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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2023.1121036</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effect of breathing exercises on oxidative stress biomarkers in humans: A systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Ting-ting</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2203909/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Hong-ying</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Hui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Ping-ping</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Ming-chen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Feng</surname> <given-names>Hai-yang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Duan</surname> <given-names>Xiao-yong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2138054/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Wen-bo</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1456434/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Xiao-wen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2135121/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Sun</surname> <given-names>Zhong-guang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of Rehabilitation Medicine, Weifang Medical University</institution>, <addr-line>Weifang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Weifang People&#x2019;s Hospital and Brain Hospital</institution>, <addr-line>Weifang</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of First Clinical Medical, Weifang Medical University</institution>, <addr-line>Weifang</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Weifang People&#x2019;s Hospital</institution>, <addr-line>Weifang</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>Affiliated Hospital of Weifang Medical University</institution>, <addr-line>Weifang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Shuibang Wang, National Institutes of Health (NIH), United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Diego Arauna, University of Talca, Chile; S. Gokul, Yerala Dental College, India</p></fn>
<corresp id="c001">&#x002A;Correspondence: Zhong-guang Sun, <email>sunzhongguang@outlook.com</email></corresp>
<corresp id="c002">Xiao-wen Wang, <email>Wangxiaowen2003@126.com</email></corresp>
<fn fn-type="equal" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Pulmonary Medicine, a section of the journal Frontiers in Medicine</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1121036</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Li, Wang, Zhang, Zhang, Zhang, Feng, Duan, Liu, Wang and Sun.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Li, Wang, Zhang, Zhang, Zhang, Feng, Duan, Liu, Wang and Sun</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>Background</title>
<p>Breathing exercises improve oxidative stress in healthy young adults and patients with diabetes, hypertension, and chronic obstructive pulmonary disease. Furthermore, the mechanism of respiratory intervention is controversial. Therefore, in this meta-analysis, we aimed to systematically evaluate the effects of breathing exercises on oxidative stress biomarkers in humans and provide evidence for the clinical application of breathing exercises.</p>
</sec>
<sec>
<title>Methods</title>
<p>The Embase, PubMed, Cochrane Library, Web of Science, CNKI, and WANFANG databases were searched for studies about the effects of breathing exercises on human oxidative stress levels, with no restraints regarding time, race, or language. The experimental group included various breathing exercises, and the outcome index included malondialdehyde, superoxide dismutase, and glutathione, nitric oxide, vitamin C, or total antioxidant capacity levels from a randomized controlled trial. Data were extracted by more than two authors and reviewed by one author.</p>
</sec>
<sec>
<title>Results</title>
<p>Ten studies were included from five countries. Data from patients with no disease, chronic obstructive pulmonary disease, hypertension, or diabetes were included. Participants who performed breathing exercises had greater changes in the included biomarkers than those who did not, suggesting that these biomarkers can be used to evaluate oxidative stress after respiratory interventions.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Breathing exercises increased SOD and GSH activities and decreased MDA content.</p>
</sec>
<sec>
<title>Systematic review registration</title>
<p><ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42022337119">https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42022337119</ext-link>, identifier CRD42022337119.</p>
</sec>
</abstract>
<kwd-group>
<kwd>breathing exercises</kwd>
<kwd>oxidative stress</kwd>
<kwd>malondialdehyde</kwd>
<kwd>superoxide dismutase</kwd>
<kwd>glutathione</kwd>
<kwd>nitric oxide</kwd>
</kwd-group>
<counts>
<fig-count count="9"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="81"/>
<page-count count="11"/>
<word-count count="6675"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1. Introduction</title>
