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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2024.1400066</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Assessment of abdominal obesity prevalence and determinants among adults in southwest Ethiopia: a cross-sectional study</article-title>
</title-group>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Yosef</surname> <given-names>Tewodros</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Sebeta</surname> <given-names>Asresash</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Tekalign</surname> <given-names>Eyob</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Sisay</surname> <given-names>Binyam Girma</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name><surname>Bekele</surname> <given-names>Bayu Begashaw</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<contrib contrib-type="author">
<name><surname>Tesfaw</surname> <given-names>Aragaw</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author">
<name><surname>Shifera</surname> <given-names>Nigusie</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>School of Public Health, College of Medicine and Health Sciences, Mizan-Tepi University</institution>, <addr-line>Mizan Teferi</addr-line>, <country>Ethiopia</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Medicine, Faculty of Health, Deakin University</institution>, <addr-line>Waurn Ponds, VIC</addr-line>, <country>Australia</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Emergency Medicine, Mizan-Aman College of Health Sciences</institution>, <addr-line>Mizan Teferi</addr-line>, <country>Ethiopia</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Medical Laboratory Science, College of Medicine and Health Sciences, Mizan-Tepi University</institution>, <addr-line>Mizan Teferi</addr-line>, <country>Ethiopia</country></aff>
<aff id="aff5"><sup>5</sup><institution>School of Exercise and Nutrition Sciences, Institute for Physical Activity and Nutrition, Deakin University</institution>, <addr-line>Melbourne, VIC</addr-line>, <country>Australia</country></aff>
<aff id="aff6"><sup>6</sup><institution>Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine</institution>, <addr-line>St Louis, MO</addr-line>, <country>United States</country></aff>
<aff id="aff7"><sup>7</sup><institution>School of Public Health, College of Health Sciences, Debre Tabor University</institution>, <addr-line>Debre Tabor</addr-line>, <country>Ethiopia</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Basil Nwaneri Okeahialam, University of Jos, Nigeria</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Dewi Friska, University of Indonesia, Indonesia</p>
<p>Shelly R. McFarlane, University of the West Indies, Mona, Jamaica</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Tewodros Yosef, <email>tewodrosyosef47@mtu.edu.et</email></corresp>
<fn fn-type="other" id="fn0001"><p>&#x2020;ORCID: Tewodros Yosef, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-3173-6753">http://orcid.org/0000-0002-3173-6753</ext-link></p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1400066</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>07</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Yosef, Sebeta, Tekalign, Sisay, Bekele, Tesfaw and Shifera.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Yosef, Sebeta, Tekalign, Sisay, Bekele, Tesfaw and Shifera</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>Abdominal obesity, excess fat around the abdomen, is more harmful than other fat types and is a key diagnostic criterion for metabolic syndrome. It poses a growing global public health concern. This study aimed to assess the prevalence of and determinants of abdominal obesity among adults in southwest Ethiopia.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>A cross-sectional study involving 624 adults in Semen Bench district, southwest Ethiopia was conducted from May 23 to June 23, 2022. The data was gathered using questionnaires and anthropometric measurements. The data were analyzed using Stata version 18. A robust Poisson regression was used due to the abdominal obesity prevalence exceeding 10%. Variables with <italic>p</italic>-values &#x003C; 0.25 in the bivariate analysis were included in the multivariable analysis. The adjusted prevalence ratio (APR) and 95% confidence interval were reported to indicate statistical significance and the strength of associations.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>The prevalence of abdominal obesity was 18% (95% CI: 15&#x2013;21%). After adjusting for confounding variables, the determinants of abdominal obesity included participants aged 31&#x2013;50 (APR&#x2009;=&#x2009;3.62, 95% CI: 2.67&#x2013;8.95) and 51&#x2013;65 (APR&#x2009;=&#x2009;3.24, 95% CI: 2.51&#x2013;8.69), being female (APR&#x2009;=&#x2009;2.65, 95% CI: 1.63&#x2013;4.98), having a low wealth index (APR&#x2009;=&#x2009;1.46, 95% CI: 1.19&#x2013;3.76), physical inactivity (APR&#x2009;=&#x2009;1.39, 95% CI: 1.06&#x2013;4.18), lack of adequate dietary diversity (APR&#x2009;=&#x2009;3.08, 95% CI: 2.09&#x2013;6.42), and food insecurity (APR&#x2009;=&#x2009;2.84, 95% CI: 1.82&#x2013;7.68).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>The research revealed that 18% of the participants exhibited abdominal obesity. Factors such as advanced age, being female, having a low wealth index, physical inactivity, insufficient dietary diversity, and food insecurity were identified as contributors to abdominal obesity. Therefore, it is crucial to develop targeted interventions to address modifiable factors, as this can also help prevent the onset of non-communicable chronic diseases associated with abdominal obesity.</p>
