<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<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>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2024.1261133</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>Associations between social network addiction, anxiety symptoms, and risk of metabolic syndrome in Peruvian adolescents&#x2014;a cross-sectional study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name><surname>Saintila</surname> <given-names>Jacksaint</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1616294/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Oblitas-Guerrero</surname> <given-names>Susan M.</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2539748/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Larrain-Tavara</surname> <given-names>Giovanna</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2558262/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Lizarraga-De-Magui&#x00F1;a</surname> <given-names>Isabel G.</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Bernal-Corrales</surname> <given-names>F&#x00E1;tima del Carmen</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2401044/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author"><name><surname>L&#x00F3;pez-L&#x00F3;pez</surname> <given-names>Elmer</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Calizaya-Milla</surname> <given-names>Yaquelin E.</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1809953/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Serpa-Barrientos</surname> <given-names>Antonio</given-names></name><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2053725/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author"><name><surname>Ramos-Vera</surname> <given-names>Cristian</given-names></name><xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1957292/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Escuela de Medicina Humana, Universidad Se&#x00F1;or de Sip&#x00E1;n</institution>, <addr-line>Chiclayo</addr-line>, <country>Peru</country></aff>
<aff id="aff2"><sup>2</sup><institution>Escuela de Enfermer&#x00ED;a, Universidad Se&#x00F1;or de Sip&#x00E1;n</institution>, <addr-line>Chiclayo</addr-line>, <country>Peru</country></aff>
<aff id="aff3"><sup>3</sup><institution>Research Group for Nutrition and Lifestyle, Universidad Peruana Uni&#x00F3;n</institution>, <addr-line>Lima</addr-line>, <country>Peru</country></aff>
<aff id="aff4"><sup>4</sup><institution>Departamento de Psicolog&#x00ED;a, Universidad Nacional Mayor de San Marcos</institution>, <addr-line>Lima</addr-line>, <country>Peru</country></aff>
<aff id="aff5"><sup>5</sup><institution>Area de Investigaci&#x00F3;n, Universidad Cesar Vallejo (UCV)</institution>, <addr-line>Lima</addr-line>, <country>Peru</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Tim S. Nawrot, University of Hasselt, Belgium</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: L. M. Ho, The University of Hong Kong, Hong Kong SAR, China</p>
<p>Gellan Ahmed, Assiut University, Egypt</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Jacksaint Saintila, <email>jacksaintsaintila@gmail.com</email>; Yaquelin E. Calizaya-Milla, <email>yaquelincalizaya@upeu.edu.pe</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1261133</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Saintila, Oblitas-Guerrero, Larrain-Tavara, Lizarraga-De-Magui&#x00F1;a, Bernal-Corrales, L&#x00F3;pez-L&#x00F3;pez, Calizaya-Milla, Serpa-Barrientos and Ramos-Vera.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Saintila, Oblitas-Guerrero, Larrain-Tavara, Lizarraga-De-Magui&#x00F1;a, Bernal-Corrales, L&#x00F3;pez-L&#x00F3;pez, Calizaya-Milla, Serpa-Barrientos and Ramos-Vera</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>The link between physical and mental health and screen time in adolescents has been the subject of scientific scrutiny in recent years. However, there are few studies that have evaluated the association between social network addiction (SNA) and metabolic risk in this population.</p>
</sec>
<sec id="sec2">
<title>Objective</title>
<p>This study determined the association between SNA and anxiety symptoms with the risk of metabolic syndrome (MetS) in adolescents.</p>
</sec>
<sec id="sec3">
<title>Methods</title>
<p>A cross-sectional study was conducted in Peruvian adolescents aged 12 to 18&#x2009;years, who completed a Social Network Addiction Questionnaire and the Generalized Anxiety Disorder 2-item scale (GAD-2), between September and November 2022. A total of 903 participants were included in the study using a non-probability convenience sample. Sociodemographic and anthropometric data were also collected. Binary logistic regression was used to explore the association between SNA and anxiety symptoms with MetS in a cross-sectional analysis.</p>
</sec>
<sec id="sec4">
<title>Results</title>
<p>Males were more likely to have MetS than females (OR&#x2009;=&#x2009;1.133, <italic>p</italic> =&#x2009;0.028). Participants who were 16&#x2009;years of age or older and those with excess body weight were 2.166, <italic>p</italic> =&#x2009;0.013 and 19.414, <italic>p</italic> &#x003C;&#x2009;0.001 times more likely to have MetS, respectively. Additionally, SNA (OR&#x2009;=&#x2009;1.517, <italic>p</italic> =&#x2009;0.016) and the presence of anxiety symptoms (OR&#x2009;=&#x2009;2.596, <italic>p</italic> &#x003C;&#x2009;0.001) were associated with MetS.</p>
</sec>
<sec id="sec5">
<title>Conclusion</title>
<p>Our findings suggest associations between SNA, anxiety symptoms, and MetS among youth. However, more studies are needed to better understand this association and to deepen the possible clinical and public health implications.</p>
</sec>
</abstract>
<kwd-group>
<kwd>adolescents</kwd>
<kwd>anxiety symptoms</kwd>
<kwd>cardiometabolic risk</kwd>
<kwd>metabolic syndrome</kwd>
<kwd>obesity</kwd>
<kwd>social network addiction</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="9"/>
<word-count count="7617"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Children and Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec6">
<title>Introduction</title>
<p>Metabolic syndrome (MetS) also known as &#x201C;insulin resistance syndrome&#x201D; or &#x201C;syndrome X&#x201D; refers to the set of conditions that increase the likelihood of developing cardiovascular and metabolic diseases, including type 2 diabetes mellitus, hypertension, and cardiovascular disease (<xref ref-type="bibr" rid="ref1">1</xref>). Central obesity, which can be measured through anthropometric parameters, such as waist and hip circumferences and waist-hip ratio (WHR), constitutes one of the main components of the MetS (<xref ref-type="bibr" rid="ref2">2</xref>). In recent decades, the prevalence of obesity in adolescents has increased significantly worldwide (<xref ref-type="bibr" rid="ref3">3</xref>), which has been associated with an increased risk of developing cardiometabolic diseases at an early age (<xref ref-type="bibr" rid="ref4">4</xref>). In fact, since 1975, obesity rates have increased considerably and have almost tripled in the general population, and in the particular case of children and adolescents, this increase is even greater, reaching almost a five-fold increase (<xref ref-type="bibr" rid="ref3">3</xref>). In the national context, in recent years, there has been a steady increase in the number of Peruvian adolescents at high and very high risk of cardiometabolic diseases, as measured by the WHtR (<xref ref-type="bibr" rid="ref5">5</xref>), which, in turn, increases mortality risk. In Peru, there is a double burden of morbidity due to, on the one hand, problems associated with infectious diseases and malnutrition by deficit and/or excess, and on the other hand, a progressive increase in non-communicable diseases (<xref ref-type="bibr" rid="ref6">6</xref>).</p>
<p>Social networks are online platforms that allow users to create personal profiles and establish connections with other users in their network (<xref ref-type="bibr" rid="ref7">7</xref>). In recent years, the use of social networks has become an increasingly frequent and popular activity among adolescents (<xref ref-type="bibr" rid="ref8">8</xref>). Social network platforms such as TikTok, Facebook, Twitter, among others, can represent a valuable opportunity to connect and engage adolescents with messages related to the adoption of healthy lifestyles, such as proper diet and physical activity, which can be a preventive element against MetS (<xref ref-type="bibr" rid="ref9">9</xref>). However, excessive exposure to these digital platforms could have negative consequences on the physical and mental health of this population group (<xref ref-type="bibr" rid="ref8">8</xref>). There are few studies that examine the relationship between SNA and MetS. However, we found a recent study that evaluated the link between adolescent social networks and health in adulthood, suggesting that adolescents&#x2019; social network position has lasting consequences for MetS in adulthood (<xref ref-type="bibr" rid="ref10">10</xref>). However, most studies have focused on body mass index (BMI), pointing to a possible relationship between social media addiction, excessive use of media, and an increased risk of developing obesity in adolescents (<xref ref-type="bibr" rid="ref11 ref12 ref13">11&#x2013;13</xref>), which is related to cardiometabolic problems (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>Anxiety symptoms are one of the most prevalent psychiatric conditions in adolescence, affecting approximately 1 in 4 adolescents (<xref ref-type="bibr" rid="ref14">14</xref>). These symptoms may represent risk factors for anxiety disorders encompassing various conditions such as agoraphobia, panic disorder, specific phobias, separation anxiety disorder, social anxiety disorder, and generalized anxiety disorder (<xref ref-type="bibr" rid="ref15">15</xref>). Studies have shown that anxiety symptoms are associated with an increased risk of cardiovascular disease and other metabolic problems in young adults (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Although there is less research examining these connections in adolescents, a study recently found a statistically significant relationship between anxiety and some metabolic risk factors in this population (<xref ref-type="bibr" rid="ref18">18</xref>). Another study conducted in adolescents reported a relationship between anxiety symptoms and insulin resistance (<xref ref-type="bibr" rid="ref19">19</xref>), which may lead to worsening metabolic outcomes in at-risk youth.</p>
<p>Therefore, considering the above, it is important to deepen our understanding of this relationship and explore the possible clinical and public health implications. In this context, the present study aims to examine the association between SNA, anxiety symptoms, and MetS in adolescents, with the intention of contributing to a better understanding of these phenomena and to the implementation of effective preventive and therapeutic interventions.</p>
</sec>
<sec sec-type="materials|methods" id="sec7">
<title>Materials and methods</title>
<sec id="sec8">
<title>Design and study participants</title>
<p>A descriptive cross-sectional study was conducted during September and November 2022. The sample was selected using non-probabilistic sampling (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>). The researchers chose to use non-probabilistic purpose sampling because it is relevant to obtain data from respondents for this study (<xref ref-type="bibr" rid="ref21 ref22 ref23">21&#x2013;23</xref>). Data were collected using a survey consisting of the following: (a) sociodemographic data (e.g., age, sex, origin, place of residence, among others); (b) a validated questionnaire and scale to assess symptoms of SNA and anxiety symptoms, respectively; (c) in addition, information was collected on body weight status, height, and waist circumference, to subsequently estimate BMI, height-for-age (H/A), and waist-to-height ratio (WHtR).</p>
<p>The survey was distributed to participants enrolled in two public schools in the districts of Reque and Morrope, located in the city of Chiclayo, Peru. Data collection was possible due to the support of the directors of both schools and the teachers of each of the classrooms we selected. The sample size was calculated using Free Statistic Calculators version 4.0 (<xref ref-type="bibr" rid="ref24">24</xref>). For the multiple regression analysis, an effect size of 0.10, a statistical power of 0.80, 5 explanatory variables and a probability level of 0.05 were considered. According to this calculation, a minimum sample size of 134 participants was required. However, in this study, a total of 903 students participated voluntarily, which far exceeds the calculated sample size. Participants of both sexes, those without any pathology, and those within the selected age range (12&#x2013;18&#x2009;years) were included. However, adolescents whose parents did not give their written informed consent were excluded from the study. Furthermore, 23 records were excluded due to missing data. The final sample was 903 participants.</p>