<p>Oxidative stress (OS) is the imbalance between the production of the reactive oxygen species (ROS) by oxidation and the clearance of antioxidants in organisms (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>), which leads to the accumulation of free radicals, vascular endothelial lipid peroxidation, and inflammatory reactions in the body (<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>). ROS consist of O<sub>2</sub> and oxygen-containing molecules that have not been completely reduced (<xref ref-type="bibr" rid="B7">7</xref>). ROS are mainly produced in mitochondria and released into the mitochondrial matrix, intermembrane space, and cytoplasm (<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>). A small amount of ROS promotes cell proliferation, although a large quantities accumulated ROS negatively affects cell functions, resulting in lipid peroxidation that produces malondialdehyde (MDA) and, ultimately, cell death (<xref ref-type="bibr" rid="B4">4</xref>). Superoxide dismutase (SOD), which is widely distributed in the body, plays an important role in protecting the body from injury by dismutating the superoxide ions in internal and external environments and is an important free radical scavenger in the body (<xref ref-type="bibr" rid="B11">11</xref>). Reducing glutathione (GSH) combines with superoxide and free radicals to resist ROS damage to thiol groups, protecting the cell membrane that contains sulfhydryl proteins and sulfhydryl enzymes and preventing free radical damage to important organs (<xref ref-type="bibr" rid="B12">12</xref>). Nitric oxide (NO) bioavailability&#x2013;which is mediated by ROS <italic>via</italic> endothelial NO synthase (eNOS) activation&#x2013;leads to chronic inflammatory responses and cardiovascular injury (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>When the body is exposed to harmful stimuli, the oxidant-antioxidant imbalance leads to the imbalance of musculin breakdown and synthesis, ultimately resulting in varying degrees of skeletal muscle atrophy and thereby leading to decreased muscle strength, which affects exercise endurance and quality of life (<xref ref-type="bibr" rid="B14">14</xref>). <italic>Via</italic> the attenuation of the mitochondrial oxidative respiratory chain and cell death, inflammatory cells activate and accumulate a large number of free oxygen radicals to promote the lipid generation of MDA, aggravating the damage of OS (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>). Changes in the OS index are related to harmful stimulation, aging, and disease progression (<xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>). The diagnosis of a disease or chronic inflammation is associated with changes in OS markers and, often, with an increase in antioxidant biomarker levels and a decrease in oxidative stress biomarker levels as the disease ameliorates (<xref ref-type="bibr" rid="B21">21</xref>&#x2013;<xref ref-type="bibr" rid="B28">28</xref>). OS is measured by analyzing the composition of urine, sputum, blood, and exhaled gas (<xref ref-type="bibr" rid="B29">29</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>). The lipid peroxidation product MDA, antioxidant enzyme SOD, and non-enzyme GSH are the most commonly used indexes (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>Moderate-intensity training improves OS while high-intensity training does not reverse OS and muscle damage during aerobic exercises (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>). Breathing exercises, a moderate-intensity training technique used in pulmonary rehabilitation, have been widely used in clinical practice (<xref ref-type="bibr" rid="B38">38</xref>). By prolonging the breathing time, slowing the breathing rate, and reducing the alveolar-arterial oxygen gradient, breathing exercises enhance the strength and endurance of the respiratory muscles to increase pulmonary ventilation and improve the efficiency of gas exchange (<xref ref-type="bibr" rid="B39">39</xref>&#x2013;<xref ref-type="bibr" rid="B44">44</xref>). These exercises effectively relieve the body of hypoxia and improve endurance, maintaining the overall health of the body.</p>
<p>Breathing exercises improve OS in healthy young adults and patients with diabetes, hypertension, and COPD (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>). However, the sample sizes of the previous studies were small, and the impact of respiratory interventions on patients without primary lung diseases is also controversial (<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B55">55</xref>). Therefore, in this meta-analysis, we aimed to systematically evaluate the effects of breathing exercises on OS biomarkers in humans to provide evidence for the clinical application of breathing exercises.</p>
</sec>
<sec id="S2">
<title>2. Methods</title>
<p>The meta-analysis was registered with PROSPERO (registration number: CRD42022337119).</p>
<sec id="S2.SS1">
<title>2.1. Data sources and eligibility criteria</title>
<p>The Embase, PubMed, Cochrane Library, Web of Science, CNKI, and WANFANG databases were searched for randomized controlled trials regarding the effects of breathing exercises. There were no restraints in terms of time, race, or language. The keywords &#x201C;breathing exercise&#x201D; and &#x201C;oxidative stress&#x201D; were used to link the corresponding free words for the advanced retrieval of studies. In two Chinese databases, Chinese vocabulary retrieval was used to obtain Chinese studies (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Electronic database search strategies.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Electronic database</td>