</sec>
</abstract>
<kwd-group>
<kwd>abdominal obesity</kwd>
<kwd>cross-sectional study</kwd>
<kwd>prevalence ratio</kwd>
<kwd>southwest Ethiopia</kwd>
<kwd>waist-to-hip ratio</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="48"/>
<page-count count="8"/>
<word-count count="5528"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Public Health and Nutrition</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>The World Health Organization (WHO) states that obesity is one of the most prevalent public health issues. Yet, it remains one of the most overlooked, affecting both developed and developing countries (<xref ref-type="bibr" rid="ref1">1</xref>). Obesity is the excessive fat buildup that can impair overall health (<xref ref-type="bibr" rid="ref2">2</xref>). Obesity has become a major global health problem, with its prevalence more than doubling since 1980 (<xref ref-type="bibr" rid="ref1">1</xref>). Obesity, once considered an issue exclusive to high-income countries, has rapidly increased in low- and middle-income nations over the past 30 years (<xref ref-type="bibr" rid="ref3">3</xref>). In low and middle-income countries, a significant portion of the adult population, particularly in urban areas, is affected by overweight and obesity (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref5">5</xref>).</p>
<p>Obesity can be classified as general or abdominal. General obesity is defined by body mass index (BMI). Abdominal obesity is determined by waist circumference (WC) or waist-to-hip ratio (WHR) (<xref ref-type="bibr" rid="ref6">6</xref>). Abdominal obesity, characterized by the accumulation of fat in the abdominal area, has risen markedly in recent years, leading to increased health risks (<xref ref-type="bibr" rid="ref7">7</xref>). This type of fat is particularly detrimental compared to others and serves as a crucial indicator in diagnosing metabolic syndrome (<xref ref-type="bibr" rid="ref8">8</xref>). Abdominal obesity is known to harm health, increasing the risk of diabetes, hypertension, dyslipidemia, cardiovascular disease, stroke, and cancer (<xref ref-type="bibr" rid="ref9">9</xref>). Abdominal obesity is notably associated with increased mortality in all weight categories (<xref ref-type="bibr" rid="ref10">10</xref>).</p>
<p>In Sub-Saharan Africa, abdominal obesity is increasing, with higher rates in urban areas compared to rural ones. It is often viewed as a sign of affluence and respect (<xref ref-type="bibr" rid="ref11">11</xref>). Multiple studies in West Africa have reported abdominal obesity prevalence rates ranging from 22.5 to 50.8% (<xref ref-type="bibr" rid="ref12 ref13 ref14">12&#x2013;14</xref>). Several studies in East Africa have revealed that the prevalence of abdominal obesity ranges from 11.8 to 67.8% (<xref ref-type="bibr" rid="ref15 ref16 ref17 ref18 ref19">15&#x2013;19</xref>).</p>
<p>Overeating energy-dense foods increases the risk of abdominal obesity, common in sedentary modern lifestyles (<xref ref-type="bibr" rid="ref20">20</xref>). Various factors contributing to abdominal obesity include sociodemographic aspects like age (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref21 ref22 ref23 ref24">21&#x2013;24</xref>), gender (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref25">25</xref>), wealth index (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23 ref24 ref25">23&#x2013;25</xref>), marital (<xref ref-type="bibr" rid="ref22 ref23 ref24">22&#x2013;24</xref>), and educational status (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref23">23</xref>), and place of residence (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref26">26</xref>). Behavioral factors such as sedentary lifestyles (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref26">26</xref>), alcohol use and smoking habits (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>), fast food consumption (<xref ref-type="bibr" rid="ref24">24</xref>), reduced physical activity (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref26">26</xref>), dietary diversity (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref25">25</xref>), low intake of fruits and vegetables, and higher consumption of processed foods (<xref ref-type="bibr" rid="ref28">28</xref>), and snacking habits (<xref ref-type="bibr" rid="ref23">23</xref>) also play significant roles. Additionally, comorbidities such as hypertension (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref21">21</xref>), overweight, obesity (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref21">21</xref>), and knowledge about obesity (<xref ref-type="bibr" rid="ref24">24</xref>) contribute to this condition across different studies.</p>
