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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2025.1638283</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Blood levels of copper, manganese, selenium, and zinc are positively associated with cognitive function and academic performance in adolescents</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Rahman</surname> <given-names>Abdur</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/500010/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Rao</surname> <given-names>Muddanna</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Aldughpassi</surname> <given-names>Ahmed</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Jallad</surname> <given-names>Reem</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Shaban</surname> <given-names>Lemia</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Food Science and Nutrition, College of Life Sciences, Kuwait University</institution>, <addr-line>Kuwait City</addr-line>, <country>Kuwait</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Anatomy, Faculty of Medicine, Kuwait University</institution>, <addr-line>Kuwait City</addr-line>, <country>Kuwait</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Patrick No&#x00EB;l Pallier, Queen Mary University of London, United Kingdom</p></fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Edgardo O. Alvarez, Laboratorio de Neuropsicofarmacolog&#x00ED;a Experimental - CONICET Mendoza, Argentina</p>
<p>Mohamed Aly, Assiut University, Egypt</p></fn>
<corresp id="c001">&#x002A;Correspondence: Abdur Rahman, <email>abdurrahman.ahmad@ku.edu.kw</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1638283</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Rahman, Rao, Aldughpassi, Jallad and Shaban.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Rahman, Rao, Aldughpassi, Jallad and Shaban</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>Microminerals copper (Cu), manganese (Mn), selenium (Se), and zinc (Zn) regulate neuronal signaling and brain function. Deficiencies of these minerals are common in adolescents due to unhealthy eating habits. We investigated the association between micromineral levels and cognitive function and academic performance in a nationally representative sample of adolescents.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Adolescents (<italic>N</italic>&#x202F;=&#x202F;1,370; 11&#x2013;14&#x202F;years) were selected from public middle schools in Kuwait, using cluster random sampling. Data on various covariates were collected through a questionnaire from the subjects and their parents. Blood micromineral levels were determined using Inductively Coupled Plasma Mass Spectrometry (ICP-MS). Cognitive function was evaluated through the Raven&#x2019;s Standard Progressive Matrices test and academic performance data were taken from the school records.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Median (IQR) blood levels of microminerals (&#x03BC;g/dL) were as follows: Cu, 22.5 (15.2, 33.0); Mn, 6.0 (3.5, 10.6); Se, 34.2 (22.1, 52.5); Zn, 163.5 (118.5, 233.5). On average, SPM score was higher by 5 points in adolescents with mineral levels above the median, compared to those with levels below median (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Academic performance in adolescents with micromineral levels in Q1 was lower by an average of seven-percentage points compared to those in Q4 (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Multivariable regression analysis showed positive association (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) with both cognitive function and academic performance, whether the micromineral levels were used as continuous variable or as quartiles.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>In this cohort, blood micromineral levels are positively associated with cognitive function and academic performance. Improving micromineral status by public health intervention is strongly warranted, as academic performance during early-life education has implications on the later-life socio-economic status.</p>
</sec>
</abstract>
<kwd-group>
<kwd>microminerals</kwd>
<kwd>cognition</kwd>
<kwd>academic performance</kwd>
<kwd>adolescents</kwd>
<kwd>school children</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="76"/>
<page-count count="10"/>
<word-count count="7298"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nutrition, Psychology and Brain Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="sec95">
<title>Highlights</title>
<p>
<list list-type="bullet">
<list-item>
<p>What is already known on this topic: Microminerals play key roles in brain development and function, but adolescents generally do not meet micromineral requirements due to poor dietary habits.</p>