<td valign="top" align="center" colspan="2" style="color:#ffffff;background-color: #7f8080;">Search stragety</td>
</tr>
<tr>
<td style="color:#ffffff;background-color: #7f8080;"/>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Mesh</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Text word</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left" rowspan="2">Embase/pubmed/<break/> cochrane/web of science</td>
<td valign="top" align="center">Breathing exercises</td>
<td valign="top" align="left">Exercise, breathing; respiratory muscle training; muscle training, respiratory; training, respiratory muscle</td>
</tr>
<tr>
<td valign="top" align="center">Oxidative stress</td>
<td valign="top" align="left">Oxidative stresses; stress, oxidative; antioxidative stress; antioxidative stresses; stress, antioxidative; anti-oxidative stress; anti oxidative stress; anti-oxidative stresses; stress, anti-oxidative; oxidative damage; damage, oxidative; oxidative damages; oxidative stress injury; injury, oxidative stress; oxidative stress injuries; stress injury, oxidative; oxidative injury; injury, oxidative; oxidative injuries; oxidative cleavage; cleavage, oxidative; oxidative cleavages; oxidative dna damage; dna damage, oxidative; damage, oxidative dna; oxidative dna damages; dna oxidative damage; dna oxidative damages; damage, dna oxidative; oxidative damage, dna; oxidative and nitrosative stress; oxidative nitrative stress; nitrative stress, oxidative; oxidative nitrative stresses; stress, oxidative nitrative; nitro-oxidative stress; nitro oxidative stress; nitro-oxidative stresses; stress, nitro-oxidative; stresses, and nitro-oxidative</td>
</tr>
<tr>
<td valign="top" align="left">CNKI</td>
<td valign="top" align="left" colspan="2">[Subject: breathing exercise (accurate)] OR [Subject: breathing rehabilitation (accurate)] OR [Subject: inspiratory muscle training (accurate)] AND [Subject: oxidative stress (accurate)] OR [Subject: oxidation-antioxidation (accurate)] OR [Subject: oxidation reduction state (accurate)]</td>
</tr>
<tr>
<td valign="top" align="left">WANFANG</td>
<td valign="top" align="left" colspan="2">[Subject: (breathing exercise) or Subject: (breathing rehabilitation) or Subject: (inspiratory muscle training)] and [Subject: (oxidative stress) or Subject: (oxidation-antioxidation) or Subject: (oxidation reduction state)]</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS2">
<title>2.2. Inclusion criteria</title>
<p>Randomized controlled trials in which the intervention was breathing training, such as slow and fast deep breathing, a simple prototype respiratory muscle trainer, diaphragmatic breathing exercises, pranayama of yoga, straight leg raising breathing, inspiratory muscle training, or time-efficient inspiratory muscle strength training and the outcome indexes of OS were MDA, SOD, GSH, NO, vitamin C, or total antioxidant capacity (TAC) levels were included in this meta-analysis. The participants of the included studies were healthy individuals or patients with COPD, hypertension, or diabetes.</p>
<p>Studies that were not randomized controlled trials, including abstracts of conference papers, and those with missing data or data that could not be extracted or obtained from the author were excluded from the meta-analysis. Studies that used non-blood outcome indicators such as urine, sputum, and exhaled gas and those that did not include OS outcome indexes were also excluded. If the clinical randomized controlled trial design was determined as not rigorous, or the Jadad score was &#x003C;3, the study was not included in the meta-analysis. Moreover, studies in which the breathing exercises were not included in the experimental group were excluded from the meta-analysis.</p>
</sec>
<sec id="S2.SS3">
<title>2.3. Study selection and data collection processes</title>
<p>Data extraction, including the title, author, year, country, the population in each group, intervention methods, intervention time, and outcome index data, was performed by two authors. Mean &#x00B1; standard deviation values were directly extracted, while the data included in the figures were extracted using error bar graphs with error lines. Disputes were resolved by the examiner, and a consensus was achieved through discussion.</p>
</sec>
<sec id="S2.SS4">
<title>2.4. Quality evaluation</title>
<p>Quality assessment was independently performed by two authors using the Cochrane risk-of-bias tool to assess the literature grade based on the low risk criteria for A, B, and C. In cases of disagreement, the authors reevaluated their judgment and reached an agreement through discussion.</p>
</sec>
<sec id="S2.SS5">
<title>2.5. Statistical analysis</title>
<p>The extracted data were meta-analyzed using RevMan 5.4 and Stata 16.0 software. Continuous variables are presented as weighted mean differences (MD) or e mean differences, and the 95% CI was determined. Bias risk maps and forest maps were created. When <italic>I</italic><sup>2</sup> was 50% or less, the fixed-effects model was used. When <italic>I</italic><sup>2</sup> was more than 50%, the heterogeneity was considered to be large, and a sensitivity analysis was performed to reduce the heterogeneity. Statistical significance was set at <italic>P</italic> &#x003C; 0.05.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3. Results</title>