<p>Ethiopia is experiencing a significant rise in obesity rates (<xref ref-type="bibr" rid="ref29">29</xref>). Abdominal obesity, specifically, is becoming more common across the country, with reported prevalence rates ranging from 16.5 to 28.4% (<xref ref-type="bibr" rid="ref23 ref24 ref25">23&#x2013;25</xref>). However, specific evidence regarding this issue in the study area is currently lacking. Thus, this study aimed to determine the prevalence of abdominal obesity and explore its determinants among adults in southwest Ethiopia.</p>
</sec>
<sec sec-type="methods" id="sec6">
<title>Methods</title>
<sec id="sec7">
<title>Study setting, design, and period</title>
<p>A community-based cross-sectional survey was conducted among adults residing in the Semen Bench district, Bench Sheko zone in southwest Ethiopia from May 23 to June 23, 2022. Semen Bench district is one of the 10 decentralized districts in the Bench Sheko zone. It is located 17&#x2009;km from the zonal administration town of Mizan-Aman and 568&#x2009;km southwest of Ethiopia&#x2019;s capital, Addis Ababa. The residents primarily rely on crop cultivation and livestock breeding for their livelihoods.</p>
</sec>
<sec id="sec8">
<title>Populations</title>
<p>The source population included all adults aged &#x2265;18&#x2009;years in the Semen Bench district, while the study population consisted of randomly selected adults who had lived there for at least 6 months during data collection. Exclusions included women who gave birth in the last 6 months, and adults with abdominal distension, severe illness, communication barriers, or physical deformities affecting measurement.</p>
</sec>
<sec id="sec9">
<title>Sample size determination and sampling technique</title>
<p>The sample size was calculated using the formula for a single population proportion, assuming a 95% confidence level and a 5% margin of error, with a prevalence of abdominal obesity at 24.4% (<xref ref-type="bibr" rid="ref25">25</xref>). Adjustments were made for a 10% non-response rate and a design effect of 2. The final sample size was 624. A stratified sampling technique was used, dividing the district into urban, semi-urban, and rural kebeles. One-third of kebeles from urban and semi-urban were randomly selected. The total households in each kebele were divided by the allocated sample sizes to determine sampling intervals (k). A random start was chosen by lottery, and every kth household from the random start was included until the required sample size was reached.</p>
</sec>
<sec id="sec10">
<title>Data collection tools, and procedures</title>
<p>The study used a modified questionnaire adapted from the WHO-STEP approach for chronic non-communicable diseases (<xref ref-type="bibr" rid="ref30">30</xref>). All participants underwent interviews, and multiple anthropometric measurements were conducted, with recorded averages. Waist and hip circumference were measured to the nearest 0.1&#x2009;cm using a tape measuring, and the waist-to-hip ratio was then calculated. Principal component analysis was used to compute the household wealth index. The wealth index was divided into higher, medium, and lower categories (<xref ref-type="bibr" rid="ref31">31</xref>). The study used the Household Food Insecurity Access Scale (HFIAS) to assess household food insecurity. Participants answered nine questions about their household&#x2019;s food experiences in the past 30&#x2009;days, focusing on worry about food access (1 question), food quality (3 questions), and inadequate food intake and its effects (5 questions). Responses were scored from 0 to 3 based on frequency: 0 for never, 1 for rarely (once or twice), 2 for sometimes (three to 10 times), and 3 for often (more than 10 times). A score of 27 indicates severe food insecurity, while lower scores indicate greater food security (<xref ref-type="bibr" rid="ref32">32</xref>). The Food Frequency Questionnaire (FFQ) assessed participants&#x2019; dietary habits across eight categories: meat, eggs, fish, fat-rich foods, vegetables, fruits, dairy products, and sweets. Consuming four or more food categories within 24&#x2009;h in households indicates sufficient dietary diversity, whereas consuming fewer than four food types within the same timeframe suggests insufficient diversity (<xref ref-type="bibr" rid="ref33">33</xref>). A pretest involving 5% of the sample was conducted in Mizan Aman town before data collection. Additionally, comprehensive training was provided to data collectors and supervisors to ensure the questionnaire was administered consistently and clearly.</p>
</sec>
<sec id="sec11">
<title>Study variables</title>
<p>The study considered abdominal obesity as the dependent variable. Independent variables included sociodemographic factors (age, sex, marital status, education, occupation, family size, wealth index, and place of residence), behavioral characteristics (alcohol consumption, cigarette smoking, khat chewing, and physical activity), and nutritional factors (dietary diversity, household food security, dining out of home, skipping breakfast, snacking habits, fruit and vegetable intake).</p>