</sec>
<sec id="sec9">
<title>Ethical aspects</title>
<p>The study was carried out after receiving the approval of the Research Ethics Committee of the Universidad Se&#x00F1;or de Sip&#x00E1;n (Registration and reference number: 0085-17052022-CIEI). Subsequently, the directors of both schools were contacted to request and obtain permission to meet with the parents of potential participants. This meeting was to explain to all parents the purpose of the study. Furthermore, considering that the participants were minors, a procedure was implemented to guarantee participation with the consent of the parents or legal guardians. After providing initial explanations about the purpose of the study, an informed consent question was included to be answered by parents or legal guardians as a prerequisite for adolescents to participate in the survey. Therefore, informed consent was obtained from all subjects prior to their participation in the study.</p>
</sec>
<sec id="sec10">
<title>Measurement instruments</title>
<sec id="sec11">
<title>Social network addiction questionnaire</title>
<p>This instrument was originally developed by Escurra and Salas in 2014 and was constructed using a sample of 380 participants (36.3% men and 63.7% women) in Lima, Peru (<xref ref-type="bibr" rid="ref25">25</xref>). This questionnaire is made up of 24 items on a 5-point Likert scale ranging from never to always (assigned scores from 0 to 4). In addition, it has 23 direct items and 1 inverse item. A higher score indicates a higher level of SNA. The validity and reliability of the instrument was analyzed, showing a Cronbach&#x2019;s Alpha coefficient (&#x03B1;)&#x2009;=&#x2009;0.95, therefore, it has adequate internal consistency. Additionally, the instrument evaluation was carried out on a sample of 744 adolescents aged 17 to 19&#x2009;years, reporting a reliability of &#x03B1;&#x2009;=&#x2009;0.86 (<xref ref-type="bibr" rid="ref26">26</xref>). In the current study, the internal consistency of the instrument was also tested, evidencing &#x03B1;&#x2009;=&#x2009;0.89.</p>
</sec>
<sec id="sec12">
<title>Generalized anxiety disorder (GAD-2)</title>
<p>The Generalized Anxiety Disorder 2-item Scale was used to measure emotional state. This instrument is composed of item 1 of the GAD-7 &#x201C;Feeling of nervousness, anxiety, or being on edge&#x201D; and by item 2 &#x201C;Not being able to stop worrying or controlling worries&#x201D; and is assessed through the question: &#x201C;Indicate how often you have experienced the following problems in the last 15&#x2009;days&#x201D; (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref28">28</xref>). These items have 4 response options where never&#x2009;=&#x2009;0, less than half of the days&#x2009;=&#x2009;1, more than half of the days&#x2009;=&#x2009;2, and almost every day&#x2009;=&#x2009;3. A cutoff score greater than or equal to 3 on GAD-2 is an indicator of a probable clinically relevant anxiety disorder, while a score less than 3 indicates the absence of anxiety symptoms (<xref ref-type="bibr" rid="ref29">29</xref>). Total scores range from 0 to 6 (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref31">31</xref>). In this study, the version adapted and validated for the Peruvian population was used and presented an adequate Cronbach&#x2019;s &#x03B1; coefficient (&#x03B1;&#x2009;=&#x2009;0.81) (<xref ref-type="bibr" rid="ref32">32</xref>).</p>
</sec>
<sec id="sec13">
<title>Sociodemographic data</title>
<p>Sociodemographic and economic data were collected through a registration form, which is composed of sociodemographic factors such as age in years (11&#x2013;12 and 16&#x2013;18), sex (male and female), residence (urban and rural), level of education of parents (elementary, technical, and university), marital status of parents (married, cohabiting, single, divorced, and widowed), family income in &#x201C;soles (PEN)&#x201D; (&#x003C;2,149.00 PEN, 2,149.00 PEN&#x2013;10,746.00 PEN, and&#x2009;&#x003E;&#x2009;10,746.00 PEN), among others.</p>
</sec>
</sec>
<sec id="sec14">
<title>Anthropometric data</title>
<sec id="sec15">
<title>BMI</title>
<p>Weight and height were measured using a calibrated SECA 700 mechanical column scale with a capacity of 220&#x2009;kg and a measuring range of 60 to 200&#x2009;cm (SECA&#x00AE;, Hamburg, Germany). Anthropometric evaluation was performed by a professional nutritionist in the early hours of the day for one week. Furthermore, the measurements were performed with the participants walking barefoot and wearing the minimum amount of clothing. The BMI was calculated, and the classification was made according to the parameters established by the World Health Organization. A BMI z score was determined and classified as follows: &#x201C;underweight,&#x201D; BMI z-score&#x2009;&#x003C;&#x2009;&#x2212;1; &#x201C;normal,&#x201D; BMI z score &#x2212;1 to 1; and &#x201C;overweight&#x201D; (z&#x2009;&#x003E;&#x2009;1) (<xref ref-type="bibr" rid="ref33">33</xref>).</p>
</sec>
<sec id="sec16">
<title>Height/age (H/A)</title>
<p>Furthermore, H / A was calculated and classified based on the reference data corresponding to the Peruvian standards in the public health system: &#x003E;2 standard deviation (SD), &#x201C;normal or adequate&#x201D; (H/A&#x2009;&#x2265;&#x2009;&#x2212;2 to &#x2264;2 SD), &#x201C;low&#x201D; (H/A&#x2009;&#x003C;&#x2009;&#x2212;2 to &#x2212;3 SD), and &#x201C;severe low&#x201D; (H/A&#x2009;&#x003C;&#x2009;&#x2212;3). For the purposes of the current study, it is necessary to specify that short and very severe height was recategorized as short height (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref35">35</xref>).</p>
</sec>
<sec id="sec17">
<title>Waist-to-height ratio (WHtR)</title>
<p>Waist circumference (WC) was measured in triplicate using a Cescorf (Cescorf Equipamentos Para Esporte Ltda&#x2014;Epp, Brazil) self-retractable metallic steel tape measure. Measurement of the WC was made considering the midpoint of the axillary line, in the distance that goes from the ridge of the last rib to the iliac spine (<xref ref-type="bibr" rid="ref36">36</xref>).</p>
</sec>
</sec>
<sec id="sec18">
<title>Outcome</title>
<p>After obtaining WC measurements, WHtR was determined by dividing the waist circumference of each participant by their respective height. This anthropometric parameter is valued for its ability to provide an accurate indication of the distribution of adipose tissue in the body (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref37">37</xref>). It is a simple index that offers immediate identification and interpretation, being particularly useful in the early identification of abdominal obesity in children (<xref ref-type="bibr" rid="ref38">38</xref>). As a result, it makes it possible to anticipate potential risks related to cardiometabolic disorders (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref39">39</xref>). In the evaluation process, a cutoff point of 0.5 was identified. That is, participants who had a WHtR index greater than 0.5 were classified as adolescents at risk of MetS (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref40">40</xref>).</p>
</sec>
<sec id="sec19">
<title>Statistical analysis</title>
<p>A Microsoft Excel spreadsheet was used for data collection and coding. Then, for data processing and analysis, the IBM SPSS statistical software package, version 26 (SPSS Inc., Chicago, IL, United States) was used. Descriptive analysis of the variables was performed using tables of absolute frequencies and percentages. To explore whether sociodemographic data, anthropometric data, SNA, and anxiety symptoms were different according to sex and MetS, the chi-square statistical test was used. Finally, an exploration of the association of the factors influencing MetS (dependent variable) was carried out using a binary logistic regression model. We considered sex, age, overweight, SNA, and anxiety symptoms as independent variables. These variables had a probability value (<italic>p</italic>-value) of less than 0.05 in a preliminary bivariate analysis, and therefore were incorporated in the bivariate logistic regression analysis.</p>
</sec>
</sec>
<sec sec-type="results" id="sec20">
<title>Results</title>
<p>A total of 903 schoolchildren voluntarily decided to participate in the study; of these, 56% were female. The highest proportion (68.8%) were between 12 and 15&#x2009;years of age. Regarding the level of education of parents, 76.6% of mothers and 69.2% of fathers reported basic education. Most parents were married (46.4%), had a monthly income &#x003C;2,149.00 (74.6%), and reported having more than two sons (57.9%). More than half of the respondents reported that they live with their parents (55.3%). The sociodemographic characteristics of the participants are shown in <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 the participants (<italic>N</italic> =&#x2009;903).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" colspan="2">Variable</th>
<th align="center" valign="top">
<italic>n</italic>
</th>
<th align="center" valign="top">%</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">Sex</td>
<td align="left" valign="bottom">Female</td>
<td align="center" valign="middle">497</td>
<td align="center" valign="middle">55.0</td>
</tr>
<tr>
<td align="left" valign="bottom">Male</td>
<td align="center" valign="middle">406</td>
<td align="center" valign="middle">45.0</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Age</td>
<td align="left" valign="top">12&#x2013;15</td>
<td align="center" valign="middle">621</td>
<td align="center" valign="middle">68.8</td>
</tr>
<tr>
<td align="left" valign="bottom">16&#x2013;18</td>
<td align="center" valign="middle">282</td>
<td align="center" valign="middle">31.2</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="4">Mother&#x2019;s education</td>
<td align="left" valign="bottom">None</td>
<td align="center" valign="middle">107</td>
<td align="center" valign="middle">11.8</td>
</tr>
<tr>
<td align="left" valign="bottom">Basic</td>
<td align="center" valign="middle">692</td>
<td align="center" valign="middle">76.6</td>
</tr>
<tr>
<td align="left" valign="bottom">Technical</td>
<td align="center" valign="middle">67</td>
<td align="center" valign="middle">7.4</td>
</tr>
<tr>
<td align="left" valign="bottom">University</td>
<td align="center" valign="middle">36</td>
<td align="center" valign="middle">4.0</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="4">Father&#x2019;s education</td>
<td align="left" valign="top">None</td>
<td align="center" valign="top">109</td>
<td align="center" valign="top">12.1</td>
</tr>
<tr>
<td align="left" valign="bottom">Basic</td>
<td align="center" valign="middle">625</td>
<td align="center" valign="middle">69.2</td>
</tr>
<tr>
<td align="left" valign="bottom">Technical</td>
<td align="center" valign="middle">92</td>
<td align="center" valign="middle">10.2</td>
</tr>
<tr>
<td align="left" valign="bottom">University</td>
<td align="center" valign="middle">77</td>
<td align="center" valign="middle">8.5</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="5">Parents&#x2019; marital status</td>
<td align="left" valign="middle">Married</td>
<td align="center" valign="middle">419</td>
<td align="center" valign="middle">46.4</td>
</tr>
<tr>
<td align="left" valign="bottom">Cohabitant</td>
<td align="center" valign="middle">208</td>
<td align="center" valign="middle">23.0</td>
</tr>
<tr>
<td align="left" valign="bottom">Single</td>
<td align="center" valign="middle">139</td>
<td align="center" valign="middle">15.4</td>
</tr>
<tr>
<td align="left" valign="bottom">Divorced</td>
<td align="center" valign="middle">105</td>
<td align="center" valign="middle">11.6</td>
</tr>
<tr>
<td align="left" valign="bottom">Widowed</td>
<td align="center" valign="middle">31</td>
<td align="center" valign="middle">3.4</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="4">With whom you live</td>
<td align="left" valign="bottom">With mother and father</td>
<td align="center" valign="middle">499</td>
<td align="center" valign="middle">55.3</td>
</tr>
<tr>
<td align="left" valign="bottom">Only with father</td>
<td align="center" valign="middle">94</td>
<td align="center" valign="middle">10.4</td>
</tr>
<tr>
<td align="left" valign="bottom">Only with mother</td>
