0.889</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>FGF, fibroblast growth factor-21; PPAR, peroxisome proliferator activated receptors; WMD, weighted mean difference.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Forest plot of studies evaluating the effect of omega-3 fatty acids supplementation on the expression of <italic>PPAR-&#x03B3;</italic> <bold>(A)</bold>, <italic>PPAR-&#x03B1;</italic> <bold>(B)</bold>, and serum levels of FGF-21 <bold>(C)</bold> in patients with metabolic risk factors.</p>
</caption>
<graphic xlink:href="fnut-10-1202688-g003.tif"/>
</fig>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Non-linear dose&#x2013;response relationship between omega-3 fatty acids supplement (mg/d) and difference of fold change of <italic>PPAR-&#x03B3;</italic> expression <bold>(A)</bold> and mean difference of serum FGF-21 levels <bold>(B)</bold> in patients with metabolic risk factors.</p>
</caption>
<graphic xlink:href="fnut-10-1202688-g004.tif"/>
</fig>
</sec>
<sec id="sec11">
<title>The effect of omega-3 fatty acids supplement on <italic>PPAR-&#x03B1;</italic> gene expression</title>
<p>Only two studies investigated the effect of omega-3 fatty acids supplementation on <italic>PPAR-&#x03B1;</italic> gene expression. It was demonstrated that omega-3 fatty acids supplementation significantly increased the <italic>PPAR-&#x03B1;</italic> gene expression compared to the control group (difference in fold change: 0.09; 95% CI: 0.04, 0.13; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; see <xref ref-type="fig" rid="fig3">Figure 3B</xref>). There was no obvious heterogeneity between these studies (I<sup>2</sup> =&#x2009;0.0, <italic>p</italic>&#x2009;=&#x2009;0.442). Due to the limited number of studies, subgroup, sensitivity, meta-regression, and dose&#x2013;response analyzes were not possible (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Meta-regression for the effect of baseline characteristics on the association between omega-3 fatty acids supplementation and expression of <italic>PPAR-&#x03B3;</italic> and serum FGF-21 levels in patients with metabolic risk factors.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">
<italic>N</italic>
</th>
<th align="center" valign="top">Coefficient</th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
<th align="center" valign="top"><italic>I</italic><sup>2</sup> (%)</th>
<th align="center" valign="top">P heterogeneity</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="7">
<italic>PPAR-&#x03B3;</italic>
</td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">10</td>
<td align="char" valign="top" char=".">0.005</td>
<td align="char" valign="top" char=".">0.004</td>
<td align="char" valign="top" char=".">0.228</td>
<td align="char" valign="top" char=".">93.53</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Study duration</td>
<td align="center" valign="top">10</td>
<td align="char" valign="top" char=".">0.012</td>
<td align="char" valign="top" char=".">0.009</td>
<td align="char" valign="top" char=".">0.201</td>
<td align="char" valign="top" char=".">94.21</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Male percent</td>
<td align="center" valign="top">10</td>
<td align="char" valign="top" char=".">0.004</td>
<td align="char" valign="top" char=".">0.002</td>
<td align="char" valign="top" char=".">0.033</td>
<td align="char" valign="top" char=".">92.56</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">BMI</td>
<td align="center" valign="top">10</td>
<td align="char" valign="top" char=".">0.025</td>
<td align="char" valign="top" char=".">0.028</td>
<td align="char" valign="top" char=".">0.370</td>
<td align="char" valign="top" char=".">94.21</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Dose</td>
<td align="center" valign="top">10</td>
<td align="char" valign="top" char=".">0.357</td>
<td align="char" valign="top" char=".">0.114</td>
<td align="char" valign="top" char=".">0.002</td>
<td align="char" valign="top" char=".">90.65</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">DHA/EPA ratio</td>
<td align="center" valign="top">5</td>
<td align="char" valign="top" char=".">0.053</td>
<td align="char" valign="top" char=".">0.073</td>
<td align="char" valign="top" char=".">0.471</td>
<td align="char" valign="top" char=".">90.31</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top" char="." colspan="7">FGF-21</td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">8</td>
<td align="char" valign="top" char=".">&#x2212;3.12</td>
<td align="char" valign="top" char=".">2.74</td>
<td align="char" valign="top" char=".">0.256</td>
<td align="char" valign="top" char=".">80.38</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Study duration</td>
<td align="center" valign="top">8</td>
<td align="char" valign="top" char=".">&#x2212;50.52</td>