<sec id="S3.SS1">
<title>3.1. Description of studies</title>
<p>A total of 408 articles were identified in the database search. Of these, 32 duplicate articles were excluded and 356 were excluded based on the title and abstract. A total of 20 articles were read in full, and 10 articles were included in this meta-analysis. The references of the included studies were searched for additional studies, but none met the inclusion criteria (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Flow diagram.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g001.tif"/>
</fig>
<p>The 10 studies included in this meta-analysis were conducted in five different countries and included 519 participants, including 267 in the treatment group and 252 in the control group (<xref ref-type="table" rid="T2">Table 2</xref>). Breathing exercises included slow and fast deep breathing (<xref ref-type="bibr" rid="B52">52</xref>), a simple prototype respiratory muscle trainer (<xref ref-type="bibr" rid="B51">51</xref>), diaphragmatic breathing exercises (<xref ref-type="bibr" rid="B47">47</xref>), pranayama of yoga (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>), straight leg raising breathing (<xref ref-type="bibr" rid="B50">50</xref>), inspiratory muscle training (<xref ref-type="bibr" rid="B13">13</xref>), and time-efficient inspiratory muscle strength training (<xref ref-type="bibr" rid="B53">53</xref>). The shortest intervention time was 20 days (<xref ref-type="bibr" rid="B53">53</xref>), and the longest was 3 months (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B50">50</xref>). The earliest study was published in 2002 and revealed the changes in MDA and SOD levels in healthy, young individuals after pranayama yoga breathing interventions (<xref ref-type="bibr" rid="B45">45</xref>). Two studies were conducted in Thailand (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>), one in South Korea (<xref ref-type="bibr" rid="B48">48</xref>), five in India (<xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>), one in the United States (<xref ref-type="bibr" rid="B14">14</xref>), and one in China (<xref ref-type="bibr" rid="B53">53</xref>). The most recent studies (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B53">53</xref>) included inspiratory muscle training exercises. Patients with COPD (<xref ref-type="bibr" rid="B51">51</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>), diabetes (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B49">49</xref>), and hypertension (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B50">50</xref>) were included in some studies, and two studies included healthy, young adults (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B48">48</xref>). The main indexes were MDA (<xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B50">50</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>), SOD (<xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B53">53</xref>), GSH (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B49">49</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>), and NO levels (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>). TAC (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>) and catalase (CAT) (<xref ref-type="bibr" rid="B48">48</xref>), vitamin C (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B50">50</xref>), and F2-isoprostane levels (<xref ref-type="bibr" rid="B48">48</xref>) were also measured in some studies (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Characteristics of included studies.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">References</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Country</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Population<break/> and number (treatment/control group)</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Intervention of treatment group</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Intervention<break/> time</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Oxidative stress<break/> biomarkers</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Leelarungrayub et al. (<xref ref-type="bibr" rid="B52">52</xref>)</td>
<td valign="top" align="center"><break/> Thailand</td>
<td valign="top" align="left">Chronic obstructive pulmonary disease<break/> 30 (15/15)</td>
<td valign="top" align="left">Fast deep breathing techniques</td>
<td valign="top" align="center">1 month;<break/> twice daily,<break/> morning and evening</td>
<td valign="top" align="center">MDA, GSH,<break/> NO, TAC</td>
</tr>
<tr>
<td valign="top" align="left">Leelarungrayub et al. (<xref ref-type="bibr" rid="B51">51</xref>)</td>
<td valign="top" align="center"><break/> Thailand</td>
<td valign="top" align="left">Chronic obstructive pulmonary disease<break/> 20 (10/10)</td>
<td valign="top" align="left">A simple prototype respiratory muscle trainer</td>
<td valign="top" align="center">6 weeks;<break/> 1&#x2013;5 daily sessions of 15&#x2013;30 min</td>
<td valign="top" align="center">MDA, GSH,<break/> NO, TAC</td>