<td align="center" valign="middle">201</td>
<td align="center" valign="middle">22.3</td>
</tr>
<tr>
<td align="left" valign="bottom">With another family member</td>
<td align="center" valign="middle">103</td>
<td align="center" valign="middle">12.2</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Monthly income</td>
<td align="left" valign="bottom">&#x003C;2,149.00 PEN&#x002A;</td>
<td align="center" valign="middle">674</td>
<td align="center" valign="middle">74.6</td>
</tr>
<tr>
<td align="left" valign="bottom">2,149.00&#x2013;10,746.00 PEN</td>
<td align="center" valign="middle">168</td>
<td align="center" valign="middle">18.6</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x003E;10,746.00 PEN</td>
<td align="center" valign="middle">60</td>
<td align="center" valign="middle">6.6</td>
</tr>
<tr>
<td align="left" valign="top">Number of children</td>
<td align="left" valign="bottom">One son</td>
<td align="center" valign="middle">140</td>
<td align="center" valign="middle">15.5</td>
</tr>
<tr>
<td rowspan="2"/>
<td align="left" valign="bottom">Two sons</td>
<td align="center" valign="middle">240</td>
<td align="center" valign="middle">26.6</td>
</tr>
<tr>
<td align="left" valign="bottom">More than two sons</td>
<td align="center" valign="middle">523</td>
<td align="center" valign="middle">57.9</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;The ISO code for Peruvian currency is PEN, a standardized 3-letter code according to the ISO-4217 currency code standard.</p>
</table-wrap-foot>
</table-wrap>
<p>The results of the association between H/A, BMI, SNA, and anxiety symptoms are shown in <xref ref-type="table" rid="tab2">Table 2</xref>. MetS was generally observed among men (67.1%, <italic>p</italic> =&#x2009;0.046), in the age range of 16&#x2013;18 (78.3%, <italic>p</italic> &#x003C;&#x2009;0.001), in those with excess body weight (90.1%, <italic>p</italic> &#x003C;&#x2009;0.001), SNA (85.5%, <italic>p</italic> =&#x2009;0.039) and anxiety symptoms (63.2%, <italic>p</italic> =&#x2009;0.007).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Chi-square analysis of MetS.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variables</th>
<th align="center" valign="top" colspan="2">MetS</th>
<th align="center" valign="top" colspan="2">Non MetS</th>
<th/>
<th/>
</tr>
<tr>
<th align="center" valign="top">
<italic>n</italic>
</th>
<th align="center" valign="top">%</th>
<th align="center" valign="top">
<italic>n</italic>
</th>
<th align="center" valign="top">%</th>
<th align="center" valign="top">&#x03C7;<sup>2</sup></th>
<th align="center" valign="top"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Sex</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Female</td>
<td align="center" valign="bottom">50</td>
<td align="center" valign="bottom">32.9</td>
<td align="center" valign="bottom">436</td>
<td align="center" valign="bottom">58.1</td>
<td align="center" valign="bottom">0.421</td>
<td align="center" valign="bottom">0.046&#x002A;</td>
</tr>
<tr>
<td align="left" valign="middle">Male</td>
<td align="center" valign="top">102</td>
<td align="center" valign="bottom">67.1</td>
<td align="center" valign="top">315</td>
<td align="center" valign="bottom">41.9</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Age (years)</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">15.440</td>
<td align="center" valign="bottom">&#x003C;0.001&#x002A;</td>
</tr>
<tr>
<td align="left" valign="middle">12&#x2013;15</td>
<td align="center" valign="bottom">33</td>
<td align="center" valign="bottom">21.7</td>
<td align="center" valign="bottom">412</td>
<td align="center" valign="bottom">54.8</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">16&#x2013;18</td>
<td align="center" valign="bottom">119</td>
<td align="center" valign="bottom">78.3</td>
<td align="center" valign="bottom">339</td>
<td align="center" valign="bottom">45.2</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom" colspan="7">H/A</td>
</tr>
<tr>
<td align="left" valign="top">Inadequate H/A</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">34.2</td>
<td align="center" valign="top">286</td>
<td align="center" valign="top">38.1</td>
<td align="center" valign="top">0.809</td>
<td align="center" valign="top">0.368</td>
</tr>
<tr>
<td align="left" valign="top">Adequate H/A</td>
<td align="center" valign="top">100</td>
<td align="center" valign="top">65.8</td>
<td align="center" valign="top">465</td>
<td align="center" valign="top">61.9</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="7">BMI</td>
</tr>
<tr>
<td align="left" valign="top">Normal</td>
<td align="center" valign="top">15</td>
<td align="center" valign="top">9.9</td>
<td align="center" valign="top">479</td>
<td align="center" valign="top">63.8</td>
<td align="center" valign="top">148.290</td>
<td align="center" valign="top">&#x003C;0.001&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Excess body weight</td>
<td align="center" valign="top">137</td>
<td align="center" valign="top">90.1</td>
<td align="center" valign="top">272</td>
<td align="center" valign="top">36.2</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="7">SNA</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">130</td>
<td align="center" valign="top">85.5</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">12.0</td>
<td align="center" valign="top">0.721</td>
<td align="center" valign="top">0.039&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">14.5</td>
<td align="center" valign="top">661</td>
<td align="center" valign="top">88.0</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="7">Anxiety symptoms</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">96</td>
<td align="center" valign="top">63.2</td>
<td align="center" valign="top">246</td>
<td align="center" valign="top">32.8</td>
<td align="center" valign="top">0.948</td>
<td align="center" valign="bottom">0.007&#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">56</td>
<td align="center" valign="top">36.8</td>
<td align="center" valign="top">505</td>
<td align="center" valign="top">67.2</td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Statistically significant, <italic>p</italic> &#x003C;&#x2009;0.05 [Chi-square (&#x03C7;<sup>2</sup>)]. <italic>p</italic> represents the probability that MetS is associated with sociodemographic and anthropometric data, social network addiction, and anxiety symptoms. H/A, height/age; BMI, body mass index; MetS, Metabolic syndrome; SNA, Addiction to social networks.</p>
</table-wrap-foot>
</table-wrap>
<p>A binary logistic regression model was used to explore the variables that predict the probability that adolescents will present MetS and the results are shown in <xref ref-type="table" rid="tab3">Table 3</xref>. In this analysis, males were more likely to present MetS than females (OR&#x2009;=&#x2009;1.133, <italic>p</italic> =&#x2009;0.028). Participants who were 16&#x2009;years of age or older and those with excess body weight were 2.166, <italic>p</italic> =&#x2009;0.013 and 19.414, <italic>p</italic> &#x003C;&#x2009;0.001 times more likely to have MetS, respectively. Furthermore, SNA (OR&#x2009;=&#x2009;1.517, <italic>p</italic> =&#x2009;0.016) and the presence of anxiety symptoms (OR&#x2009;=&#x2009;2.596, <italic>p</italic> &#x003C;&#x2009;0.001) were associated with the risk of MetS.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Binary logistic regression analysis of factors associated with MetS.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th/>
<th/>
<th/>
<th align="center" valign="top" colspan="2">95% CI</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">
<italic>B</italic>
</th>
<th align="center" valign="top">OR<sub>B</sub></th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Sex (0&#x2009;=&#x2009;female, 1&#x2009;=&#x2009;male)</td>
<td align="center" valign="top">0.125</td>
<td align="center" valign="top">1.133</td>
<td align="center" valign="top">0.028</td>
<td align="center" valign="top">0.770</td>
<td align="center" valign="top">1.667</td>
</tr>
<tr>
<td align="left" valign="top">Age (year) (0&#x2009;=&#x2009;&#x003C;16, 1&#x2009;=&#x2009;&#x2265;16)</td>
<td align="center" valign="top">0.773</td>
<td align="center" valign="top">2.166</td>
<td align="center" valign="top">0.013</td>
<td align="center" valign="top">1.386</td>
<td align="center" valign="top">3.387</td>
</tr>
<tr>
<td align="left" valign="top">Excess body weight (0&#x2009;=&#x2009;no, 1&#x2009;=&#x2009;yes)</td>
<td align="center" valign="top">2.966</td>
<td align="center" valign="top">19.414</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">10.911</td>
<td align="center" valign="top">34.544</td>
</tr>
<tr>
<td align="left" valign="top">SNA (0&#x2009;=&#x2009;no, 1&#x2009;=&#x2009;yes)</td>
<td align="center" valign="top">0.417</td>
<td align="center" valign="top">1.517</td>
<td align="center" valign="top">0.016</td>
<td align="center" valign="top">0.844</td>
<td align="center" valign="top">2.727</td>
</tr>
<tr>
<td align="left" valign="top">Anxiety symptoms (0&#x2009;=&#x2009;no, 1&#x2009;=&#x2009;yes)</td>
<td align="center" valign="top">0.954</td>
<td align="center" valign="top">2.596</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">1.713</td>
<td align="center" valign="top">3.933</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x03C7;<sup>2</sup> =&#x2009;173,114, df&#x2009;=&#x2009;5, <italic>p</italic> &#x003C;&#x2009;0.001; Cox and Snell R-squared&#x2009;=&#x2009;0.174, Nagelkerke R-squared&#x2009;=&#x2009;0.293.</p>
<p>B, Beta coefficient; <italic>p</italic>, probability; OR<sub>B</sub>, Odds ratio; 95% CI, 95% confidence interval; SNA, social network addiction.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec sec-type="discussion" id="sec21">
<title>Discussion</title>
<p>In this cross-sectional study, we determined the association between SNA and anxiety symptoms with the risk of MetS in Peruvian adolescents aged 12 to 18&#x2009;years. The main findings were as follows: Male sex, participants who were 16&#x2009;years of age or older and those who had excess body weight were more likely to present MetS. Furthermore, it is highlighted that SNA and anxiety symptoms were associated with MetS.</p>
<p>Previous studies have documented the influence of sex and age on the anthropometric profile, more precisely MetS, measured through the WHtR (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref41 ref42 ref43">41&#x2013;43</xref>). The results of the logistic regression analysis of the current study revealed that men were more likely to have MetS compared to females; furthermore, we found that a higher proportion of men had MetS. It should be noted that the current study used WHtR to determine MetS. Similarly, the findings of the research conducted in Brazilian adolescents showed that boys had a higher mean WHtR and a higher WHtR at the 95<sup>th</sup> percentile (<xref ref-type="bibr" rid="ref41">41</xref>). Similarly, other studies in adolescents reported that boys were more likely to report MetS factors, such as high blood pressure, elevated cholesterol, glucose, and triglyceride levels (<xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>). Although in some studies MetS patterns do not differ in both sexes (<xref ref-type="bibr" rid="ref44">44</xref>), however, there are mechanisms that support evidence of sex differences (<xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref46">46</xref>). In general, it has been found that men have higher visceral adipose tissue, intramyocellular and intrahepatic lipids than women, which could partly explain why they have a higher MetS (<xref ref-type="bibr" rid="ref46">46</xref>). On the other hand, males tend to have higher blood pressure and cholesterol levels than women from puberty onward, which can also contribute to a higher cardiovascular risk (<xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>). In hormonal terms, it has been found that testosterone levels in men can negatively affect glucose metabolism and increase the risk of insulin resistance and type 2 diabetes, which are considered cardiometabolic complications (<xref ref-type="bibr" rid="ref45">45</xref>).</p>