<td align="char" valign="top" char=".">14.92</td>
<td align="char" valign="top" char=".">0.001</td>
<td align="char" valign="top" char=".">26.65</td>
<td align="char" valign="top" char=".">0.225</td>
</tr>
<tr>
<td align="left" valign="top">Male percent</td>
<td align="center" valign="top">8</td>
<td align="char" valign="top" char=".">&#x2212;1.70</td>
<td align="char" valign="top" char=".">0.26</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">0.00</td>
<td align="char" valign="top" char=".">0.526</td>
</tr>
<tr>
<td align="left" valign="top">BMI</td>
<td align="center" valign="top">8</td>
<td align="char" valign="top" char=".">18.80</td>
<td align="char" valign="top" char=".">2.90</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">0.00</td>
<td align="char" valign="top" char=".">0.456</td>
</tr>
<tr>
<td align="left" valign="top">Dose</td>
<td align="center" valign="top">8</td>
<td align="char" valign="top" char=".">&#x2212;0.05</td>
<td align="char" valign="top" char=".">0.006</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
<td align="char" valign="top" char=".">0.00</td>
<td align="char" valign="top" char=".">0.788</td>
</tr>
<tr>
<td align="left" valign="top">DHA/EPA ratio</td>
<td align="center" valign="top">8</td>
<td align="char" valign="top" char=".">3.98</td>
<td align="char" valign="top" char=".">16.18</td>
<td align="char" valign="top" char=".">0.806</td>
<td align="char" valign="top" char=".">87.31</td>
<td align="char" valign="top" char=".">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>BMI, body mass index; DHA, docosahexaenoic acid; EPA, eicosapentaenoic acid; FGF, fibroblast growth factor-21; PPAR, peroxisome proliferator activated receptors; SE, standard error.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec12">
<title>The effect of omega-3 fatty acids supplement on serum FGF-21 levels</title>
<p>Five studies, with a total of 160 participants in the intervention group and 157 participants in the placebo group, provided eight effect sizes for evaluating the impact of omega-3 fatty acids supplementation on serum FGF-21 levels. The meta-analysis revealed no-significant difference in the change in serum FGF-21 between the omega-3 fatty acids and control groups (WMD: -21.13; 95% CI: &#x2212;91.45, 48.08; <italic>p</italic>&#x2009;=&#x2009;0.542; <xref ref-type="fig" rid="fig3">Figure 3C</xref>). However, a dose&#x2013;response relationship was observed between the dose of omega-3 fatty acids and serum FGF-21 levels (<italic>p</italic>&#x2009;=&#x2009;0.042; <xref ref-type="fig" rid="fig4">Figure 4B</xref>), with the highest FGF-21 level observed at a dose of 1,000&#x2009;mg/day (WMD: 28.48; 95% CI:4.58, 52.37). A high level of heterogeneity was observed between studies (<italic>I</italic><sup>2</sup> =&#x2009;85.38, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). The Galbraith plot (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>) identified the studies of Qin et al. (<xref ref-type="bibr" rid="ref12">12</xref>) and Escot&#x00E9; et al. (<xref ref-type="bibr" rid="ref7">7</xref>) as sources of heterogeneity. A significant reduction following omega-3 fatty acids supplementation was observed in patients with dyslipidemia and overweight (WMD: &#x2212;92.38; 95% CI: &#x2212;113.79, &#x2212;70.98; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Heterogeneity was not significant in the older age (P 0.296) and diabetic patient (P 0.756) subgroups. Subgroup analysis identified the presence of dyslipidemia and weight status as sources of heterogeneity (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). The meta-regression analysis suggested that study duration, sex, BMI, and dose as sources of heterogeneity. A direct association was found between BMI and the mean difference in serum FGF-21. Additionally, an inverse association was observed between the mean difference in serum FGF-21 and study duration (<italic>p</italic>&#x2009;=&#x2009;0.001), the percentage of male participants in the study (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), and dose (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Sensitivity analysis did not provide any further information.</p>
</sec>
<sec id="sec13">
<title>Publication bias</title>
<p>Visual inspection of the funnel plot, Begg&#x2019;s non-parametric rank correlation test (<italic>p</italic>&#x2009;=&#x2009;0.07 and 0.386, respectively), and the regression-based Egger test (<italic>p</italic>&#x2009;=&#x2009;0.06 and 0.659) did not reveal significant publication bias in the studies evaluating the effect of omega-3 fatty acids supplementation on <italic>PPAR-&#x03B3;</italic> gene expression and serum FGF-21 levels (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figures S3, S4</xref>).</p>
</sec>
<sec id="sec14">
<title>The GRADE assessment</title>