</tr>
<tr>
<td valign="top" align="left">Lim and Cheong (<xref ref-type="bibr" rid="B48">48</xref>)</td>
<td valign="top" align="center"><break/> Korea</td>
<td valign="top" align="left">Young healthy People<break/> 25 (12/13)</td>
<td valign="top" align="left">voluntary regulation of breath<break/> (pranayama)</td>
<td valign="top" align="center">12 weeks;<break/> 1 day a week for 90 min</td>
<td valign="top" align="center">MDA, SOD, GSH, NO, CAT</td>
</tr>
<tr>
<td valign="top" align="left">Pati et al. (<xref ref-type="bibr" rid="B50">50</xref>)</td>
<td valign="top" align="center"><break/> India</td>
<td valign="top" align="left">Grade-1 Hypertension<break/> 57 (28/29)</td>
<td valign="top" align="left">Breathing practices, Straight leg raising breathing, Pranayama</td>
<td valign="top" align="center">3 months;<break/> 6 days in a week for 1 h</td>
<td valign="top" align="center">MDA, SOD, GSH,<break/> Vitamin C</td>
</tr>
<tr>
<td valign="top" align="left">Hegde et al. (<xref ref-type="bibr" rid="B47">47</xref>)</td>
<td valign="top" align="center"><break/> India</td>
<td valign="top" align="left">Type 2 diabetes<break/> 123 (60/63)</td>
<td valign="top" align="left">Diaphragmatic breathing exercise</td>
<td valign="top" align="center">3 months;<break/> twice daily<break/> for 15&#x2013;20 min</td>
<td valign="top" align="center">MDA, SOD, GSH,<break/> Vitamin C</td>
</tr>
<tr>
<td valign="top" align="left">Mahapure et al. (<xref ref-type="bibr" rid="B49">49</xref>)</td>
<td valign="top" align="center"><break/> India</td>
<td valign="top" align="left">Diabetics<break/> 40 (30/10)</td>
<td valign="top" align="left">Pranayama<break/> (breathing exercises)</td>
<td valign="top" align="center">6 weeks;<break/> 6 days in a week for 1 h</td>
<td valign="top" align="center">SOD</td>
</tr>
<tr>
<td valign="top" align="left">Bhattacharya et al. (<xref ref-type="bibr" rid="B45">45</xref>)</td>
<td valign="top" align="center">India</td>
<td valign="top" align="left">Young healthy males<break/> 60 (30/30)</td>
<td valign="top" align="left">Pranayama<break/> (breathing exercises)</td>
<td valign="top" align="center">10 weeks;<break/> daily for 30 min</td>
<td valign="top" align="center">MDA, SOD</td>
</tr>
<tr>
<td valign="top" align="left">Hegde et al. (<xref ref-type="bibr" rid="B46">46</xref>)</td>
<td valign="top" align="center"><break/> India</td>
<td valign="top" align="left"><break/> Type 2 diabetes<break/> 40 (20/20)</td>
<td valign="top" align="left"><break/> Pranayama<break/> (breathing exercises)</td>
<td valign="top" align="center"><break/> 3 months;<break/> 6 days in a week for 75&#x2013;90 min</td>
<td valign="top" align="center"><break/> MDA, SOD, GSH,<break/> Vitamin C</td>
</tr>
<tr>
<td valign="top" align="left">Craighead et al. (<xref ref-type="bibr" rid="B13">13</xref>)</td>
<td valign="top" align="center"><break/> USA</td>
<td valign="top" align="left">Midlife/Older adults with above-normal blood pressure<break/> 36 (18/18)</td>
<td valign="top" align="left">Time-efficient inspiratory muscle strength training</td>
<td valign="top" align="center">6 weeks;<break/> 6 days per week</td>
<td valign="top" align="center">NO, TAS</td>
</tr>
<tr>
<td valign="top" align="left">Xu et al. (<xref ref-type="bibr" rid="B53">53</xref>)</td>
<td valign="top" align="center"><break/> China</td>
<td valign="top" align="left">Acute exacerbation of<break/> chronic obstructive pulmonary disease<break/> 88 (44/44)</td>
<td valign="top" align="left">Inspiratory muscle training</td>
<td valign="top" align="center">20 days;<break/> twice daily<break/> for 30 min</td>
<td valign="top" align="center">MDA, SOD, GSH</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>MDA, malonaldehyde; SOD, superoxide dismutase; GSH, glutathione; NO, nitric oxide; TAC, total antioxidant capacity; CAT, catalase; TAS, total antioxidant status.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>3.2. Risk of bias in included studies</title>
<p>Among the 10 included articles, three were grade A and seven were grade B. Studies that did not explicitly refer to randomized trials and allocation concealment were included in the unclear category. One study (<xref ref-type="bibr" rid="B47">47</xref>) did not use randomness and was considered to have a high risk of bias for the generation of random sequences. Another study (<xref ref-type="bibr" rid="B51">51</xref>) regarding the application of a simple prototype respiratory muscle trainer for breathing exercises did not include a complete explanation of the experimental design (<xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F3">3</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Risk of bias graph.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Risk of bias summary.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>3.3. Meta-analysis</title>
<sec id="S3.SS3.SSS1">
<title>3.3.1. MDA</title>
<p>The MDA level was used as the main OS index in eight studies including 443 participants. MDA levels decreased significantly more in the experimental group than in the control group (MD = &#x2212;1.31; 95% CI = &#x2212;1.93 to &#x2212;0.7; <italic>P</italic> &#x003C; 0.001) (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Effects of breathing exercises on malondialdehyde levels.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS3.SSS2">