</list-item>
<list-item>
<p>What this study adds: As data from properly designed studies on the association between micromineral levels and cognition and academic performance is limited, this study reports a positive association between blood levels of microminerals (copper, manganese, selenium, and zinc) and cognition and academic performance based on a nationally representative sample of adolescents.</p>
</list-item>
<list-item>
<p>How this study might affect research, practice or policy: Early-life education has life-long socio-economic implications. This study calls for correcting micromineral status during adolescence by public health interventions.</p>
</list-item>
</list>
</p>
</sec>
<sec sec-type="intro" id="sec6">
<title>Introduction</title>
<p>Nutrition plays a critical role in the development and functioning of the brain during the prenatal period and infancy (<xref ref-type="bibr" rid="ref1">1</xref>), childhood and adolescence (<xref ref-type="bibr" rid="ref2">2</xref>) and adulthood (<xref ref-type="bibr" rid="ref3">3</xref>). Microminerals (also known as trace elements) include iron (Fe), iodine (I), zinc (Zn), copper (Cu), selenium (Se), and manganese (Mn). Of these, Zn is the second most abundant micromineral and is found in almost every tissue (<xref ref-type="bibr" rid="ref4">4</xref>), and is involved in several metabolic functions including brain development and cognitive function (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>). Se is another essential micromineral which functions as an antioxidant and protects cellular membranes from oxidative stress. It is a major component of several functional proteins and enzymes, most importantly, the selenoproteins which are associated with thyroid hormones activation and brain functions (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). Cu and Mn are also essential trace elements in the human body. Both function as enzymes cofactors, regulating normal metabolic functions (<xref ref-type="bibr" rid="ref9">9</xref>). Both Cu and Mn are redox-active minerals and thus can work as antioxidants providing defense against oxidative stress and free radical damage. Both low and high Cu and Mn levels are known to negatively affect the IQ and cognitive functions in humans (<xref ref-type="bibr" rid="ref10 ref11 ref12">10&#x2013;12</xref>).</p>
<p>Deficiencies of microminerals are fairly common, and low levels of these minerals have been shown to adversely affect cognition and psychological behaviors (<xref ref-type="bibr" rid="ref13">13</xref>). Micronutrient deficiencies in general are common in the Middle East, particularly in children, due to high consumption of fast foods and other unhealthy eating patterns. In Kuwait, poor nutrient intake and obesity among children are highly prevalent. However, to our knowledge, no data are available on the association of blood micromineral levels with cognitive function and academic performance in adolescents in Kuwait. We hypothesized a positive association between blood levels of microminerals (Cu, Mn, Se, and Zn) with cognitive function and academic performance in school in Kuwait. This hypothesis was tested in a nationally representative sample of adolescents.</p>
</sec>
<sec sec-type="materials|methods" id="sec7">
<title>Materials and methods</title>
<sec id="sec8">
<title>Study design and protocol</title>
<p>This cross-sectional study was based on subjects selected from public middle schools from all the six governorates in Kuwait. Ethical approval for the study was obtained from the Institutional Ethics Committee of Kuwait University (reference No. DR/EC/2338; dated 2/6/2015) and the Ministry of Health, Kuwait (2015/248; and the amended version 2022/2072). The study was conducted in accordance with the Declaration of Helsinki ethical principles for medical research involving human subjects. Written informed consent of the parents/guardian and verbal assent of the participants were obtained. Subjects were selected using a multistage cluster random sampling method with probability proportionate to size of each Governorate. Data on various covariates were collected from the parents through a self-administered questionnaire and from the adolescents using face-to-face interviews. Details of the subject selection, including exclusion and inclusion criteria, and sample size calculations have been previously published (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>).</p>
</sec>
<sec id="sec9">
<title>Cognitive function tests</title>