</sec>
<sec id="sec12">
<title>Operational definitions</title>
<p>A waist-to-hip ratio above 0.85 for women and 0.90 for men indicates abdominal obesity (<xref ref-type="bibr" rid="ref34">34</xref>). Alcohol drinkers: those who drink alcohol (beer, local beer or areke, tella, or tej) daily or every other day (<xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref36">36</xref>). Cigarette smokers: those who smoke daily, regardless of the number (<xref ref-type="bibr" rid="ref35 ref36 ref37">35&#x2013;37</xref>).</p>
<p>Khat (<italic>Catha edulis</italic>) is a stimulant derived from the fresh leaves of the <italic>Catha edulis</italic> shrub, native to East Africa and southern Arabia. Khat chewers: those who chew khat at least once per week (<xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref36">36</xref>). Physically active: participants with 3+ days of physical activity (walking, running, bicycling, and stretching exercises such as sit-ups and pull-ups) (30&#x2009;min/day) per week (<xref ref-type="bibr" rid="ref36">36</xref>). A snack was characterized as consuming extra food items such as dabo kolo (small pieces of baked bread resembling pretzels), kolo (roasted barley, sometimes mixed with other local grains), sambusas (fried or baked pastries filled with lentils, meat, or vegetables), as well as bread and fruits (such as mangoes, papayas, and bananas), between the three main meals of the day, regardless of quantity (<xref ref-type="bibr" rid="ref38">38</xref>).</p>
</sec>
<sec id="sec13">
<title>Statistical analysis</title>
<p>The data were analyzed using Stata version 18 (Stata Corp. 2023. Stata Statistical Software: Release 18. College Station, TX: Stata Corp LLC). Continuous variables were assessed for normality, normally distributed variables were summarized using means and standard deviations (SD), while non-normally distributed variables were summarized using medians and interquartile ranges (IQR). Categorical variables were summarized using frequencies and percentages. This research utilized a cross-sectional design and identified that the prevalence of abdominal obesity was over 10%. Given that the odds ratio could overstate the relationship between abdominal obesity and the independent variables in such instances, the prevalence ratio was deemed a more accurate measure of association. To determine the predictors of abdominal obesity, a Poisson regression with robust variance was applied. Variables with a <italic>p-</italic>value&#x2009;&#x003C;&#x2009;0.25 in the initial bivariate analysis were included in the multivariable model. The model&#x2019;s fit was evaluated using deviance, and the model with the lowest deviance was selected as the best fit. The study reported the Adjusted Prevalence Ratio (APR) along with its 95% confidence interval (CI), and considered variables with a <italic>p</italic>-value&#x2009;&#x003C;&#x2009;0.05 in the multivariable analysis as significant predictors of abdominal obesity.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<title>Results</title>
<sec id="sec15">
<title>Sociodemographic and economic characteristics</title>
<p>All respondents participated in the study, achieving a 100% response rate. Of 624 participants, 47.4% were female. The average age of participants was 33.5 (SD&#x2009;&#x00B1;&#x2009;7.9) years, with half falling between 20 and 30&#x2009;years old. The median family size was 3 (IQR 1&#x2013;7). Additionally, 18.3% of participants lived in households with five or more members. Out of the participants, 383 (61.4%) had formal education, and 255 (40.9%) were categorized as having a low wealth index (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Sociodemographic characteristics of participants in southwest Ethiopia.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="left" valign="top">Categories</th>
<th align="center" valign="top">Frequency (<italic>n</italic>)</th>
<th align="center" valign="top">Percent (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">Sex</td>
<td align="left" valign="top">Male</td>
<td align="center" valign="top">328</td>
<td align="center" valign="top">52.6</td>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="top">296</td>
<td align="center" valign="top">47.4</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="4">Age group [33.5&#x2009;&#x00B1;&#x2009;7.9] years</td>
<td align="left" valign="top">20&#x2013;30</td>
<td align="center" valign="top">311</td>
<td align="center" valign="top">49.8</td>
</tr>
<tr>
<td align="left" valign="top">31&#x2013;40</td>
<td align="center" valign="top">205</td>
<td align="center" valign="top">32.9</td>
</tr>
<tr>
<td align="left" valign="top">41&#x2013;50</td>
<td align="center" valign="top">65</td>
<td align="center" valign="top">10.4</td>
</tr>
<tr>
<td align="left" valign="top">51&#x2013;65</td>
<td align="center" valign="top">43</td>
<td align="center" valign="top">6.9</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Education</td>
<td align="left" valign="top">Not formally educated</td>
<td align="center" valign="top">241</td>