<title>3.3.2. SOD</title>
<p>The SOD level was used as an indicator of OS in seven studies including 433 participants. <italic>I</italic><sup>2</sup> was greater than 50%. The increase in SOD levels was significantly greater in the experimental group than in the control group (MD = 1.55; 95% CI = 0.53&#x2013;2.57; <italic>P</italic> &#x003C; 0.001). However, after removing one study (<xref ref-type="bibr" rid="B48">48</xref>) from the sensitivity analysis, there was no significant difference in the levels of SOD between the groups (MD = 0.73; 95% CI = &#x2212;0.03&#x2013;1.50; <italic>P</italic> = 0.001) (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Effects of breathing exercises on superoxide dismutase levels.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g005.tif"/>
</fig>
</sec>
<sec id="S3.SS3.SSS3">
<title>3.3.3. GSH</title>
<p>Glutathione levels were recorded in seven studies including 383 participants. One study (<xref ref-type="bibr" rid="B53">53</xref>) may have included bias as the heterogeneity reduced after its removal (<italic>I</italic><sup>2</sup> = 76.7%). The GSH level of the experimental group was significantly higher than that of the control group (MD = 0.83; 95% CI = 0.28&#x2013;1.38; <italic>P</italic> &#x003C; 0.001) (<xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Effects of breathing exercises on glutathione levels.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g006.tif"/>
</fig>
</sec>
<sec id="S3.SS3.SSS4">
<title>3.3.4. NO</title>
<p>Four studies including 111 participants reported NO level. The NO levels were not significantly different between the groups (MD = 2.55; 95% CI = &#x2013;0.53 to 5.64; <italic>P</italic> &#x003C; 0.001) (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Effects of breathing exercises on nitric oxide levels.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g007.tif"/>
</fig>
</sec>
<sec id="S3.SS3.SSS5">
<title>3.3.5. Vitamin C</title>
<p>A total of three studies involving 220 patients discussed the changes in vitamin C levels in the human body. Vitamin C concentration did not change significantly (MD = 0.48; 95% CI = &#x2212;0.08 to 1.04; <italic>P</italic> = 0.025) (<xref ref-type="fig" rid="F8">Figure 8</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>Effects of breathing exercises on vitamin C levels.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g008.tif"/>
</fig>
</sec>
<sec id="S3.SS3.SSS6">
<title>3.3.6. TAC</title>
<p>Total antioxidant capacity levels were measured in 50 people in two studies. The difference was not statistically significant (MD = 0.18; 95% CI = &#x2013;0.37 to 0.74; <italic>P</italic> = 0.596) (<xref ref-type="fig" rid="F9">Figure 9</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption><p>Effects of breathing exercises on total antioxidant capacity levels.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1121036-g009.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4. Discussion</title>
<p>Breathing exercises have been a method of rehabilitation of patients with respiratory system diseases for decades (<xref ref-type="bibr" rid="B56">56</xref>). Respiratory muscle training has been proven to improve lung function in healthy participants and in patients with COPD, hypertension, diabetes, and chronic kidney disease (<xref ref-type="bibr" rid="B57">57</xref>), as it increases exercise endurance and the overall quality of life. OS, as an indicator to measure the survival and mortality of human aging and later disease stages (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B58">58</xref>&#x2013;<xref ref-type="bibr" rid="B60">60</xref>), is a hotspot of current research, although few studies regarding the impact of breathing exercises on OS have been conducted. The role of breathing exercises in aging or disease progression can be investigated as the effect of respiratory interventions on OS indexes.</p>
<p>In this study, MDA, SOD, and GSH levels, the main outcome indexes of breathing exercises for OS, were investigated. Breathing exercise increased SOD and GSH activities and decreased MDA content. SOD is converted into hydrogen peroxide by catalyzing oxygen reduction, which is then converted to water by GSH. It can effectively remove oxygen free radicals, protect endothelial cells from damage, relax vascular smooth muscle by increasing NO release, thus achieving the purpose of lowering OS (<xref ref-type="bibr" rid="B48">48</xref>). Participants who performed breathing exercises had greater changes in these biomarkers than those who did not, suggesting that these biomarkers can be used to evaluate OS after respiratory interventions.</p>