<p>Cognitive function was tested using the Raven&#x2019;s Standard Progressive test (SPM), as described in Rahman et al. (<xref ref-type="bibr" rid="ref15">15</xref>). We used the Arabic version of this test, which has been adapted and validated by the Ministry of Education for use in Kuwait. The test is designed to measure the observation and thinking capacities of the individuals and is based on analyzing the relationship between meaningless figures through a systematic method of reasoning. SPM is an index of a person&#x2019;s intellectual capacity irrespective of the person&#x2019;s culture, language, education, ethnicity and physical condition. Raw scores were converted into the standard and percentile scores as per the instruction manual (2008, Pearson Education Inc., London, UK).</p>
</sec>
<sec id="sec10">
<title>Academic performance</title>
<p>Data on the academic performance was extracted from the schools&#x2019; records. We obtained the score of each participant (as percentage) in mathematics, science and English in an exam conducted closest to the date of blood collection. We also recorded the overall percentage score that the students obtained in all subjects put together (Total Score). The total score included other study subjects such as physical education and Arabic literature.</p>
</sec>
<sec id="sec11">
<title>Blood collection and micromineral analyses</title>
<p>After obtaining written informed consent of the parents and verbal assent of the students, a trained pediatric nurse collected 5&#x202F;mL of venous blood from each subject. Blood samples were analyzed in a tertiary care hospital for CBC and various biochemical parameters, including glucose, iron profile, calcium, PTH and serum 25-hydroxyvitamin D. For mineral analyses, whole blood (0.5&#x202F;mL) was digested in 5&#x202F;mL of perchloric acid/nitric acid (1:5) mixture. After complete digestion of the samples, the perchloric acid/nitric acid solution was evaporated and the residue was dissolved in 5&#x202F;mL of 1% nitric acid. To avoid contamination, all glassware used were washed with nitric acid, and double-deionized water was used in all sample preparation steps. Mineral analysis was carried out by Inductively Coupled Plasma Mass Spectrometry (ICP-MS). Lyophilized whole -blood samples of known mineral content (Clin-Check- Control, Cat. #884042; Recipe, Munich, Germany) were used for quality control checks.</p>
</sec>
<sec id="sec12">
<title>Statistical analysis</title>
<p>The distribution of predictors (micromineral levels) and the outcome variables (SPM) score and school scores was evaluated using histograms and normal plots. As the data were not normally distributed and could not be normalized with transformation, data are expressed as median and interquartile range (IQR). The association between each micronutrient and cognitive function was assessed by univariable and multivariable linear regression, using the micromineral data as continuous variables as well as quartiles. Coefficients were calculated in both unadjusted as well as adjusted multivariable analysis. In the adjusted models, all the variables which were significantly associated with cognitive function (<xref ref-type="bibr" rid="ref15">15</xref>) in this cohort were entered into the final model. Median test for independent samples was used to compare the school scores and RPM scores across various quartiles of microminerals. SPSS version 26 was used for analyzing the data. A <italic>p</italic>-value of &#x003C;0.05 was used for significance.</p>
</sec>
</sec>
<sec sec-type="results" id="sec13">
<title>Results</title>
<p>Of the 1,422 students who returned the consent forms, blood samples were collected from 1,416 students. Micromineral data were available for 1,396 students, of which 681 were boys and 715 were girls. Mean (SD) age was 12.48 (0.93) years, ranging from 11 to 14 years. Socio-demographic characteristics of the study population are previously published (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). Median (IQR) blood levels of microminerals (&#x03BC;g/dL) are shown in <xref ref-type="table" rid="tab1">Table 1</xref>. Median Cu and Se levels in boys were significantly higher than girls (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), whereas Mn and Zn levels were not significantly different between boys and girls. <xref ref-type="fig" rid="fig1">Figure 1</xref> shows the distribution of SPM scores over the quartiles (Q1&#x2013;Q4) of the microminerals. As shown, SPM scores were significantly higher in Q4 compared to the lower quartiles of Cu and Mn (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). The difference in the SPM score across the quartiles of Se and Zn were marginally significant (<italic>p</italic>&#x202F;=&#x202F;0.08 for Se and 0.06 for Zn). When the SPM scores of children with micromineral levels below the median were compared with those who had micromineral levels above the median, the mean difference between the groups (in favor of the higher