<p>Chronological age remains one of the strongest predictors of cardiometabolic events (<xref ref-type="bibr" rid="ref47">47</xref>). In the present study, we found that participants who were 16 or older tended to report MetS; furthermore, an age&#x2009;&#x2265;&#x2009;16&#x2009;years was significantly associated with MetS. These findings are similar to the results reported in a recent study conducted in Peruvian adolescents where the highest proportion of those with MetS, measured by WHtR, were aged 15 to 17&#x2009;years vs. 12 to 14&#x2009;years (<xref ref-type="bibr" rid="ref4">4</xref>). In addition, these results confirm the findings of research that measured waist circumference and WHtR in US children and adolescents (<xref ref-type="bibr" rid="ref48">48</xref>). This study showed that the relative changes in WHtR increased with increasing age, and that the greatest relative change was observed in men and women between 18 and 19&#x2009;years of age (<xref ref-type="bibr" rid="ref48">48</xref>). Chronological age is an important determinant of health, since it coincides with the critical moments of increasing body fat and, therefore, of the development of diseases (<xref ref-type="bibr" rid="ref49">49</xref>). In fact, as age increases, the risk of developing various chronic cardiometabolic diseases and conditions increases (<xref ref-type="bibr" rid="ref48">48</xref>, <xref ref-type="bibr" rid="ref50">50</xref>). In addition, the physical and mental changes that occur with age can affect the quality of life and a person&#x2019;s ability to perform daily activities (<xref ref-type="bibr" rid="ref51">51</xref>). However, it is important to note that the premature onset of age-related diseases in younger people suggests a discrepancy between chronological and biological age, pointing out that chronological age is not always representative of true biological age, because several disease/morbidity factors may be related to biological age (<xref ref-type="bibr" rid="ref50">50</xref>). Beyond this discrepancy, it is important to consider age as an important factor in assessing adolescent health and in planning long-term disease prevention and treatment strategies.</p>
<p>Global obesity and MetS, measured using WHtR, are two anthropometric factors that are associated with the onset and development of noncommunicable diseases (<xref ref-type="bibr" rid="ref1">1</xref>). The measurement of both factors is particularly important in adolescents, since adolescence is a high-risk stage and one of the most critical periods of life, due to constant changes in lifestyle (<xref ref-type="bibr" rid="ref52">52</xref>). Evidence for the association between global obesity and MetS has been demonstrated in both adolescents and the general population (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>). In our study, we found that those who had excess body weight were more likely to present MetS. These results are consistent with the findings of a study conducted in Spanish schoolchildren aged 6 to 15&#x2009;years, showing a relationship between excess body weight and abdominal obesity, a metabolic risk factor (<xref ref-type="bibr" rid="ref49">49</xref>). Similarly, the results of a recent study conducted in 506 adolescents aged 10 to 19&#x2009;years of age from different schools in Brazil reported that normal weight obesity, which is defined as excess body fat in normal weight individuals, is associated with MetS, assessed through waist circumference (<xref ref-type="bibr" rid="ref53">53</xref>). Some possible justification why obesity is related to increased waist circumference in adolescents is the fact that excess body fat accumulates predominantly in the abdominal region (<xref ref-type="bibr" rid="ref1">1</xref>). It is worth mentioning that abdominal fat, also known as visceral fat, is metabolically active and can release pro-inflammatory fatty acids and adipokines, which contribute to the development of insulin resistance, dyslipidemia and other MetS factors (<xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>). Therefore, assessment of MetS measured through WHtR in obese and normal weight adolescents can be useful to identify those with a higher risk of developing cardiovascular and metabolic diseases.</p>
<p>Another relevant finding of this study is the fact that SNA is associated with MetS. This connection is especially relevant in the current times since the use of social networks has become a widespread and popular activity among adolescents (<xref ref-type="bibr" rid="ref8">8</xref>). Although there is a paucity of research analyzing the relationship between SNA and MetS, our findings are in line with a recent study that evaluated the relationship between adolescents&#x2019; social networks and their health in adulthood suggesting that their position in their social network during adolescence has lasting implications for MetS in adulthood (<xref ref-type="bibr" rid="ref10">10</xref>). It should be noted that most studies have focused on BMI, pointing to a possible relationship between SNA and excessive media use with an increased risk of developing obesity in children and adolescents (<xref ref-type="bibr" rid="ref11 ref12 ref13">11&#x2013;13</xref>, <xref ref-type="bibr" rid="ref55">55</xref>), which is related to cardiometabolic problems (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref4">4</xref>). Therefore, it is important to highlight that excessive exposure to digital platforms could have negative effects on the cardiovascular health of this population group through the onset of obesity (<xref ref-type="bibr" rid="ref56">56</xref>). This suggests that the effect of SNA on MetS could be mediated by obesity. Although it is important to note that structural equation modeling was not used in this study to explore these relationships in depth, our findings provide a clear picture of how cardiometabolic disease is influenced by SNA and obesity. This sets the groundwork for future research using mediation models, which will help to better understand these relationships. The mechanism for this association may be that excessive and sedentary use of social networks reduces the time that would be devoted to physical activities (<xref ref-type="bibr" rid="ref57">57</xref>). Studies that have provided evidence to support this theory show that when the amount of time adolescents spend in front of screens is reduced, their level of physical activity increases (<xref ref-type="bibr" rid="ref12">12</xref>). Another reason for this relationship is the fact that it has been suggested that the consumption of hypercaloric foods can increase in parallel with the time spent on the media and social networks (<xref ref-type="bibr" rid="ref58">58</xref>, <xref ref-type="bibr" rid="ref59">59</xref>). This hypothesis is supported by research showing that high use of social networks among adolescents is associated with unhealthy dietary behaviors (<xref ref-type="bibr" rid="ref60">60</xref>), and that energy intake in adolescents decreases when sedentary behaviors are reduced (<xref ref-type="bibr" rid="ref59">59</xref>).</p>
<p>Finally, in this study, we found that anxiety symptoms are associated with MetS. Although little research has been done on the relationship between anxiety and metabolic risk factors in adolescents, however, a recent study has found a significant association between anxiety and some metabolic risk factors in this population group (<xref ref-type="bibr" rid="ref18">18</xref>). Similarly, another study conducted in adolescents reported a relationship between anxiety symptoms and insulin resistance (<xref ref-type="bibr" rid="ref19">19</xref>), which may lead to worsening metabolic outcomes in at-risk youth. Furthermore, studies have shown that anxiety symptoms are associated with an increased risk of cardiovascular disease and other metabolic problems in young adults (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Anxiety is a common affective disorder in children and adolescents, affecting approximately 1 in 12 children and 1 in 4 adolescents, and is one of the most common mental health problems in these populations (<xref ref-type="bibr" rid="ref14">14</xref>). One of the possible reasons why anxiety symptoms are associated with MetS is that this disorder can contribute to increased intake of unhealthy foods and decreased physical activity (<xref ref-type="bibr" rid="ref61">61</xref>). In particular, it is possible that people with anxiety are more likely to have a sedentary lifestyle, increasing the risk of obesity and cardiovascular disease (<xref ref-type="bibr" rid="ref61">61</xref>). Furthermore, anxiety symptoms can increase the release of stress hormones, such as cortisol, which can promote abdominal fat gain and insulin resistance (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref62">62</xref>).</p>
<sec id="sec22">
<title>Limitations and future research</title>
<p>When interpreting the results of this study, certain limitations should be taken into account, which will benefit future lines of research. First, the study was a cross-sectional design; therefore, it does not allow establishing the possibility of causality, that is, it cannot be considered that having SNA, anxiety symptoms, or excess body weight can lead to an increase in WHtR; therefore, longitudinal studies that follow participants over time are needed to determine whether the initial presence of SNA, anxiety symptoms, or overweight predicts future increases in WHtR. Second, in relation to the anthropometric data, this is cross-sectional information, where a single measurement was taken for each student and there is no follow-up data to evaluate the evolution of weight and height over time. Therefore, the results presented are based on single measurements taken in different age groups. Considering this, we cannot evaluate how these anthropometric parameters evolve with age. However, in the specific case of WHtR, an advantage of using this index is that it does not appear to be age dependent at certain levels and therefore it may be possible to use a single cut-off value for all children (<xref ref-type="bibr" rid="ref63">63</xref>). Nonetheless, it is important to point out that there is no consensus on a single WHtR cut-off point to predict the risk of MetS risk in adolescents (<xref ref-type="bibr" rid="ref64">64</xref>). Given the lack of consensus on a single WHtR cut-off point for predicting the risk of MetS in adolescents, further studies are needed to explore and validate uniform criteria. This could include comparative analyses of different cut-off values in different adolescent populations to identify those that are most predictive of MetS risk. Third, data on SNA and anxiety symptoms were self-reported, which may lead to measurement errors. However, both instruments were validated in the Peruvian population. Therefore, future research on anxiety symptoms could be based on medical diagnoses rather than self-report alone. Medical diagnoses provide a more objective and detailed assessment of anxiety status by combining clinical observations, medical records, and, in some cases, psychometric tests administered by professionals (<xref ref-type="bibr" rid="ref65">65</xref>). Finally, it is important to note that the inability to generalize the findings to a larger population, due to the type of sampling used and the number of participants involved, is an obvious limitation in the current study. Therefore, it is important to interpret the results with caution and within the specific context of the selected sample group. In addition, studies using probability sampling methods are suggested to verify and expand on the findings of the current study.</p>
</sec>
<sec id="sec23">
<title>Public health implications</title>
<p>Despite these limitations, we believe that the current study is of public health relevance due to its potential impact on the long-term health of adolescents. Adolescents are a vulnerable and growing population; therefore, habits and behaviors acquired at this stage can influence their health in adulthood. In addition, SNA, anxiety symptoms, and obesity are mental and physical health problems that have been increasing in the adolescent population in recent years. If these problems are related to an increased risk of MetS, they need to be addressed early and effectively. Therefore, it is important to conduct further research to confirm the relationship between these factors and to develop and implement preventive and treatment interventions targeting this vulnerable population. Furthermore, it is essential that health professionals, educators, and public health authorities inform and educate both adolescents and their parents about the importance of a healthy and balanced life, including responsible use of social networks, management of stress and anxiety, and maintaining a healthy weight.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec24">
<title>Conclusion</title>