<p>Malondialdehyde is an oxidation product. MDA levels decreased significantly more in participants who performed breathing exercises than in those who did not (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B53">53</xref>). This may be due to the fact that MDA is the end product of lipid peroxidation (<xref ref-type="bibr" rid="B32">32</xref>), a reaction caused by oxygen free radicals by attacking polyunsaturated fatty acids of biofilms. MDA participates in various physiological and pathological processes in the body (<xref ref-type="bibr" rid="B4">4</xref>). Leelarungrayub et al. (<xref ref-type="bibr" rid="B52">52</xref>) and Hegde et al. (<xref ref-type="bibr" rid="B46">46</xref>) reported a significant decrease in MDA levels in the experimental and control groups in their studies but no statistical differences between the groups. In two studies (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B54">54</xref>), non-aerobic exercises as part of the slow deep breathing method and yoga required a certain intensity of training, and both improved the body&#x2019;s antioxidant capacity and reduced the MDA content compared with those in the control groups (<xref ref-type="bibr" rid="B35">35</xref>), accounting for the lack of significant differences between the groups. These results are similar to those of another study (<xref ref-type="bibr" rid="B54">54</xref>) that compared breathing exercises to aerobic exercises in patients undergoing hemodialysis.</p>
<p>In two studies (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B47">47</xref>), SOD levels decreased in patients with diabetes who performed breathing exercises. This decrease may be due to the adverse effects of long-term, low-intensity training on the body&#x2019;s antioxidant capacity (<xref ref-type="bibr" rid="B61">61</xref>). Chronically increased blood glucose levels increase the content of glycation end products in the body, leading to increased oxidase activity, self-oxidation of glucose, and glycosylation of proteins, resulting in OS reactions (<xref ref-type="bibr" rid="B62">62</xref>&#x2013;<xref ref-type="bibr" rid="B64">64</xref>). However, Mahapure et al. (<xref ref-type="bibr" rid="B49">49</xref>) reported that SOD levels increased significantly in patients with diabetes performing breathing exercises, which may be related to yoga exercises that are more intense than the breathing exercises. High-intensity exercises resulted in increased SOD levels in patients with diabetes, improving the OS state (<xref ref-type="bibr" rid="B65">65</xref>). After a sensitivity analysis and the exclusion of this previous study, the total effect size was not statistically significant in this meta-analysis. In healthy participants and patients with hypertension and COPD (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B53">53</xref>), SOD dismutates the superoxide anions to generate hydrogen peroxide and oxygen during stable breathing exercises, protecting the body from damage caused by the internal and external environments and maintaining normal physiological activities (<xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>The total effect size of the increase in GSH levels was significant in participants performing breathing exercises in this meta-analysis; however, Leelarungrayub et al. (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>) concluded that there was no significant change in GSH levels in patients with COPD. This may be due to the training method or the disease period of the population of the included studies. Another study (<xref ref-type="bibr" rid="B53">53</xref>) used a Drager Evi-ta-II ventilator to conduct respiratory interventions on patients with acute exacerbations of COPD and reported increased GSH levels, which improved the antioxidant capacity of the body. However, the sensitivity analysis in this study showed that there may be some bias in the previous study. In studies regarding the increase in GSH levels in patients with metabolic diseases and in healthy participants (<xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B50">50</xref>), GSH improved the antioxidant defense mechanism by reducing the hydrogen peroxide dismutated from SOD into water during breathing exercises (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>In this analysis, the variation of NO levels was the biggest difference, which may be due to the specific exercise programs in each included study. Moderate exercise increases the secretion of NO by endothelial cells, while long-term and high-intensity exercise can reduce the secretion of NO by endothelial cells (<xref ref-type="bibr" rid="B65">65</xref>). In patients with COPD, different respiratory interventions have resulted in conflicting data (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B51">51</xref>). These differences may also be related to the stimulation degree of endothelial cells in different disease states (<xref ref-type="bibr" rid="B66">66</xref>). A high NO level in patients with COPD is related to the severity of the disease and airflow obstruction (<xref ref-type="bibr" rid="B67">67</xref>). Breathing exercises stimulate endothelial cells to reduce NO secretion, which helps to prevent deterioration due to the disease (<xref ref-type="bibr" rid="B52">52</xref>). In patients with hypertension, oxidation imbalance leads to the production of a large quantity of ROS (<xref ref-type="bibr" rid="B68">68</xref>). The bioavailability of NO is increased by the activation of eNOS with ROS, improving OS (<xref ref-type="bibr" rid="B13">13</xref>). Under normal conditions, no changes in OS will occur in healthy individuals, and the increase in NO levels will cause damage to the tissues and cells of the body (<xref ref-type="bibr" rid="B69">69</xref>). Breathing exercises do not increase NO levels in healthy individuals (<xref ref-type="bibr" rid="B48">48</xref>). Therefore, when NO is used as an indicator of OS in different physiological states of the body, its influence on overall OS should be further determined according to the reaction mechanism in the body.</p>