<td align="center" valign="top">38.6</td>
</tr>
<tr>
<td align="left" valign="top">Formally educated</td>
<td align="center" valign="top">383</td>
<td align="center" valign="top">61.4</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">Occupation</td>
<td align="left" valign="top">Merchant</td>
<td align="center" valign="top">238</td>
<td align="center" valign="top">38.1</td>
</tr>
<tr>
<td align="left" valign="top">Government employee</td>
<td align="center" valign="top">167</td>
<td align="center" valign="top">26.8</td>
</tr>
<tr>
<td align="left" valign="top">Housewives</td>
<td align="center" valign="top">100</td>
<td align="center" valign="top">16.0</td>
</tr>
<tr>
<td align="left" valign="top">Farmer</td>
<td align="center" valign="top">65</td>
<td align="center" valign="top">10.4</td>
</tr>
<tr>
<td align="left" valign="top">Daily laborer</td>
<td align="center" valign="top">54</td>
<td align="center" valign="top">8.7</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Marital status</td>
<td align="left" valign="top">Married</td>
<td align="center" valign="top">386</td>
<td align="center" valign="top">61.9</td>
</tr>
<tr>
<td align="left" valign="top">Not married</td>
<td align="center" valign="top">238</td>
<td align="center" valign="top">38.1</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Family size [3 (1&#x2013;7)]</td>
<td align="left" valign="top">&#x003C;5</td>
<td align="center" valign="top">510</td>
<td align="center" valign="top">81.7</td>
</tr>
<tr>
<td align="left" valign="top">&#x2265;5</td>
<td align="center" valign="top">114</td>
<td align="center" valign="top">18.3</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Wealth index</td>
<td align="left" valign="top">Low</td>
<td align="center" valign="top">255</td>
<td align="center" valign="top">40.9</td>
</tr>
<tr>
<td align="left" valign="top">Medium</td>
<td align="center" valign="top">156</td>
<td align="center" valign="top">25.0</td>
</tr>
<tr>
<td align="left" valign="top">High</td>
<td align="center" valign="top">213</td>
<td align="center" valign="top">34.1</td>
</tr>
<tr>
<td align="left" valign="top">Weight (kg)</td>
<td align="left" valign="top" colspan="3">78.4&#x2009;&#x00B1;&#x2009;11.2</td>
</tr>
<tr>
<td align="left" valign="top">Height (m)</td>
<td align="left" valign="top" colspan="3">1.76&#x2009;&#x00B1;&#x2009;0.11</td>
</tr>
<tr>
<td align="left" valign="top">Body mass index (kg/m<sup>2</sup>)</td>
<td align="left" valign="top" colspan="3">28.4&#x2009;&#x00B1;&#x2009;1.73</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Data are presented as mean (&#x00B1;SD) and median (IQR).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<title>Behavioral, nutrition-related characteristics and prevalence of abdominal obesity</title>
<p>Among participants, 40.7% reported drinking alcohol, 8.8% smoked cigarettes, 15.6% chewed khat, and 27.9% engaged in physical activity (<xref ref-type="fig" rid="fig1">Figure 1</xref>). In the study, 70.2% of the participants were from food-secure households. Additionally, 72.1% had a snacking habit, 63.1% skipped breakfast, and the consumption rates for fruit, and vegetables were 93.9, and 92.3%, respectively (<xref ref-type="fig" rid="fig2">Figure 2</xref>). The prevalence of abdominal obesity was 18% (95% CI: 15&#x2013;21%) (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Behavioral characetristics of the participants in southwest Ethiopia.</p>
</caption>
<graphic xlink:href="fpubh-12-1400066-g001.tif"/>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Nutritional profiles of participants in southwest Ethiopia.</p>
</caption>
<graphic xlink:href="fpubh-12-1400066-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The prevalence of abdominal obesity among participants in southwest Ethiopia.</p>
</caption>
<graphic xlink:href="fpubh-12-1400066-g003.tif"/>
</fig>
</sec>
<sec id="sec17">
<title>Factors associated with abdominal obesity</title>
<p>After adjusting for confounding variables, the determinants of abdominal obesity included participants aged 31&#x2013;50 (APR&#x2009;=&#x2009;3.62, 95% CI: 2.67&#x2013;8.95) and 51&#x2013;65 (APR&#x2009;=&#x2009;3.24, 95% CI: 2.51&#x2013;8.69), being female (APR&#x2009;=&#x2009;2.65, 95% CI: 1.63&#x2013;4.98), having a low wealth index (APR&#x2009;=&#x2009;1.46, 95% CI: 1.19&#x2013;3.76), physical inactivity (APR&#x2009;=&#x2009;1.39, 95% CI: 1.06&#x2013;4.18), lack of adequate dietary diversity (APR&#x2009;=&#x2009;3.08, 95% CI: 2.09&#x2013;6.42), and food insecurity (APR&#x2009;=&#x2009;2.84, 95% CI: 1.82&#x2013;7.68) (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Factors associated with abdominal obesity among participants in southwest Ethiopia.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variables</th>
<th align="left" valign="top" rowspan="2">Categories</th>
<th align="center" valign="top" colspan="2">Abdominal obesity</th>
<th align="center" valign="top" rowspan="2">CPR, 95%CI</th>
<th align="center" valign="top" rowspan="2">APR, 95%CI</th>
<th align="center" valign="top" rowspan="2"><italic>p</italic>-value</th>
</tr>
<tr>
<th align="center" valign="top">Yes</th>