<p>The findings of this cross-sectional study suggest that men were more likely to have MetS compared to females; furthermore, we found that a higher proportion of men had higher MetS. Furthermore, it is notable that participants 16&#x2009;years or older tended to report a higher level of MetS; furthermore, an age&#x2009;&#x2265;&#x2009;16&#x2009;years was significantly associated with the risk of MetS. Similarly, excess body weight, SNA, and anxiety symptoms were associated with the risk of MetS. Given the impact of MetS on health, more efforts are needed to better understand the associated factors for the implementation of effective preventive and therapeutic interventions.</p>
</sec>
<sec sec-type="data-availability" id="sec25">
<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="sec26">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Research Ethics Committee of the Universidad Se&#x00F1;or de Sip&#x00E1;n (Registration and reference number: 0085-17052022-CIEI). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec sec-type="author-contributions" id="sec27">
<title>Author contributions</title>
<p>JS: Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. SO-G: Conceptualization, Data curation, Funding acquisition, Investigation, Project administration, Resources, Writing &#x2013; original draft. GL-T: Conceptualization, Methodology, Project administration, Resources, Visualization, Writing &#x2013; original draft. IL-D-M: Conceptualization, Data curation, Funding acquisition, Writing &#x2013; original draft. FB-C: Funding acquisition, Investigation, Methodology, Writing &#x2013; original draft. EL-L: Conceptualization, Funding acquisition, Methodology, Project administration, Writing &#x2013; review &#x0026; editing. YC-M: Conceptualization, Data curation, Investigation, Project administration, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AS-B: Investigation, Methodology, Validation, Visualization, Writing &#x2013; review &#x0026; editing. CR-V: Formal Analysis, Investigation, Methodology, Supervision, Visualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec28">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. The study was financed by the Universidad Se&#x00F1;or de Sip&#x00E1;n through the Vice Rectorate for Research, Grant: 082-2022-PD-USS and approved by RESOLUCI&#x00D3;N DE DIRECTORIO N&#x00B0; 079-2022-PD-USS.</p>
</sec>
<ack>
<p>The authors are grateful for the support provided by the Vice Rectorate for Research and the Research Department of the School of Sciences of Sipan University. We also thank Dr. Millones-G&#x00F3;mez Pablo A. and Dr. P&#x00E9;rez-Delgado Orlando for their administrative support in the execution of the study. Finally, we thank all parents and students who decided to participate in this study.</p>
</ack>
<sec sec-type="COI-statement" id="sec29">
<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="sec100" 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>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chung</surname> <given-names>ST</given-names></name> <name><surname>Onuzuruike</surname> <given-names>AU</given-names></name> <name><surname>Magge</surname> <given-names>SN</given-names></name></person-group>. <article-title>Cardiometabolic risk in obese children</article-title>. <source>Ann N Y Acad Sci</source>. (<year>2018</year>) <volume>1411</volume>:<fpage>166</fpage>:<fpage>183</fpage>. doi: <pub-id pub-id-type="doi">10.1111/nyas.13602</pub-id></citation>
</ref>
<ref id="ref2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Widjaja</surname> <given-names>NA</given-names></name> <name><surname>Arifani</surname> <given-names>R</given-names></name> <name><surname>Irawan</surname> <given-names>R</given-names></name></person-group>. <article-title>Value of waist-to-hip ratio as a predictor of metabolic syndrome in adolescents with obesity</article-title>. <source>Acta Biomed</source>. (<year>2023</year>) <volume>94</volume>:<fpage>e2023076</fpage>. doi: <pub-id pub-id-type="doi">10.23750/abm.v94i3.13755</pub-id>, PMID: <pub-id pub-id-type="pmid">37326280</pub-id></citation>
</ref>
<ref id="ref3">
<label>3.</label>
<citation citation-type="other"><person-group person-group-type="author"><collab id="coll1">PAHO/WHO</collab></person-group>. Obesity Prevention &#x2013; PAHO/WHO | Pan American Health Organization [Internet]; (<year>2021</year>). Available at: <ext-link xlink:href="https://www.paho.org/en/topics/obesity-prevention" ext-link-type="uri">https://www.paho.org/en/topics/obesity-prevention</ext-link> (Accessed May 10, 2023)</citation>
</ref>
<ref id="ref4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>L&#x00F3;pez Malque</surname> <given-names>JJ</given-names></name> <name><surname>Chanducas Lozano</surname> <given-names>B</given-names></name> <name><surname>Calizaya-Milla</surname> <given-names>YE</given-names></name> <name><surname>Calizaya-Milla</surname> <given-names>SE</given-names></name> <name><surname>Morales-Garc&#x00ED;a</surname> <given-names>WC</given-names></name> <name><surname>Saintila</surname> <given-names>J</given-names></name></person-group>. <article-title>Relationship between sleep quality, eating habits, and anthropometric profile in adolescents: a cross-sectional survey</article-title>. <source>Retos</source>. (<year>2023</year>) <volume>48</volume>:<fpage>341</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.47197/retos.v48.96283</pub-id></citation>
</ref>
<ref id="ref5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tarqui-Mamani</surname> <given-names>C</given-names></name> <name><surname>Alvarez-Dongo</surname> <given-names>D</given-names></name> <name><surname>Espinoza-Oriundo</surname> <given-names>P</given-names></name></person-group>. <article-title>Riesgo cardiovascular seg&#x00FA;n circunferencia abdominal en peruanos</article-title>. <source>An Fac Med</source>. (<year>2017</year>) <volume>78</volume>:<fpage>287</fpage>&#x2013;<lpage>91</lpage>. doi: <pub-id pub-id-type="doi">10.15381/anales.v78i3.13760</pub-id></citation>
</ref>
<ref id="ref6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Curi-Quinto</surname> <given-names>K</given-names></name> <name><surname>Ortiz-Panozo</surname> <given-names>E</given-names></name> <name><surname>L&#x00F3;pez de Roma&#x00F1;a</surname> <given-names>D</given-names></name></person-group>. <article-title>Malnutrition in all its forms and socio-economic disparities in children under 5 years of age and women of reproductive age in Peru</article-title>. <source>Public Health Nutr</source>. (<year>2020</year>) <volume>23</volume>:<fpage>s89</fpage>&#x2013;<lpage>s100</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S136898001900315X</pub-id>, PMID: <pub-id pub-id-type="pmid">31791443</pub-id></citation>
</ref>
<ref id="ref7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mader</surname> <given-names>L</given-names></name> <name><surname>M&#x00FC;ller</surname> <given-names>KW</given-names></name> <name><surname>W&#x00F6;lfling</surname> <given-names>K</given-names></name> <name><surname>Beutel</surname> <given-names>ME</given-names></name> <name><surname>Scherer</surname> <given-names>L</given-names></name></person-group>. <article-title>Is (disordered) social networking sites usage a risk factor for dysfunctional eating and exercise behavior?</article-title> <source>Int J Environ Res Public Health</source>. (<year>2023</year>) <volume>20</volume>:<fpage>3484</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph20043484</pub-id>, PMID: <pub-id pub-id-type="pmid">36834178</pub-id></citation>
</ref>
<ref id="ref8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bozzola</surname> <given-names>E</given-names></name> <name><surname>Spina</surname> <given-names>G</given-names></name> <name><surname>Agostiniani</surname> <given-names>R</given-names></name> <name><surname>Barni</surname> <given-names>S</given-names></name> <name><surname>Russo</surname> <given-names>R</given-names></name> <name><surname>Scarpato</surname> <given-names>E</given-names></name> <etal/></person-group>. <article-title>The use of social media in children and adolescents: scoping review on the potential risks</article-title>. <source>Int J Environ Res Public Health</source>. (<year>2022</year>) <volume>19</volume>:<fpage>9960</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph19169960</pub-id>, PMID: <pub-id pub-id-type="pmid">36011593</pub-id></citation>
</ref>
<ref id="ref9">
<label>9.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pila&#x0159;</surname> <given-names>L</given-names></name> <name><surname>Stanislavsk&#x00E1;</surname> <given-names>LK</given-names></name> <name><surname>Kvasni&#x010D;ka</surname> <given-names>R</given-names></name> <name><surname>Hartman</surname> <given-names>R</given-names></name> <name><surname>Tich&#x00E1;</surname> <given-names>I</given-names></name></person-group>. <article-title>Healthy food on Instagram social network: vegan, homemade and clean eating</article-title>. <source>Nutrients</source>. (<year>2021</year>) <volume>13</volume>:<fpage>1991</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu13061991</pub-id>, PMID: <pub-id pub-id-type="pmid">34207910</pub-id></citation>
</ref>
<ref id="ref10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>J</given-names></name> <name><surname>Park</surname> <given-names>K</given-names></name></person-group>. <article-title>Longitudinal evidence on adolescent social network position and cardiometabolic risk in adulthood</article-title>. <source>Soc Sci Med</source>. (<year>2022</year>) <volume>301</volume>:<fpage>114909</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.socscimed.2022.114909</pub-id>, PMID: <pub-id pub-id-type="pmid">35303670</pub-id></citation>
</ref>
<ref id="ref11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khajeheian</surname> <given-names>D</given-names></name> <name><surname>Colabi</surname> <given-names>AM</given-names></name> <name><surname>Shah</surname> <given-names>NBAK</given-names></name> <name><surname>Radzi</surname> <given-names>CWJBWM</given-names></name> <name><surname>Jenatabadi</surname> <given-names>HS</given-names></name></person-group>. <article-title>Effect of social media on child obesity: application of structural equation modeling with the Taguchi method</article-title>. <source>Int J Environ Res Public Health</source>. (<year>2018</year>) <volume>15</volume>:<fpage>1</fpage>&#x2013;<lpage>22</lpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph15071343</pub-id>, PMID: <pub-id pub-id-type="pmid">29949902</pub-id></citation>
</ref>
<ref id="ref12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Durmus</surname> <given-names>G</given-names></name> <name><surname>Ortabag</surname> <given-names>T</given-names></name> <name><surname>Ozdemir</surname> <given-names>S</given-names></name></person-group>. <article-title>Determining the relationship between obesity and problematic internet use among adolescents</article-title>. <source>Iran J Public Health</source>. (<year>2021</year>) <volume>50</volume>:<fpage>1796</fpage>&#x2013;<lpage>804</lpage>. doi: <pub-id pub-id-type="doi">10.18502/ijph.v50i9.7052</pub-id>, PMID: <pub-id pub-id-type="pmid">34722375</pub-id></citation>
</ref>
<ref id="ref13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Koca</surname> <given-names>SB</given-names></name> <name><surname>Paketci</surname> <given-names>A</given-names></name> <name><surname>Buyukyilmaz</surname> <given-names>G</given-names></name></person-group>. <article-title>The relationship between internet usage style and internet addiction and food addiction in obese children compared to healthy children</article-title>. <source>Turk Arch Pediatr</source>. (<year>2023</year>) <volume>58</volume>:<fpage>205</fpage>&#x2013;<lpage>11</lpage>. doi: <pub-id pub-id-type="doi">10.5152/TurkArchPediatr.2023.22183</pub-id>, PMID: <pub-id pub-id-type="pmid">36856359</pub-id></citation>
</ref>
<ref id="ref14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dobnik</surname> <given-names>RB</given-names></name>
</person-group>. <article-title>Anksiozne motnje pri otrocih in mladostnikih</article-title>. <source>Psiholo&#x0161;ka obzorja</source>. (<year>2020</year>) <volume>29</volume>:<fpage>1</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.20419/2020.29.505</pub-id></citation>
</ref>
<ref id="ref15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Steinsbekk</surname> <given-names>S</given-names></name> <name><surname>Ranum</surname> <given-names>B</given-names></name> <name><surname>Wichstr&#x00F8;m</surname> <given-names>L</given-names></name></person-group>. <article-title>Prevalence and course of anxiety disorders and symptoms from preschool to adolescence: a 6-wave community study</article-title>. <source>J Child Psychol Psychiatry</source>. (<year>2022</year>) <volume>63</volume>:<fpage>527</fpage>&#x2013;<lpage>34</lpage>. doi: <pub-id pub-id-type="doi">10.1111/jcpp.13487</pub-id>, PMID: <pub-id pub-id-type="pmid">34318492</pub-id></citation>
</ref>