<p><xref ref-type="table" rid="tab4">Table 4</xref> provides the GRADE assessment profile of the study outcome. The evidence regarding the effect of omega-3 fatty acids supplementation on <italic>PPAR-&#x03B3;</italic> gene expression was of &#x201C;moderate&#x201D; quality. The certainty of evidence was rated as &#x201C;low&#x201D; and &#x201C;very low&#x201D; for serum FGF-21 and <italic>PPAR-&#x03B1;</italic> gene expression, respectively.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>GRADE profile of omega-3 fatty acids supplementation on expression of <italic>PPAR-&#x03B3;,&#x03B1;</italic> and serum levels of FGF-21 in patients with metabolic risk factors.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="top" colspan="7">Certainty assessment</th>
<th align="center" valign="top" colspan="2">No of patients</th>
<th align="left" valign="top" rowspan="2">Certainty</th>
<th align="center" valign="top" rowspan="2">Importance</th>
</tr>
<tr>
<th align="left" valign="top">No of studies</th>
<th align="left" valign="top">Study design</th>
<th align="left" valign="top">Risk of bias</th>
<th align="left" valign="top">Inconsistency</th>
<th align="left" valign="top">Indirectness</th>
<th align="left" valign="top">Imprecision</th>
<th align="left" valign="top">Other considerations</th>
<th align="center" valign="top">Omega-3</th>
<th align="center" valign="top">control</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="11">
<italic>PPAR-&#x03B3;</italic>
</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="left" valign="top">Randomized trials</td>
<td align="left" valign="top">Not serious</td>
<td align="left" valign="top">Very serious<sup>1</sup></td>
<td align="left" valign="top">Serious<sup>2</sup></td>
<td align="left" valign="top">Not serious</td>
<td align="left" valign="top">Strong association dose response gradient</td>
<td align="center" valign="top">224</td>
<td align="center" valign="top">218</td>
<td align="left" valign="top">&#x2A01;&#x2A01;&#x2A01;&#x25EF; Moderate</td>
<td align="left" valign="top">Critical</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="11">
<italic>PPAR-&#x03B1;</italic>
</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="left" valign="top">Randomized trials</td>
<td align="left" valign="top">Serious<sup>3</sup></td>
<td align="left" valign="top">Not serious</td>
<td align="left" valign="top">Serious<sup>4</sup></td>
<td align="left" valign="top">Serious<sup>5</sup></td>
<td align="left" valign="top">None</td>
<td align="center" valign="top">29</td>
<td align="center" valign="top">28</td>
<td align="left" valign="top">&#x2A01;&#x25EF;&#x25EF;&#x25EF; Very low</td>
<td align="left" valign="top">Important</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="11">FGF-21</td>
</tr>
<tr>
<td align="left" valign="top">8</td>
<td align="left" valign="top">Randomized trials</td>
<td align="left" valign="top">Not serious</td>
<td align="left" valign="top">Very serious<sup>1</sup></td>
<td align="left" valign="top">Not serious</td>
<td align="left" valign="top">Serious<sup>6</sup></td>
<td align="left" valign="top">Dose response gradient</td>
<td align="center" valign="top">160</td>
<td align="center" valign="top">157</td>
<td align="left" valign="top">&#x2A01;&#x2A01;&#x25EF;&#x25EF; Low</td>
<td align="left" valign="top">Important</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CI, confidence interval; FGF, fibroblast growth factor-21; MD, mean difference; PPAR, peroxisome proliferator activated receptors.</p>
<p>1. Downgraded because I-squared was&#x2009;&#x003E;&#x2009;75%; 2. More than 50% of the population are female; 3. Downgraded because 50&#x2013;70% of the studies had a high risk of bias; 4. Studies are from different population groups; 5. There is a small number of studies; 6. There is wide 95% confidence interval.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec15">
<title>Discussion</title>
<p>The primary objective of this research was to consolidate findings from existing clinical trials and assess the impact of omega-3 fatty acids supplementation on the expression of <italic>PPAR-&#x03B3;</italic> and <italic>PPAR-&#x03B1;</italic> genes, and serum FGF-21 levels in patients with various presentation of metabolic conditions. The study included 15 clinical trials involving individuals with diverse health profiles, employing different doses and sources of omega-3 fatty acids as interventions, sometimes in conjunction with placebos as controls. The quality of evidence regarding the effect of omega-3 fatty acids supplementation on <italic>PPAR-&#x03B3;</italic> gene expression was of &#x201C;moderate&#x201D; quality. However the level of certainty of evidence was &#x201C;low&#x201D; for serum FGF-21 and &#x201C;very low&#x201D; for <italic>PPAR-&#x03B1;</italic> gene expression, respectively.</p>