<th align="center" valign="top">No</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="4">Age</td>
<td align="left" valign="top">20&#x2013;30</td>
<td align="center" valign="top">39</td>
<td align="center" valign="top">272</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">31&#x2013;40</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">184</td>
<td align="center" valign="top">0.82 (0.68, 3.24)&#x002A;</td>
<td align="center" valign="top">0.75 (0.61, 2.89)</td>
<td align="char" valign="top" char=".">0.063</td>
</tr>
<tr>
<td align="left" valign="top">41&#x2013;50</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">33</td>
<td align="center" valign="top">3.93 (2.53, 9.61)&#x002A;&#x002A;</td>
<td align="center" valign="top">3.62 (2.67, 8.95)</td>
<td align="char" valign="top" char=".">
<bold>0.009</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">51&#x2013;65</td>
<td align="center" valign="top">20</td>
<td align="center" valign="top">23</td>
<td align="center" valign="top">3.71 (2.49, 9.52)&#x002A;&#x002A;</td>
<td align="center" valign="top">3.24 (2.51, 8.69)</td>
<td align="char" valign="top" char=".">
<bold>0.032</bold>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Sex</td>
<td align="left" valign="top">Male</td>
<td align="center" valign="top">34</td>
<td align="center" valign="top">294</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="top">78</td>
<td align="center" valign="top">218</td>
<td align="center" valign="top">2.54 (1.58, 4.92)&#x002A;&#x002A;</td>
<td align="center" valign="top">2.65 (1.63, 4.98)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Marital status</td>
<td align="left" valign="top">Married</td>
<td align="center" valign="top">64</td>
<td align="center" valign="top">322</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Not married</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">210</td>
<td align="center" valign="top">0.71 (0.54, 2.83)&#x002A;</td>
<td align="center" valign="top">0.67 (0.61, 2.28)</td>
<td align="char" valign="top" char=".">0.283</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Educational status</td>
<td align="left" valign="top">Not formally educated</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">189</td>
<td align="center" valign="top">1.38 (0.78, 3.89)&#x002A;</td>
<td align="center" valign="top">1.35 (0.70, 4.67)</td>
<td align="char" valign="top" char=".">0.187</td>
</tr>
<tr>
<td align="left" valign="top">Formally educated</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">323</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Wealth index</td>
<td align="left" valign="top">Low</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">203</td>
<td align="center" valign="top">1.50 (1.32, 4.29)&#x002A;&#x002A;</td>
<td align="center" valign="top">1.46 (1.19, 3.76)</td>
<td align="char" valign="top" char=".">
<bold>0.028</bold>
</td>
</tr>
<tr>
<td align="left" valign="top">Medium</td>
<td align="center" valign="top">31</td>
<td align="center" valign="top">125</td>
<td align="center" valign="top">1.46 (0.79, 3.26)&#x002A;</td>
<td align="center" valign="top">1.41 (0.72, 3.21)</td>
<td align="char" valign="top" char=".">0.281</td>
</tr>
<tr>
<td align="left" valign="top">High</td>
<td align="center" valign="top">29</td>
<td align="center" valign="top">184</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Physical activity</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">24</td>
<td align="center" valign="top">150</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">88</td>
<td align="center" valign="top">362</td>
<td align="center" valign="top">1.42 (1.11, 4.49)&#x002A;&#x002A;</td>
<td align="center" valign="top">1.39 (1.06, 4.18)</td>
<td align="char" valign="top" char=".">
<bold>0.004</bold>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Alcohol consumption</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">66</td>
<td align="center" valign="top">188</td>
<td align="center" valign="top">2.09 (0.82, 4.56)&#x002A;</td>
<td align="center" valign="top">2.03 (0.76, 4.78)</td>
<td align="char" valign="top" char=".">0.534</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">46</td>
<td align="center" valign="top">324</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Adequate dietary diversity</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">82</td>
<td align="center" valign="top">478</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">30</td>
<td align="center" valign="top">34</td>
<td align="center" valign="top">3.20 (1.89, 6.53)&#x002A;&#x002A;</td>
<td align="center" valign="top">3.08 (2.09, 6.42)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Food security</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">50</td>
<td align="center" valign="top">388</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">62</td>
<td align="center" valign="top">124</td>
<td align="center" valign="top">2.92 (1.96, 7.68)&#x002A;&#x002A;</td>
<td align="center" valign="top">2.84 (1.82, 7.68)</td>
<td align="char" valign="top" char=".">
<bold>&#x003C;0.001</bold>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Skipping breakfast</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">59</td>