<ref id="ref16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Skogberg</surname> <given-names>N</given-names></name> <name><surname>Castaneda</surname> <given-names>AE</given-names></name> <name><surname>Agyemang</surname> <given-names>C</given-names></name> <name><surname>Koponen</surname> <given-names>P</given-names></name> <name><surname>Lilja</surname> <given-names>E</given-names></name> <name><surname>Laatikainen</surname> <given-names>T</given-names></name></person-group>. <article-title>The association of depressive and anxiety symptoms with the metabolic syndrome and its components among Russian, Somali, and Kurdish origin adults in Finland: a population-based study</article-title>. <source>J Psychosom Res</source>. (<year>2022</year>) <volume>159</volume>:<fpage>110944</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jpsychores.2022.110944</pub-id>, PMID: <pub-id pub-id-type="pmid">35605441</pub-id></citation>
</ref>
<ref id="ref17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Patterson</surname> <given-names>SL</given-names></name> <name><surname>Marcus</surname> <given-names>M</given-names></name> <name><surname>Goetz</surname> <given-names>M</given-names></name> <name><surname>Vaccarino</surname> <given-names>V</given-names></name> <name><surname>Gooding</surname> <given-names>HC</given-names></name></person-group>. <article-title>Depression and anxiety are associated with cardiovascular health in young adults</article-title>. <source>J Am Heart Assoc</source>. (<year>2022</year>) <volume>11</volume>:<fpage>e027610</fpage>. doi: <pub-id pub-id-type="doi">10.1161/JAHA.122.027610</pub-id>, PMID: <pub-id pub-id-type="pmid">36533593</pub-id></citation>
</ref>
<ref id="ref18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ahmadi</surname> <given-names>N</given-names></name> <name><surname>Farahzadi</surname> <given-names>MH</given-names></name> <name><surname>Mohammadi</surname> <given-names>MR</given-names></name> <name><surname>Mostafavi</surname> <given-names>SA</given-names></name> <name><surname>Moeeini</surname> <given-names>SS</given-names></name> <name><surname>Shahvazian</surname> <given-names>N</given-names></name> <etal/></person-group>. <article-title>Relationship between anxiety disorders and anthropometric indices, risk factors, and symptoms of cardiovascular disorder in children and adolescents</article-title>. <source>Iran J Psychiatry</source>. (<year>2021</year>) <volume>16</volume>:<fpage>409</fpage>&#x2013;<lpage>17</lpage>. doi: <pub-id pub-id-type="doi">10.18502/ijps.v16i4.7228</pub-id></citation>
</ref>
<ref id="ref19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bruggink</surname> <given-names>SM</given-names></name> <name><surname>Shomaker</surname> <given-names>LB</given-names></name> <name><surname>Kelly</surname> <given-names>NR</given-names></name> <name><surname>Drinkard</surname> <given-names>BE</given-names></name> <name><surname>Chen</surname> <given-names>KY</given-names></name> <name><surname>Brychta</surname> <given-names>RJ</given-names></name> <etal/></person-group>. <article-title>Insulin sensitivity, depression/anxiety, and physical fitness in at-risk adolescents</article-title>. <source>Sports Med Int Open</source>. (<year>2019</year>) <volume>3</volume>:<fpage>E40</fpage>&#x2013;<lpage>7</lpage>. doi: <pub-id pub-id-type="doi">10.1055/a-0889-8653</pub-id></citation>
</ref>
<ref id="ref20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ato</surname> <given-names>M</given-names></name> <name><surname>L&#x00F3;pez</surname> <given-names>JJ</given-names></name> <name><surname>Benavente</surname> <given-names>A</given-names></name></person-group>. <article-title>A classification system for research designs in psychology</article-title>. <source>An Psicol</source>. (<year>2013</year>) <volume>29</volume>:<fpage>1038</fpage>&#x2013;<lpage>59</lpage>.</citation>
</ref>
<ref id="ref21">
<label>21.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jager</surname> <given-names>J</given-names></name> <name><surname>Putnick</surname> <given-names>DL</given-names></name> <name><surname>Bornstein</surname> <given-names>MH</given-names></name></person-group>. <article-title>More than just convenient: the scientific merits of homogeneous convenience samples</article-title>. <source>Monogr Soc Res Child Dev</source>. (<year>2017</year>) <volume>82</volume>:<fpage>13</fpage>&#x2013;<lpage>30</lpage>. doi: <pub-id pub-id-type="doi">10.1111/mono.12296</pub-id>, PMID: <pub-id pub-id-type="pmid">28475254</pub-id></citation>
</ref>
<ref id="ref22">
<label>22.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jiatong</surname> <given-names>W</given-names></name> <name><surname>Wang</surname> <given-names>Z</given-names></name> <name><surname>Alam</surname> <given-names>M</given-names></name> <name><surname>Murad</surname> <given-names>M</given-names></name> <name><surname>Gul</surname> <given-names>F</given-names></name> <name><surname>Gill</surname> <given-names>SA</given-names></name></person-group>. <article-title>The impact of transformational leadership on affective organizational commitment and job performance: the mediating role of employee engagement</article-title>. <source>Front Psychol</source>. (<year>2022</year>) <volume>13</volume>:<fpage>13</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2022.831060</pub-id></citation>
</ref>
<ref id="ref23">
<label>23.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Althubaiti</surname> <given-names>A</given-names></name>
</person-group>. <article-title>Sample size determination: a practical guide for health researchers</article-title>. <source>J Gen Fam Med</source>. (<year>2023</year>) <volume>24</volume>:<fpage>72</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1002/jgf2.600</pub-id>, PMID: <pub-id pub-id-type="pmid">36909790</pub-id></citation>
</ref>
<ref id="ref24">
<label>24.</label>
<citation citation-type="other"><person-group person-group-type="author"><collab id="coll2">Soper D. Software</collab></person-group>. A-priori sample size calculator for multiple regression; (<year>2022</year>). Available at: <ext-link xlink:href="https://www.danielsoper.com/statcalc/" ext-link-type="uri">https://www.danielsoper.com/statcalc/</ext-link> (Accessed January 4, 2022)</citation>
</ref>
<ref id="ref25">
<label>25.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Escurra</surname> <given-names>M</given-names></name> <name><surname>Salas</surname> <given-names>E</given-names></name></person-group>. <article-title>Contruccion y validacion del cuestionario de adiccion a redes sociales</article-title>. <source>Liberabit</source>. (<year>2014</year>) <volume>20</volume>:<fpage>73</fpage>&#x2013;<lpage>91</lpage>.</citation>
</ref>
<ref id="ref26">
<label>26.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gonz&#x00E1;lez Alc&#x00E1;ntara</surname> <given-names>KE</given-names></name>
</person-group>. <article-title>Valoraci&#x00F3;n psicom&#x00E9;trica del Cuestionario de Adicci&#x00F3;n a Redes Sociales (ARS) en adolescentes mexicanos</article-title>. <source>Rev Psicol Cl&#x00ED;n Con Ni&#x00F1;os Adolesc</source>. (<year>2021</year>) <volume>8</volume>:<fpage>26</fpage>&#x2013;<lpage>34</lpage>. doi: <pub-id pub-id-type="doi">10.21134/rpcna.2021.08.3.3</pub-id></citation>
</ref>
<ref id="ref27">
<label>27.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Staples</surname> <given-names>LG</given-names></name> <name><surname>Dear</surname> <given-names>BF</given-names></name> <name><surname>Gandy</surname> <given-names>M</given-names></name> <name><surname>Fogliati</surname> <given-names>V</given-names></name> <name><surname>Fogliati</surname> <given-names>R</given-names></name> <name><surname>Karin</surname> <given-names>E</given-names></name> <etal/></person-group>. <article-title>Psychometric properties and clinical utility of brief measures of depression, anxiety, and general distress: the PHQ-2, GAD-2, and K-6</article-title>. <source>Gen Hosp Psychiatry</source>. (<year>2019</year>) <volume>56</volume>:<fpage>13</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.genhosppsych.2018.11.003</pub-id>, PMID: <pub-id pub-id-type="pmid">30508772</pub-id></citation>
</ref>
<ref id="ref28">
<label>28.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kroenke</surname> <given-names>K</given-names></name> <name><surname>Spitzer</surname> <given-names>RL</given-names></name> <name><surname>Williams</surname> <given-names>JBW</given-names></name> <name><surname>Monahan</surname> <given-names>PO</given-names></name> <name><surname>L&#x00F6;we</surname> <given-names>B</given-names></name></person-group>. <article-title>Anxiety disorders in primary care: prevalence, impairment, comorbidity, and detection</article-title>. <source>Ann Intern Med</source>. (<year>2007</year>) <volume>146</volume>:<fpage>317</fpage>&#x2013;<lpage>25</lpage>. doi: <pub-id pub-id-type="doi">10.7326/0003-4819-146-5-200703060-00004</pub-id>, PMID: <pub-id pub-id-type="pmid">17339617</pub-id></citation>
</ref>
<ref id="ref29">
<label>29.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>Y</given-names></name> <name><surname>Fietze</surname> <given-names>I</given-names></name> <name><surname>Penzel</surname> <given-names>T</given-names></name></person-group>. <article-title>Analysis of the correlations between insomnia and mental health during the COVID-19 pandemic in Germany</article-title>. <source>Somnologie</source>. (<year>2022</year>) <volume>26</volume>:<fpage>89</fpage>&#x2013;<lpage>97</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11818-022-00347-7</pub-id>, PMID: <pub-id pub-id-type="pmid">35603014</pub-id></citation>
</ref>
<ref id="ref30">
<label>30.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Plummer</surname> <given-names>F</given-names></name> <name><surname>Manea</surname> <given-names>L</given-names></name> <name><surname>Trepel</surname> <given-names>D</given-names></name> <name><surname>McMillan</surname> <given-names>D</given-names></name></person-group>. <article-title>Screening for anxiety disorders with the GAD-7 and GAD-2: a systematic review and diagnostic meta analysis</article-title>. <source>Gen Hosp Psychiatry</source>. (<year>2016</year>) <volume>39</volume>:<fpage>24</fpage>&#x2013;<lpage>31</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.genhosppsych.2015.11.005</pub-id>, PMID: <pub-id pub-id-type="pmid">26719105</pub-id></citation>
</ref>
<ref id="ref31">
<label>31.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Christensen</surname> <given-names>H</given-names></name> <name><surname>Batterham</surname> <given-names>PJ</given-names></name> <name><surname>Grant</surname> <given-names>J</given-names></name> <name><surname>Griffiths</surname> <given-names>KM</given-names></name> <name><surname>MacKinnon</surname> <given-names>AJ</given-names></name></person-group>. <article-title>A population study comparing screening performance of prototypes for depression and anxiety with standard scales</article-title>. <source>BMC Med Res Methodol</source>. (<year>2011</year>) <volume>11</volume>:<fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1186/1471-2288-11-154</pub-id>, PMID: <pub-id pub-id-type="pmid">22103584</pub-id></citation>
</ref>
<ref id="ref32">
<label>32.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Franco-Jimenez</surname> <given-names>RA</given-names></name> <name><surname>Nu&#x00F1;ez-Magallanes</surname> <given-names>A</given-names></name></person-group>. <article-title>Propiedades psicom&#x00E9;tricas del GAD-7, GAD-2 y GAD-Mini en universitarios peruanos</article-title>. <source>Prop&#x00F3;s Represent</source>. (<year>2022</year>) <volume>10</volume>:<fpage>2022</fpage>. doi: <pub-id pub-id-type="doi">10.20511/pyr2022.v10n1.1437</pub-id></citation>
</ref>
<ref id="ref33">
<label>33.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hirschler</surname> <given-names>V</given-names></name> <name><surname>Aranda</surname> <given-names>C</given-names></name> <name><surname>De Luj&#x00E1;n</surname> <given-names>M</given-names></name> <name><surname>Maccalini</surname> <given-names>G</given-names></name> <name><surname>Jadzinsky</surname> <given-names>M</given-names></name></person-group>. <article-title>Can waist circumference identify children with the metabolic syndrome?</article-title> <source>Arch Pediatr Adolesc Med</source>. (<year>2005</year>) <volume>159</volume>:<fpage>740</fpage>&#x2013;<lpage>4</lpage>. doi: <pub-id pub-id-type="doi">10.1001/archpedi.159.8.740</pub-id></citation>
</ref>
<ref id="ref34">