group) was 5.3, 5.4, 4.8, and 4.8 points (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001 for each micromineral) for Cu, Mn, Se, and Zn, respectively (<xref ref-type="fig" rid="fig2">Figure 2</xref>). <xref ref-type="table" rid="tab2">Table 2</xref> shows the association between the microminerals and the SPM scores. As shown, all the microminerals were positively associated (<italic>p</italic>-values for all minerals &#x003C;0.01) with the SPM score, whether the micromineral levels were used as continuous variable (Model 1) or as quartiles (Model 2). This positive association remained significant when the models were adjusted for confounding variables (Models 3 and 4, respectively). It is of interest to note that although the median differences across the quartiles of Se and Zn were marginally significant (<xref ref-type="fig" rid="fig1">Figure 1</xref>), after adjusting for other confounding variables (Model 4), the associations became highly significant. The coefficients (<italic>&#x03B2;</italic>) in the final adjusted model, when microminerals were used as quartiles (Model 4), were 2.03, 2.47, 1.64, and 1.88, respectively for Cu, Mn, Se, and Zn (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01 for all).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Median (IQR) blood micromineral concentrations (&#x03BC;g/dL) in adolescents.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th align="center" valign="top" colspan="4">Whole blood microminerals (&#x00B5;g/dL)</th>
</tr>
<tr>
<th/>
<th/>
<th align="center" valign="top">Cu</th>
<th align="center" valign="top">Mn</th>
<th align="center" valign="top">Se</th>
<th align="center" valign="top">Zn</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">Total</td>
<td align="left" valign="middle">Median</td>
<td align="center" valign="middle">22.5</td>
<td align="center" valign="middle">6.0</td>
<td align="center" valign="middle">34.21</td>
<td align="center" valign="middle">164</td>
</tr>
<tr>
<td align="left" valign="middle">IQR</td>
<td align="center" valign="middle">15.2, 33.0</td>
<td align="center" valign="middle">3.5, 10.6</td>
<td align="center" valign="middle">22.12, 52.49</td>
<td align="center" valign="middle">119, 234</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Boys</td>
<td align="left" valign="middle">Median</td>
<td align="center" valign="middle">24.0&#x002A;</td>
<td align="center" valign="middle">5.7</td>
<td align="center" valign="middle">37.7&#x002A;</td>
<td align="center" valign="middle">167</td>
</tr>
<tr>
<td align="left" valign="middle">IQR</td>
<td align="center" valign="middle">15.8, 32.4</td>
<td align="center" valign="middle">3.1, 11.2</td>
<td align="center" valign="middle">22.4, 52.2</td>
<td align="center" valign="middle">122, 222</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Girls</td>
<td align="left" valign="middle">Median</td>
<td align="center" valign="middle">21.3</td>
<td align="center" valign="middle">6.4</td>
<td align="center" valign="middle">31.1</td>
<td align="center" valign="middle">160</td>
</tr>
<tr>
<td align="left" valign="middle">IQR</td>
<td align="center" valign="middle">14.9, 34.4</td>
<td align="center" valign="middle">3.7, 10.0</td>
<td align="center" valign="middle">21.6, 52.9</td>
<td align="center" valign="middle">115, 253</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Significantly different from girls by median test for independent samples (<italic>p</italic> &#x003C;&#x202F;0.05). IQR, inter-quartile range.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Distribution of Raven&#x2019;s SPM score across quartiles of microminerals: Boxplot showing distribution of Raven&#x2019;s Standard Progressive Matrices (SPM) score across the quartiles of Cu, Mn, Se, and Zn. Boxes show the distribution of SPM score as median and interquartile range. Data were analyzed by independent sample Kurskal-Wallis test; Cu Quartiles (<italic>p</italic>&#x202F;=&#x202F;0.04); Mn Quartiles (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001); Se Quartiles (<italic>p</italic>&#x202F;=&#x202F;0.08); Zn Quartiles (<italic>p</italic>&#x202F;=&#x202F;0.06). Boxes marked by different superscript letters are statistically different (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). The horizontal line represents the overall median (100).</p>
</caption>
<graphic xlink:href="fnut-12-1638283-g001.tif">