<p>The meta-analysis results indicated a significant elevation in <italic>PPAR-&#x03B3;</italic> gene expression due to omega-3 fatty acids supplementation when compared to the control group. Two studies that explored the effect the impact of omega-3 supplementation on <italic>PPAR-&#x03B1;</italic> gene expression also reported significant increases compared to the control group. However, the meta-analysis did not reveal a significant difference in the change of serum FGF-21 between the groups receiving omega-3 fatty acids and control. A non-linear dose&#x2013;response relationship was observed between the dose of omega-3 and serum FGF-21 levels, with the highest levels observed at a dose of 1,000&#x2009;mg/day and declining in higher doses. Subgroup analysis showed a significant reduction in patients with dyslipidemia and overweight following omega-3 supplementation.</p>
<p>Previous experimental studies have demonstrated that omega-3 PUFAs activate members of the PPAR superfamily (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>), and increase <italic>PPAR-&#x03B1;</italic> mRNA expression in subcutaneous adipose tissues in obese adolescents after 12&#x2009;weeks of of omega-3 fatty acids supplementation (<xref ref-type="bibr" rid="ref28">28</xref>). <italic>PPAR-&#x03B3;</italic>, a member of the nuclear receptor superfamily, plays a pivotal role in regulating glucose and lipid metabolism, immune function, and inflammation (<xref ref-type="bibr" rid="ref11">11</xref>). It also influences adipocyte function, differentiation, insulin and lipid metabolism, and lipid storage (<xref ref-type="bibr" rid="ref22">22</xref>). Down-regulation of <italic>PPAR-&#x03B3;</italic> is involved in the pathological process of various diseases, including diabetes, atherosclerosis and cancer (<xref ref-type="bibr" rid="ref11">11</xref>). The regulatory effect of <italic>PPAR-&#x03B3;</italic> activity extends to genes like carboxykinase, glucose-6-phosphatase, and the fatty acid transporter-1, ultimately decreasing free fatty acids production and enhancing insulin sensitivity (<xref ref-type="bibr" rid="ref29">29</xref>).</p>
<p>Previous research has indicated that that the intake of 1,000&#x2009;mg of omega-3 fatty acids from flaxseed oil twice daily for 12&#x2009;weeks can increase <italic>PPAR-&#x03B3;</italic> gene expression in women with PCOS (<xref ref-type="bibr" rid="ref23">23</xref>). Similarly, in a study (<xref ref-type="bibr" rid="ref25">25</xref>) aimed at evaluating the impact of omega-3 fatty acids from flaxseed oil on genetic and metabolic profiles in women with GDM, a significant enhancement in <italic>PPAR-&#x03B3;</italic> was observed. Moreover, supplementing GDM women with 1,000&#x2009;mg/day of fish oil for 6&#x2009;weeks was found to enhance <italic>PPAR-&#x03B3;</italic> gene expression (<xref ref-type="bibr" rid="ref24">24</xref>). Linseed oil was also shown to elevate <italic>PPAR-&#x03B3;</italic> gene expression in goats (<xref ref-type="bibr" rid="ref30">30</xref>). However, a study involving T2DM patients demonstrated that <italic>PPAR-&#x03B3;</italic> gene expression did not respond to fish oil supplementation of 2,400&#x2009;mg/day after 8&#x2009;weeks (<xref ref-type="bibr" rid="ref20">20</xref>). It appears that omega-3 fatty acids may affect metabolic conditions through pathways beyond PPAR regulation, including modulating cyclin-dependent kinase inhibitor 2A and telomerase activity (<xref ref-type="bibr" rid="ref31">31</xref>). Additionally, no significant change in <italic>PPAR-&#x03B3;</italic> gene expression was observed in the bovine uterus after exposure to EPA (<xref ref-type="bibr" rid="ref32">32</xref>). The variations in findings among studies may be attributed to differences in baseline characteristics of the study subjects, the varying dosages of fish oil supplements, and the study duration. The mechanisms and regulation of <italic>PPAR-&#x03B3;</italic> signaling by fish oil remain largely unknown. It appears that omega-3 fatty acids are the natural ligands of <italic>PPAR-&#x03B3;</italic>, and they are able to activate the production of <italic>PPAR-&#x03B3;</italic> (<xref ref-type="bibr" rid="ref11">11</xref>).</p>