<td align="center" valign="top">290</td>
<td align="center" valign="top">0.87 (0.65, 2.14)&#x002A;</td>
<td align="center" valign="top">0.82 (0.60, 2.08)</td>
<td align="char" valign="top" char=".">0.223</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">53</td>
<td align="center" valign="top">222</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>1&#x2009;=&#x2009;reference value; &#x002A;<italic>p</italic>-value&#x2009;&#x003C;&#x2009;0.25; &#x002A;&#x002A;<italic>p</italic>-value&#x2009;&#x003C;&#x2009;0.05; CPR, crude prevalence ratio; APR, adjusted prevalence ratio; CI, confidence interval. Bold shows statistical significance at a <italic>p</italic>-value&#x2009;&#x003C;&#x2009;0.05.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec18">
<title>Discussion</title>
<p>This study sought to assess the prevalence of abdominal obesity and its determinants among adults in the Semen Bench district, in southwest Ethiopia. The prevalence of abdominal obesity was 18% (95% CI: 15&#x2013;21%). Factors associated with abdominal obesity included age, sex, wealth index, physical activity, dietary diversity, and food security.</p>
<p>The prevalence of abdominal obesity (18%) in this study aligned with findings from Woldia, Ethiopia (16.5%) (<xref ref-type="bibr" rid="ref23">23</xref>). It was higher than rates reported in Uganda (11.8%) (<xref ref-type="bibr" rid="ref15">15</xref>) but lower than those in Dilla (24.4%) (<xref ref-type="bibr" rid="ref25">25</xref>), Nekemte (28.4%) (<xref ref-type="bibr" rid="ref24">24</xref>), and Bale Zone (39.0%) (<xref ref-type="bibr" rid="ref39">39</xref>) in Ethiopia, as well as Abia State, Nigeria (21.8%) (<xref ref-type="bibr" rid="ref40">40</xref>), and Tanzania (24.9%) (<xref ref-type="bibr" rid="ref22">22</xref>). Variations in abdominal obesity prevalence across studies stem from differences in sampled populations, methodological discrepancies like sample size and measurement techniques (<xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref39">39</xref>), geographical and cultural influences on diet and physical activity, disparities in healthcare access and economic development, and evolving lifestyle behaviors and healthcare interventions targeting obesity.</p>
<p>The age of participants is significantly associated with abdominal obesity. Participants aged 41&#x2013;50 and 51&#x2013;65&#x2009;years had increased prevalence of abdominal obesity compared to those aged 20&#x2013;30&#x2009;years. This finding was supported by other studies somewhere (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref21 ref22 ref23 ref24">21&#x2013;24</xref>). This could be explained by the fact that advanced age is associated with abdominal obesity due to slower metabolism, muscle loss, hormonal changes, reduced physical activity, and fat redistribution to the abdominal region.</p>
<p>This study revealed a significant association between sex and abdominal obesity. Female participants had a higher prevalence of abdominal obesity compared to males, a finding supported by other studies elsewhere (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref41">41</xref>). This can be explained by the fact that females tend to develop abdominal obesity due to higher estrogen levels, sedentary lifestyles influenced by cultural roles, effects of pregnancy and childbirth, dietary habits that increase fat intake, and genetic predispositions to store abdominal fat (<xref ref-type="bibr" rid="ref42">42</xref>). Traditional gender roles in Ethiopian culture often lead women to engage in less physically demanding activities than men.</p>
<p>Individuals with a low wealth index had a higher prevalence of abdominal obesity compared to those with a high wealth index, a finding supported by other studies (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23 ref24 ref25">23&#x2013;25</xref>). Low wealth can lead to the consumption of inexpensive, unhealthy foods, increasing the risk of abdominal obesity. Lee et al. (<xref ref-type="bibr" rid="ref43">43</xref>) found that poor-quality diets lacking nutrients may also contribute to abdominal fat accumulation.</p>
<p>Physical activity is significantly associated with abdominal obesity. Physically inactive participants were more likely to be abdominally obese compared to physically active participants. This finding was consistent with other studies elsewhere (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref26">26</xref>). Physical inactivity leads to abdominal obesity by reducing energy expenditure, metabolism, and insulin sensitivity while disrupting hormonal balance, promoting muscle loss, and increasing the risk of metabolic and cardiovascular diseases linked to abdominal fat accumulation (<xref ref-type="bibr" rid="ref44">44</xref>). Exercise helps fight belly fat by burning calories and boosting metabolism.</p>