<label>34.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tarqui-Mamani</surname> <given-names>CB</given-names></name> <name><surname>Alvarez-Dongo</surname> <given-names>D</given-names></name> <name><surname>Espinoza-Oriundo</surname> <given-names>PL</given-names></name> <name><surname>Tarqui-Mamani</surname> <given-names>CB</given-names></name> <name><surname>Alvarez-Dongo</surname> <given-names>D</given-names></name> <name><surname>Espinoza-Oriundo</surname> <given-names>PL</given-names></name></person-group>. <article-title>Analysis of the trend of height in Peruvian children and adolescents; 2007&#x2013;2013</article-title>. <source>Rev Esp Nutr Hum Diet</source>. (<year>2018</year>) <volume>22</volume>:<fpage>64</fpage>&#x2013;<lpage>71</lpage>. doi: <pub-id pub-id-type="doi">10.14306/452</pub-id></citation>
</ref>
<ref id="ref35">
<label>35.</label>
<citation citation-type="other"><person-group person-group-type="author"><collab id="coll3">Instituto Nacional de Salud. Informes y publicaciones</collab></person-group>. Gu&#x00ED;a t&#x00E9;cnica para la valoraci&#x00F3;n nutricional antropom&#x00E9;trica de la persona adolescente; (<year>2015</year>). Available at: <ext-link xlink:href="https://www.gob.pe/institucion/minsa/informes-publicaciones/305911-guia-tecnica-para-la-valoracion-nutricional-antropometrica-de-la-persona-adolescente" ext-link-type="uri">https://www.gob.pe/institucion/minsa/informes-publicaciones/305911-guia-tecnica-para-la-valoracion-nutricional-antropometrica-de-la-persona-adolescente</ext-link> (Accessed May 4, 2023)</citation>
</ref>
<ref id="ref36">
<label>36.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>J</given-names></name> <name><surname>Thornton</surname> <given-names>JC</given-names></name> <name><surname>Bari</surname> <given-names>S</given-names></name> <name><surname>Williamson</surname> <given-names>B</given-names></name> <name><surname>Gallagher</surname> <given-names>D</given-names></name> <name><surname>Heymsfield</surname> <given-names>SB</given-names></name> <etal/></person-group>. <article-title>Comparisons of waist circumferences measured at 4 sites</article-title>. <source>Am J Clin Nutr</source>. (<year>2003</year>) <volume>77</volume>:<fpage>379</fpage>&#x2013;<lpage>84</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcn/77.2.379</pub-id>, PMID: <pub-id pub-id-type="pmid">12540397</pub-id></citation>
</ref>
<ref id="ref37">
<label>37.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yoo</surname> <given-names>EG</given-names></name>
</person-group>. <article-title>Waist-to-height ratio as a screening tool for obesity and cardiometabolic risk</article-title>. <source>Korean J Pediatr</source>. (<year>2016</year>) <volume>59</volume>:<fpage>425</fpage>&#x2013;<lpage>31</lpage>. doi: <pub-id pub-id-type="doi">10.3345/kjp.2016.59.11.425</pub-id>, PMID: <pub-id pub-id-type="pmid">27895689</pub-id></citation>
</ref>
<ref id="ref38">
<label>38.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eslami</surname> <given-names>M</given-names></name> <name><surname>Pourghazi</surname> <given-names>F</given-names></name> <name><surname>Khazdouz</surname> <given-names>M</given-names></name> <name><surname>Tian</surname> <given-names>J</given-names></name> <name><surname>Pourrostami</surname> <given-names>K</given-names></name> <name><surname>Esmaeili-Abdar</surname> <given-names>Z</given-names></name> <etal/></person-group>. <article-title>Optimal cut-off value of waist circumference-to-height ratio to predict central obesity in children and adolescents: a systematic review and meta-analysis of diagnostic studies</article-title>. <source>Front Nutr</source>. (<year>2023</year>):<fpage>9</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnut.2022.985319</pub-id></citation>
</ref>
<ref id="ref39">
<label>39.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xiong</surname> <given-names>F</given-names></name> <name><surname>Garnett</surname> <given-names>SP</given-names></name> <name><surname>Cowell</surname> <given-names>CT</given-names></name> <name><surname>Biesheuvel</surname> <given-names>C</given-names></name> <name><surname>Zeng</surname> <given-names>Y</given-names></name> <name><surname>Long</surname> <given-names>CL</given-names></name> <etal/></person-group>. <article-title>Waist circumference and waist-to-height ratio in Han Chinese children living in Chongqing, south-West China</article-title>. <source>Public Health Nutr</source>. (<year>2011</year>) <volume>14</volume>:<fpage>20</fpage>&#x2013;<lpage>6</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S136898001000042X</pub-id>, PMID: <pub-id pub-id-type="pmid">20236563</pub-id></citation>
</ref>
<ref id="ref40">
<label>40.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Browning</surname> <given-names>LM</given-names></name> <name><surname>Hsieh</surname> <given-names>SD</given-names></name> <name><surname>Ashwell</surname> <given-names>M</given-names></name></person-group>. <article-title>A systematic review of waist-to-height ratio as a screening tool for the prediction of cardiovascular disease and diabetes: 0&#x00B7;5 could be a suitable global boundary value</article-title>. <source>Nutr Res Rev</source>. (<year>2010</year>) <volume>23</volume>:<fpage>247</fpage>&#x2013;<lpage>69</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S0954422410000144</pub-id>, PMID: <pub-id pub-id-type="pmid">20819243</pub-id></citation>
</ref>
<ref id="ref41">
<label>41.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>de P&#x00E1;dua Cintra</surname> <given-names>I</given-names></name> <name><surname>Zanetti Passos</surname> <given-names>MA</given-names></name> <name><surname>Dos Santos</surname> <given-names>LC</given-names></name> <name><surname>da Costa Machado</surname> <given-names>H</given-names></name> <name><surname>Fisberg</surname> <given-names>M</given-names></name></person-group>. <article-title>Waist-to-height ratio percentiles and cutoffs for obesity: a cross-sectional study in Brazilian adolescents</article-title>. <source>J Health Popul Nutr</source>. (<year>2014</year>) <volume>32</volume>:<fpage>411</fpage>&#x2013;<lpage>9</lpage>.</citation>
</ref>
<ref id="ref42">
<label>42.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vasquez</surname> <given-names>F</given-names></name> <name><surname>Correa-Burrows</surname> <given-names>P</given-names></name> <name><surname>Blanco</surname> <given-names>E</given-names></name> <name><surname>Gahagan</surname> <given-names>S</given-names></name> <name><surname>Burrows</surname> <given-names>R</given-names></name></person-group>. <article-title>A waist-to-height ratio of 0.54 is a good predictor of metabolic syndrome in 16-year-old male and female adolescents</article-title>. <source>Pediatr Res</source>. (<year>2019</year>) <volume>85</volume>:<fpage>269</fpage>&#x2013;<lpage>74</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41390-018-0257-8</pub-id>, PMID: <pub-id pub-id-type="pmid">30631139</pub-id></citation>
</ref>
<ref id="ref43">
<label>43.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Barstad</surname> <given-names>LH</given-names></name> <name><surname>J&#x00FA;l&#x00ED;usson</surname> <given-names>PB</given-names></name> <name><surname>Johnson</surname> <given-names>LK</given-names></name> <name><surname>Hertel</surname> <given-names>JK</given-names></name> <name><surname>Lekhal</surname> <given-names>S</given-names></name> <name><surname>Hjelmes&#x00E6;th</surname> <given-names>J</given-names></name></person-group>. <article-title>Gender-related differences in cardiometabolic risk factors and lifestyle behaviors in treatment-seeking adolescents with severe obesity</article-title>. <source>BMC Pediatr</source>. (<year>2018</year>) <volume>18</volume>:<fpage>61</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12887-018-1057-3</pub-id>, PMID: <pub-id pub-id-type="pmid">29444663</pub-id></citation>
</ref>
<ref id="ref44">
<label>44.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname> <given-names>P</given-names></name>
</person-group>. <article-title>Gender differences in cardiovascular risks of obese adolescents in the Bronx</article-title>. <source>J Clin Res Pediatr Endocrinol</source>. (<year>2010</year>) <volume>2</volume>:<fpage>67</fpage>&#x2013;<lpage>71</lpage>. doi: <pub-id pub-id-type="doi">10.4274/jcrpe.v2i2.67</pub-id>, PMID: <pub-id pub-id-type="pmid">21274341</pub-id></citation>
</ref>
<ref id="ref45">
<label>45.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grossmann</surname> <given-names>M</given-names></name>
</person-group>. <article-title>Testosterone and glucose metabolism in men: current concepts and controversies</article-title>. <source>J Endocrinol</source>. (<year>2014</year>) <volume>220</volume>:<fpage>R37</fpage>&#x2013;<lpage>55</lpage>. doi: <pub-id pub-id-type="doi">10.1530/JOE-13-0393</pub-id>, PMID: <pub-id pub-id-type="pmid">24353306</pub-id></citation>
</ref>
<ref id="ref46">
<label>46.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schorr</surname> <given-names>M</given-names></name> <name><surname>Dichtel</surname> <given-names>LE</given-names></name> <name><surname>Gerweck</surname> <given-names>AV</given-names></name> <name><surname>Valera</surname> <given-names>RD</given-names></name> <name><surname>Torriani</surname> <given-names>M</given-names></name> <name><surname>Miller</surname> <given-names>KK</given-names></name> <etal/></person-group>. <article-title>Sex differences in body composition and association with cardiometabolic risk</article-title>. <source>Biol Sex Differ</source>. (<year>2018</year>) <volume>9</volume>:<fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1186/s13293-018-0189-3</pub-id></citation>
</ref>
<ref id="ref47">
<label>47.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kaptoge</surname> <given-names>S</given-names></name> <name><surname>Pennells</surname> <given-names>L</given-names></name> <name><surname>De Bacquer</surname> <given-names>D</given-names></name> <name><surname>Cooney</surname> <given-names>MT</given-names></name> <name><surname>Kavousi</surname> <given-names>M</given-names></name> <name><surname>Stevens</surname> <given-names>G</given-names></name> <etal/></person-group>. <article-title>World Health Organization cardiovascular disease risk charts: revised models to estimate risk in 21 global regions</article-title>. <source>Lancet Glob Health</source>. (<year>2019</year>) <volume>7</volume>:<fpage>e1332</fpage>&#x2013;<lpage>45</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S2214-109X(19)30318-3</pub-id>, PMID: <pub-id pub-id-type="pmid">31488387</pub-id></citation>
</ref>
<ref id="ref48">
<label>48.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>C</given-names></name> <name><surname>Ford</surname> <given-names>ES</given-names></name> <name><surname>Mokdad</surname> <given-names>AH</given-names></name> <name><surname>Cook</surname> <given-names>S</given-names></name></person-group>. <article-title>Recent trends in waist circumference and waist-height ratio among US children and adolescents</article-title>. <source>Pediatrics</source>. (<year>2006</year>) <volume>118</volume>:<fpage>e1390</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1542/peds.2006-1062</pub-id>, PMID: <pub-id pub-id-type="pmid">17079540</pub-id></citation>
</ref>
<ref id="ref49">
<label>49.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>P&#x00E9;rez-R&#x00ED;os</surname> <given-names>M</given-names></name> <name><surname>Santiago-P&#x00E9;rez</surname> <given-names>MI</given-names></name> <name><surname>Leis</surname> <given-names>R</given-names></name> <name><surname>Mart&#x00ED;nez</surname> <given-names>A</given-names></name> <name><surname>Malvar</surname> <given-names>A</given-names></name> <name><surname>Hervada</surname> <given-names>X</given-names></name> <etal/></person-group>. <article-title>Exceso ponderal y obesidad abdominal en ni&#x00F1;os y adolescentes gallegos</article-title>. <source>An Pediatr (Engl Ed)</source>. (<year>2018</year>) <volume>89</volume>:<fpage>302</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.anpedi.2017.11.007</pub-id>, PMID: <pub-id pub-id-type="pmid">29223472</pub-id></citation>
</ref>
<ref id="ref50">
<label>50.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Emami</surname> <given-names>M</given-names></name> <name><surname>Agbaedeng</surname> <given-names>TA</given-names></name> <name><surname>Thomas</surname> <given-names>G</given-names></name> <name><surname>Middeldorp</surname> <given-names>ME</given-names></name> <name><surname>Thiyagarajah</surname> <given-names>A</given-names></name> <name><surname>Wong</surname> <given-names>CX</given-names></name> <etal/></person-group>. <article-title>Accelerated biological aging secondary to cardiometabolic risk factors is a predictor of cardiovascular mortality: a systematic review and meta-analysis</article-title>. <source>Can J Cardiol</source>. (<year>2022</year>) <volume>38</volume>:<fpage>365</fpage>&#x2013;<lpage>75</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cjca.2021.10.012</pub-id>, PMID: <pub-id pub-id-type="pmid">34822967</pub-id></citation>