<p>FGF-21 levels are typically reduced in patients with T2DM treated with anti-diabetes medications (<xref ref-type="bibr" rid="ref33">33</xref>). However, animal studies have indicated that elevated FGF-21 levels or treatment with FGF-21 leads to improved glucose and lipid metabolism, weight loss, and NAFLD (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref35">35</xref>). On the other hand, <italic>in vivo</italic> omega-3 PUFAs supplementation (mixture of EPA and DHA) induce the expression and release of FGF-21 (<xref ref-type="bibr" rid="ref36">36</xref>). In mice, dietary omega-3 fatty acids prevent the increase in plasma FGF-21 levels induced by a high-fat diet (<xref ref-type="bibr" rid="ref37">37</xref>). However, it was observed that EPA may prevent FGF-21 from declining during weight loss (<xref ref-type="bibr" rid="ref7">7</xref>). In contrast, fish oil was found to reduce FGF-21 levels in patients with NAFLD, suggesting that fish oil may influence the amelioration of FGF-21 resistance (<xref ref-type="bibr" rid="ref12">12</xref>). There is some evidence indicating that the elevated FGF-21 levels may not be the primary mechanism through which omega-3 PUFAs alleviate metabolic disorders. Omega-3 PUFAs and EPA alone have been reported to induce thermogenic activation, which in turn increases FGF-21 levels according to some investigations (<xref ref-type="bibr" rid="ref7">7</xref>). Therefore, the impacts of omega-3 PUFAs on FGF-21 remain unclear and may depend on the specific tissue or metabolic status. Further studies are warranted to substantiate the beneficial impact of fish oil on the FGF-21 resistance in patients with impaired glucose metabolism, and to evaluate the underlying mechanisms for FGF-21 as a therapeutic target.</p>
<p>Strengths of this study include being the first systematic review and meta-analysis on the impact of omega-3 fatty acids supplementation on <italic>PPAR-&#x03B3;, &#x03B1;</italic>, and serum FGF-21 levels in patients with metabolic conditions. The absence of publication bias and inclusion of only clinical trials are also strengths. However, potential limitations of the study include the inherent variations among the original trials, such as different health conditions (such as NAFLD, T2DM, PCOS, GDM, overweight/obese with or without dyslipidemia, abdominal obesity), varying BMI ranges, divergent doses of omega-3 fatty acids, differing intervention durations, other concurrent interventions, and the relatively limited number of studies included in subgroup analyzes. Moreover, the omega-3 form animal and plant-based source were pooled together despite the structural difference. Therefore, it is imperative to interpret the results with caution and acknowledge that mentioned factors could have contributed to the observed heterogeneity. This heterogeneity could have affected the validity and generalizability of the findings. Although we attempted to evaluate the impact of these factors on our overall findings in subgroup analyzes, we acknowledge it is not possible to account for this heterogeneity directly in our analyzes. Overall, the presence of significant heterogeneity among studies is an important limitation that should be acknowledged and considered when interpreting the results. Additionally, most of the studies in dose&#x2013;response meta-analysis had only two arms. Future research should consider using more biologically relevant exposure levels, such as absorbed DHA/EPA levels, and examining how intervention type may affect the result. Also, it should be aimed to minimize heterogeneity by employing consistent methodologies, standardizing the dose and source of omega-3 fatty acids, controlling for confounding variables, and ensuring a more homogeneous participant selection process.</p>
</sec>
<sec sec-type="conclusions" id="sec16">
<title>Conclusion</title>
<p>Overall, omega-3 fatty acids supplementation in patients with various presentation of metabolic conditions significantly improved gene expression of <italic>PPAR-&#x03B3;, &#x03B1;</italic>, but it did not affect serum FGF-21 levels. However, there was a dose&#x2013;response relationship between the dose of omega-3 fatty acids and serum FGF-21 levels, with the highest level observed at a dose of 1,000&#x2009;mg/day. Furthermore, a significant reduction was observed in patients with dyslipidemia and overweight following omega-3 fatty acids supplementation. This meta-analysis provides valuable insight into the therapeutic implications of omega-3 fatty acids in disorders related to metabolic conditions, but further research is needed to determine its effectiveness and safety on every specific disease, separately.</p>
</sec>
<sec sec-type="data-availability" id="sec18">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec19">
<title>Author contributions</title>
<p>AA, MS, and MA: study conception and design. AA, BA, and SH: data collection. MA, FS, and BA: analysis and interpretation of results. AA, FS, SH, and MS: draft manuscript preparation. All authors reviewed the results and approved the final version of the manuscript.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec20">
<title>Funding</title>
<p>This work was supported by the Isfahan University of Medical Sciences under grant [no. 2400273].</p>
</sec>
<sec sec-type="COI-statement" id="sec21">
<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>
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