<alt-text content-type="machine-generated">Four box plots comparing SPM scores across quartiles of different minerals: copper (Cu), manganese (Mn), selenium (Se), and zinc (Zn). Each plot displays data for quartiles Q1 to Q4, with scores ranging from 50 to 150. Notably, in the Cu and Mn plots, labeled differences between groups are indicated by letters &#x201C;a,&#x201D; &#x201C;b,&#x201D; &#x201C;ab,&#x201D; and &#x201C;c,&#x201D; suggesting significant variations.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Distribution of Raven&#x2019;s SPM score in low and high categories of microminerals: Boxplot showing distribution of Raven&#x2019;s Standard Progressive Matrices (SPM) score by categories (below median and above median) of Cu, Mn, Se, and Zn. Boxes show the distribution of SPM score as median and interquartile range. Data was analyzed by t-test for independent samples. The mean difference between the two categories, along with their respective t-statistic and the <italic>p</italic>-value for each mineral is shown on each plot.</p>
</caption>
<graphic xlink:href="fnut-12-1638283-g002.tif">
<alt-text content-type="machine-generated">Four box plots comparing SPM scores for elements: Copper (Cu), Manganese (Mn), Selenium (Se), and Zinc (Zn) categorized by median values. Each plot shows a mean score difference, with Cu: 5.3, Mn: 5.4, Se: 4.8, and Zn: 4.8. All P-values are less than 0.001, indicating significant differences.</alt-text>
</graphic>
</fig>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Regression analyses showing association between microminerals and SPM score in adolescents.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th align="center" valign="top" colspan="4">Whole blood microminerals</th>
</tr>
<tr>
<th>Models</th>
<th>Regression parameters</th>
<th align="center" valign="top">Cu</th>
<th align="center" valign="top">Mn</th>
<th align="center" valign="top">Se</th>
<th align="center" valign="top">Zn</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="3">Model 1</td>
<td align="left" valign="bottom">Coefficient (<italic>&#x03B2;</italic>)</td>
<td align="center" valign="bottom">0.15</td>
<td align="center" valign="bottom">0.16</td>
<td align="center" valign="bottom">0.07</td>
<td align="center" valign="bottom">0.03</td>
</tr>
<tr>
<td align="left" valign="bottom">95% CI</td>
<td align="center" valign="bottom">0.06&#x2013;0.25</td>
<td align="center" valign="bottom">0.07&#x2013;0.26</td>
<td align="center" valign="bottom">0.02&#x2013;0.13</td>
<td align="center" valign="bottom">0.02&#x2013;0.05</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>p</italic>-value</td>
<td align="center" valign="bottom">0.002</td>
<td align="center" valign="bottom">0.001</td>
<td align="center" valign="bottom">0.008</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Model 2</td>
<td align="left" valign="bottom">Coefficient (<italic>&#x03B2;</italic>)</td>
<td align="center" valign="bottom">2.18</td>
<td align="center" valign="bottom">2.69</td>
<td align="center" valign="bottom">1.89</td>
<td align="center" valign="bottom">2.61</td>
</tr>
<tr>
<td align="left" valign="bottom">95% CI</td>
<td align="center" valign="bottom">1.07&#x2013;3.29</td>
<td align="center" valign="bottom">1.58&#x2013;3.80</td>
<td align="center" valign="bottom">0.78&#x2013;3.00</td>
<td align="center" valign="bottom">1.50&#x2013;3.72</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>p</italic>-value</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Model 3</td>
<td align="left" valign="bottom">Coefficient (<italic>&#x03B2;</italic>)</td>
<td align="center" valign="bottom">0.13</td>
<td align="center" valign="bottom">0.12</td>
<td align="center" valign="bottom">0.05</td>
<td align="center" valign="bottom">0.03</td>
</tr>
<tr>
<td align="left" valign="bottom">95% CI</td>
<td align="center" valign="bottom">0.04&#x2013;0.22</td>
<td align="center" valign="bottom">0.02&#x2013;0.21</td>
<td align="center" valign="bottom">&#x2212;0.01-0.10</td>
<td align="center" valign="bottom">0.01&#x2013;0.04</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>p</italic>-value</td>
<td align="center" valign="bottom">0.007</td>
<td align="center" valign="bottom">0.019</td>
<td align="center" valign="bottom">0.083</td>
<td align="center" valign="bottom">0.001</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Model 4</td>
<td align="left" valign="bottom">Coefficient (<italic>&#x03B2;</italic>)</td>
<td align="center" valign="bottom">2.03</td>
<td align="center" valign="bottom">2.47</td>
<td align="center" valign="bottom">1.64</td>
<td align="center" valign="bottom">1.88</td>
</tr>
<tr>
<td align="left" valign="bottom">95% CI</td>
<td align="center" valign="bottom">0.92&#x2013;3.13</td>
<td align="center" valign="bottom">1.36&#x2013;3.57</td>
<td align="center" valign="bottom">0.54&#x2013;2.74</td>
<td align="center" valign="bottom">0.79&#x2013;2.97</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>p</italic>-value</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">0.003</td>
<td align="center" valign="bottom">0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CI, confidence interval.</p>