</ref>
<ref id="ref51">
<label>51.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Youssef</surname> <given-names>A</given-names></name> <name><surname>Keown-Stoneman</surname> <given-names>C</given-names></name> <name><surname>Maunder</surname> <given-names>R</given-names></name> <name><surname>Wnuk</surname> <given-names>S</given-names></name> <name><surname>Wiljer</surname> <given-names>D</given-names></name> <name><surname>Mylopoulos</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Differences in physical and mental health-related quality of life outcomes 3 years after bariatric surgery: a group-based trajectory analysis</article-title>. <source>Surg Obes Relat Dis</source>. (<year>2020</year>) <volume>16</volume>:<fpage>1837</fpage>&#x2013;<lpage>49</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.soard.2020.06.014</pub-id></citation>
</ref>
<ref id="ref52">
<label>52.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Vasconcelos</surname> <given-names>HCA</given-names></name> <name><surname>Fragoso</surname> <given-names>LVC</given-names></name> <name><surname>Marinho</surname> <given-names>NBP</given-names></name> <name><surname>de Ara&#x00FA;jo</surname> <given-names>MFM</given-names></name> <name><surname>de Freitas</surname> <given-names>RWJF</given-names></name> <name><surname>Zanetti</surname> <given-names>ML</given-names></name> <etal/></person-group>. <article-title>Correlation between anthropometric indicators and sleep quality among Brazilian university students</article-title>. <source>Rev Esc Enferm</source>. (<year>2013</year>) <volume>47</volume>:<fpage>851</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1590/S0080-623420130000400012</pub-id></citation>
</ref>
<ref id="ref53">
<label>53.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cota</surname> <given-names>BC</given-names></name> <name><surname>Priore</surname> <given-names>SE</given-names></name> <name><surname>Ribeiro</surname> <given-names>SAV</given-names></name> <name><surname>Juvanhol</surname> <given-names>LL</given-names></name> <name><surname>de Faria</surname> <given-names>ER</given-names></name> <name><surname>de Faria</surname> <given-names>FR</given-names></name> <etal/></person-group>. <article-title>Cardiometabolic risk in adolescents with normal weight obesity</article-title>. <source>Eur J Clin Nutr</source>. (<year>2022</year>) <volume>76</volume>:<fpage>863</fpage>&#x2013;<lpage>70</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41430-021-01037-7</pub-id></citation>
</ref>
<ref id="ref54">
<label>54.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Correa-Rodr&#x00ED;guez</surname> <given-names>M</given-names></name> <name><surname>Gonz&#x00E1;lez-Ru&#x00ED;z</surname> <given-names>K</given-names></name> <name><surname>Rinc&#x00F3;n-Pab&#x00F3;n</surname> <given-names>D</given-names></name> <name><surname>Izquierdo</surname> <given-names>M</given-names></name> <name><surname>Garc&#x00ED;a-Hermoso</surname> <given-names>A</given-names></name> <name><surname>Agostinis-Sobrinho</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>Normal-weight obesity is associated with increased cardiometabolic risk in young adults</article-title>. <source>Nutrients</source>. (<year>2020</year>) <volume>12</volume>:<fpage>1106</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu12041106</pub-id>, PMID: <pub-id pub-id-type="pmid">32316150</pub-id></citation>
</ref>
<ref id="ref55">
<label>55.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chassiakos</surname> <given-names>YR</given-names></name> <name><surname>Radesky</surname> <given-names>J</given-names></name> <name><surname>Christakis</surname> <given-names>D</given-names></name> <name><surname>Moreno</surname> <given-names>MA</given-names></name> <name><surname>Cross</surname> <given-names>C</given-names></name> <name><surname>Hill</surname> <given-names>D</given-names></name> <etal/></person-group>. <article-title>Children and adolescents and digital media</article-title>. <source>Pediatrics</source>. (<year>2016</year>) <volume>138</volume>: <fpage>1</fpage>&#x2013;<lpage>18</lpage>. doi: <pub-id pub-id-type="doi">10.1542/peds.2016-2593</pub-id></citation>
</ref>
<ref id="ref56">
<label>56.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Burrows</surname> <given-names>R</given-names></name> <name><surname>Correa-Burrows</surname> <given-names>P</given-names></name> <name><surname>Rogan</surname> <given-names>J</given-names></name> <name><surname>Cheng</surname> <given-names>E</given-names></name> <name><surname>Blanco</surname> <given-names>E</given-names></name> <name><surname>Gahagan</surname> <given-names>S</given-names></name></person-group>. <article-title>Long-term vs. recent-onset obesity: their contribution to cardiometabolic risk in adolescence</article-title>. <source>Pediatr Res</source>. (<year>2019</year>) <volume>86</volume>:<fpage>776</fpage>&#x2013;<lpage>82</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41390-019-0543-0</pub-id>, PMID: <pub-id pub-id-type="pmid">31426054</pub-id></citation>
</ref>
<ref id="ref57">
<label>57.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Asiamah</surname> <given-names>N</given-names></name> <name><surname>Agyemang</surname> <given-names>SM</given-names></name> <name><surname>Yarfi</surname> <given-names>C</given-names></name> <name><surname>Jnr</surname> <given-names>RAM</given-names></name> <name><surname>Muhonja</surname> <given-names>F</given-names></name> <name><surname>Khan</surname> <given-names>HTA</given-names></name> <etal/></person-group>. <article-title>Associations of social networks with physical activity enjoyment among older adults: walkability as a modifier through a STROBE-compliant analysis</article-title>. <source>Int J Environ Res Public Health</source>. (<year>2023</year>) <volume>20</volume>:<fpage>3341</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph20043341</pub-id>, PMID: <pub-id pub-id-type="pmid">36834040</pub-id></citation>
</ref>
<ref id="ref58">
<label>58.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sampasa-Kanyinga</surname> <given-names>H</given-names></name> <name><surname>Chaput</surname> <given-names>JP</given-names></name> <name><surname>Hamilton</surname> <given-names>HA</given-names></name></person-group>. <article-title>Associations between the use of social networking sites and unhealthy eating behaviours and excess body weight in adolescents</article-title>. <source>Br J Nutr</source>. (<year>2015</year>) <volume>114</volume>:<fpage>1941</fpage>&#x2013;<lpage>7</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S0007114515003566</pub-id>, PMID: <pub-id pub-id-type="pmid">26400488</pub-id></citation>
</ref>
<ref id="ref59">
<label>59.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jensen</surname> <given-names>ML</given-names></name> <name><surname>Dillman Carpentier</surname> <given-names>FR</given-names></name> <name><surname>Corval&#x00E1;n</surname> <given-names>C</given-names></name> <name><surname>Popkin</surname> <given-names>BM</given-names></name> <name><surname>Evenson</surname> <given-names>KR</given-names></name> <name><surname>Adair</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Television viewing and using screens while eating: associations with dietary intake in children and adolescents</article-title>. <source>Appetite</source>. (<year>2022</year>) <volume>168</volume>:<fpage>105670</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.appet.2021.105670</pub-id></citation>
</ref>
<ref id="ref60">
<label>60.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kucharczuk</surname> <given-names>AJ</given-names></name> <name><surname>Oliver</surname> <given-names>TL</given-names></name> <name><surname>Dowdell</surname> <given-names>EB</given-names></name></person-group>. <article-title>Social media&#x2019;s influence on adolescents&#x2032; food choices: a mixed studies systematic literature review</article-title>. <source>Appetite</source>. (<year>2022</year>) <volume>168</volume>:<fpage>105765</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.appet.2021.105765</pub-id>, PMID: <pub-id pub-id-type="pmid">34687823</pub-id></citation>
</ref>
<ref id="ref61">
<label>61.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Helgad&#x00F3;ttir</surname> <given-names>B</given-names></name> <name><surname>Forsell</surname> <given-names>Y</given-names></name> <name><surname>Ekblom</surname> <given-names>&#x00D6;</given-names></name></person-group>. <article-title>Physical activity patterns of people affected by depressive and anxiety disorders as measured by accelerometers: a cross-sectional study</article-title>. <source>PLoS One</source>. (<year>2015</year>) <volume>10</volume>:<fpage>e0115894</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0115894</pub-id>, PMID: <pub-id pub-id-type="pmid">25585123</pub-id></citation>
</ref>
<ref id="ref62">
<label>62.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lenze</surname> <given-names>EJ</given-names></name> <name><surname>Mantella</surname> <given-names>RC</given-names></name> <name><surname>Shi</surname> <given-names>P</given-names></name> <name><surname>Goate</surname> <given-names>AM</given-names></name> <name><surname>Nowotny</surname> <given-names>P</given-names></name> <name><surname>Butters</surname> <given-names>MA</given-names></name> <etal/></person-group>. <article-title>Elevated cortisol in older adults with generalized anxiety disorder is reduced by treatment: a placebo-controlled evaluation of escitalopram</article-title>. <source>Am J Geriatr Psychiatr</source>. (<year>2011</year>) <volume>19</volume>:<fpage>482</fpage>&#x2013;<lpage>90</lpage>. doi: <pub-id pub-id-type="doi">10.1097/JGP.0b013e3181ec806c</pub-id>, PMID: <pub-id pub-id-type="pmid">20808146</pub-id></citation>
</ref>
<ref id="ref63">
<label>63.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aeberli</surname> <given-names>I</given-names></name> <name><surname>Gut-Knabenhans</surname> <given-names>M</given-names></name> <name><surname>Kusche-Ammann</surname> <given-names>R</given-names></name> <name><surname>Molinari</surname> <given-names>L</given-names></name> <name><surname>Zimmermann</surname> <given-names>M</given-names></name></person-group>. <article-title>Waist circumference and waist-to-height ratio percentiles in a nationally representative sample of 6-13 year old children in Switzerland</article-title>. <source>Swiss Med Wkly</source>. (<year>2011</year>) <volume>141</volume>:<fpage>1</fpage>&#x2013;<lpage>16</lpage>. doi: <pub-id pub-id-type="doi">10.4414/smw.2011.13227</pub-id></citation>
</ref>
<ref id="ref64">
<label>64.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mu&#x00F1;oz-Hernando</surname> <given-names>J</given-names></name> <name><surname>Luque</surname> <given-names>V</given-names></name> <name><surname>Ferr&#x00E9;</surname> <given-names>N</given-names></name> <name><surname>Feliu</surname> <given-names>A</given-names></name> <name><surname>Closa-Monasterolo</surname> <given-names>R</given-names></name> <name><surname>Guti&#x00E9;rrez-Marin</surname> <given-names>D</given-names></name> <etal/></person-group>. <article-title>Diagnosis accuracy of waist-to-height ratio to predict cardiometabolic risk in children with obesity</article-title>. <source>Pediatr Res</source>. (<year>2023</year>) <volume>93</volume>:<fpage>1294</fpage>&#x2013;<lpage>301</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41390-022-02223-4</pub-id>, PMID: <pub-id pub-id-type="pmid">35915238</pub-id></citation>
</ref>
<ref id="ref65">
<label>65.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roseberry</surname> <given-names>K</given-names></name> <name><surname>Le-Niculescu</surname> <given-names>H</given-names></name> <name><surname>Levey</surname> <given-names>DF</given-names></name> <name><surname>Bhagar</surname> <given-names>R</given-names></name> <name><surname>Soe</surname> <given-names>K</given-names></name> <name><surname>Rogers</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>Towards precision medicine for anxiety disorders: objective assessment, risk prediction, pharmacogenomics, and repurposed drugs</article-title>. <source>Mol Psychiatry</source>. (<year>2023</year>) <volume>28</volume>:<fpage>2894</fpage>&#x2013;<lpage>912</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41380-023-01998-0</pub-id>, PMID: <pub-id pub-id-type="pmid">36878964</pub-id></citation>
</ref>
</ref-list>
</back>
</article>