<p>Participants who were food-insecure had a higher prevalence of abdominal obesity compared to their counterparts. This finding was supported by other studies (<xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref46">46</xref>). Food insecurity is linked to abdominal obesity due to irregular eating patterns and reliance on cheap, calorie-dense, nutrient-poor foods, leading to weight gain and abdominal fat (<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref47">47</xref>). Stress and anxiety from food insecurity can also cause overeating, further increasing obesity risk.</p>
<p>Participants with no dietary diversity were more likely to be abdominally obese compared to their counterparts. This finding was consistent with other studies (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref25">25</xref>). A lack of dietary diversity is linked to abdominal obesity due to reliance on high-calorie, low-nutrient foods, leading to excess calorie intake and poor nutrition (<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref47">47</xref>). A diverse diet, rich in fruits, vegetables, whole grains, and lean proteins, helps maintain a healthy weight and prevent obesity.</p>
<p>Over 90% of participants in the area consumed fruits and vegetables, a higher rate than 67.87% in Jimma town (<xref ref-type="bibr" rid="ref38">38</xref>). This difference may be attributed to the area&#x2019;s abundant fruit and vegetable production, supported by year-round rainfall. Eating fruits and vegetables can reduce abdominal obesity by providing low-calorie, high-fiber, and nutrient-dense options that promote fullness and digestion. They also support overall health, improve metabolism and insulin sensitivity, and help decrease the intake of high-calorie, processed foods (<xref ref-type="bibr" rid="ref48">48</xref>). Additionally, their high water content aids in hydration and satiety. Given these benefits, health education campaigns should be developed to raise community awareness about the importance of consuming fruits and vegetables to reduce the incidence of abdominal obesity.</p>
<sec id="sec19">
<title>Strength and limitations</title>
<p>This study stands out for its novelty as the first of its kind in the area, offering valuable insights and baseline data for informing future research and public health interventions. Additional strengths include using a modified standard tool, achieving a 100% response rate, and employing a random sampling method. However, its focus on a single area limits the generalization of the findings to other regions or populations. Additionally, the cross-sectionality of the study presents a limitation, as it captures data at a single point in time, making it difficult to establish causal relationships or temporal links between variables. Relying on self-reported data for physical activity, dietary diversity, and food insecurity may introduce recall bias and affect accuracy in assessing associations with abdominal obesity. Longitudinal studies would be needed to understand the dynamics and causation of the observed factors.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec20">
<title>Conclusion</title>
<p>The study found that 18% of participants had abdominal obesity, influenced by factors such as advanced age, female gender, low wealth index, physical inactivity, inadequate dietary diversity, and food insecurity. Addressing the modifiable factors through targeted interventions is crucial to preventing non-communicable chronic diseases associated with abdominal obesity, including cardiovascular disorders, type 2 diabetes, and certain cancers. Promoting physical activity, improving dietary habits, and addressing socioeconomic disparities can significantly reduce the burden of abdominal obesity and enhance overall public health outcomes.</p>
</sec>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec22">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Mizan-Tepi University College of Medicine and Health Sciences research and community service review committee. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec23">
<title>Author contributions</title>
<p>TY: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review and editing. AS: Formal analysis, Funding acquisition, Investigation, Project administration, Resources, Supervision, Writing &#x2013; original draft, Writing &#x2013; review and editing. ET: Formal analysis, Funding acquisition, Investigation, Project administration, Resources, Supervision, Writing &#x2013; original draft, Writing &#x2013; review and editing. BS: Formal analysis, Funding acquisition, Investigation, Project administration, Resources, Supervision, Writing &#x2013; original draft, Writing &#x2013; review and editing. BB: Formal analysis, Funding acquisition, Investigation, Project administration, Resources, Supervision, Writing &#x2013; original draft, Writing &#x2013; review and editing. AT: Formal analysis, Investigation, Project administration, Software, Supervision, Visualization, Writing &#x2013; original draft, Writing &#x2013; review and editing. NS: Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review and editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec24">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="sec26">
<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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