<p>Total antioxidant capacity and CAT, vitamin C, and F2-isoprostane levels were not included in the meta-analysis. TAC and CAT levels were not significantly different between the groups in three studies (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>), which may be due to the low sensitivity of these indicators or because respiratory interventions did not result in significant changes. Vitamin C may not be an accurate biomarker of oxidation-antioxidant status, as it can be obtained through food and vitamins (<xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B71">71</xref>). Of the 10 studies included in this meta-analysis, one (<xref ref-type="bibr" rid="B48">48</xref>) showed the serum F2-isoprostane levels in healthy individuals and reported that the experimental group had lower levels than the control group. The F2-isoprostane content in exhaled air among patients with COPD increased after breathing exercises were performed but decreased after 6 min of walking (<xref ref-type="bibr" rid="B72">72</xref>). This may be due to the high variability and small sample size in the previous study. Rapid or gentle breathing regulates the contraction and relaxation of skeletal muscle, which can affect the F2-isoprostane content in exhaled air (<xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B74">74</xref>). Aerobic exercise has been reported to reduce F2-isoprostane levels in patients with circulatory system or metabolic diseases (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B76">76</xref>). However, the effects and action mechanism of breathing exercises on F2-isoprostane remain unknown. Future studies evaluating the role of F2-isoprostane in the OS state are needed to confirm the reference values in patients performing breathing exercises.</p>
<p>In the early stages of aging and diseases, the body reacts to harmful environmental stimuli by increasing the antioxidant levels (<xref ref-type="bibr" rid="B77">77</xref>). However, when these levels exceed the antioxidant capacity of the body, exogenous ROS cause inflammation (<xref ref-type="bibr" rid="B78">78</xref>), stimulate the release of endogenous superoxide and hydrogen peroxide to produce OS, and lead to a series of pathological reactions such as mitochondrial disorders, lipid peroxidation, and apoptosis. Inflammatory and pathological reactions further promote OS, creating a vicious cycle that worsens the disease (<xref ref-type="bibr" rid="B79">79</xref>). Breathing exercises are steady and medium-intensity exercises (<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B74">74</xref>), which effectively inhibit lipid peroxidation reactions, maintain the antioxidant capacity at a high level, enhance the stability of the internal environment, and promote the removal of harmful substances (<xref ref-type="bibr" rid="B80">80</xref>, <xref ref-type="bibr" rid="B81">81</xref>).</p>
<sec id="S4.SS1">
<title>4.1. Study limitations</title>
<p>Owing to the limited number of published articles, the specific methods of respiratory interventions and disease types were not strictly distinguished in this study. The differences in conclusions regarding changes in OS indicators in the included studies may be related to different breathing exercises and disease states included in the studies.</p>
</sec>
</sec>
<sec id="S5" sec-type="conclusion">
<title>5. Conclusion</title>
<p>Breathing exercises can improve the main biological indicators of OS toward the direction of antioxidation and improve the OS state by increasing the levels of antioxidants and reducing those of oxidative markers. In addition, the MDA level is the most commonly used and most sensitive indicator to evaluate the impact of breathing exercises on the OS state. However, the effect of SOD on patients with diabetes and the role of GSH in patients with COPD require further research. The reaction mechanism of NO in patients with different diseases should be considered when it is used as an indicator of OS.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in this study are included in the article/supplementary material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="S7" sec-type="author-contributions">
<title>Author contributions</title>
<p>TTL: conceptualization, methodology, formal analysis, investigation, and writing&#x2014;original draft. HYW and HZ: investigation and editing. PPZ: conceptualization and writing&#x2014;review and editing. MCZ and HYF: investigation. XYD and WBL: supervision. XWW and ZGS: writing&#x2014;review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the Youth Project of Shandong Natural Science Foundation (grant number: ZR2022QH094) and the National Food Safety Risk Assessment Center Scientific Research Joint Research Plan Project (grant number: LH2022GG11).</p>
</sec>
<ack><p>We are grateful to XYD and WBL for providing language support.</p>
</ack>
<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 and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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