<p>Model 1: unadjusted; independent variable used as continuous variable.</p>
<p>Model 2: unadjusted; independent variable used as quartiles.</p>
<p>Model 3: independent variable used as continuous variable and model adjusted for sex, smoking in the household, school grade, father education, mother education, season of birth, soft drinks.</p>
<p>Model 4: independent variable used as quartiles and model adjusted for as in model 3.</p>
</table-wrap-foot>
</table-wrap>
<p>The association between microminerals and academic performance in mathematics is shown in <xref ref-type="table" rid="tab3">Table 3</xref>. All micromineral tested (Cu, Mn, Se, and Zn) showed positive association (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) with the percentage score in mathematics, whether the microminerals levels were used as continuous variable (Model 1) or as quartiles (Model 2). This positive association remained significant when the regression models were adjusted for confounding variables (models 3 and 5). We also tested the association between micromineral levels and academic performance in science and English and in the total score and got similar results (data not shown). <xref ref-type="fig" rid="fig3">Figure 3</xref> shows the distribution of the total score across the quartiles of microminerals. While there was no statistically significant difference between Q1 and Q2, the higher quartiles (Q3 and Q4) were significantly different from the lower quartiles (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Similarly, the distribution of the percentage score in mathematics across the quartiles of microminerals is shown in <xref ref-type="fig" rid="fig4">Figure 4</xref>. The results are largely similar to the total score. On average, there was a seven-percentage point difference in the mathematics score between the Q1 and Q4 of the microminerals.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Regression analyses showing association between microminerals and academic performance (mathematics) in adolescents.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th align="center" valign="top" colspan="4">Whole blood microminerals</th>
</tr>
<tr>
<th>Models</th>
<th>Regression parameters</th>
<th align="center" valign="top">Cu</th>
<th align="center" valign="top">Mn</th>
<th align="center" valign="top">Se</th>
<th align="center" valign="top">Zn</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="3">Model 1</td>
<td align="left" valign="bottom">Coefficient (<italic>&#x03B2;</italic>)</td>
<td align="center" valign="bottom">0.15</td>
<td align="center" valign="bottom">0.13</td>
<td align="center" valign="bottom">0.07</td>
<td align="center" valign="bottom">0.03</td>
</tr>
<tr>
<td align="left" valign="bottom">95% CI of <italic>&#x03B2;</italic></td>
<td align="center" valign="bottom">0.11, 0.20</td>
<td align="center" valign="bottom">0.09, 0.18</td>
<td align="center" valign="bottom">0.04, 0.09</td>
<td align="center" valign="bottom">0.02, 0.03</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>p</italic>-value</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Model 2</td>
<td align="left" valign="bottom">Coefficient (<italic>&#x03B2;</italic>)</td>
<td align="center" valign="bottom">1.70</td>
<td align="center" valign="bottom">2.27</td>
<td align="center" valign="bottom">1.40</td>
<td align="center" valign="bottom">1.96</td>
</tr>
<tr>
<td align="left" valign="bottom">95% CI of <italic>&#x03B2;</italic></td>
<td align="center" valign="bottom">1.20, 2.20</td>
<td align="center" valign="bottom">1.76, 2.78</td>
<td align="center" valign="bottom">0.91, 1.95</td>
<td align="center" valign="bottom">1.45, 2.48</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>p</italic>-value</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Model 3</td>
<td align="left" valign="bottom">Coefficient (<italic>&#x03B2;</italic>)</td>
<td align="center" valign="bottom">0.12</td>
<td align="center" valign="bottom">0.10</td>
<td align="center" valign="bottom">0.05</td>
<td align="center" valign="bottom">0.02</td>
</tr>
<tr>
<td align="left" valign="bottom">95% CI of <italic>&#x03B2;</italic></td>
<td align="center" valign="bottom">0.08, 0.16</td>
<td align="center" valign="bottom">0.05, 0.14</td>
<td align="center" valign="bottom">0.03, 0.08</td>
<td align="center" valign="bottom">0.01, 0.03</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>p</italic>-value</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Model 4</td>
<td align="left" valign="bottom">Coefficient (<italic>&#x03B2;</italic>)</td>
<td align="center" valign="bottom">1.40</td>
<td align="center" valign="bottom">1.60</td>
<td align="center" valign="bottom">1.00</td>
<td align="center" valign="bottom">1.50</td>
</tr>
<tr>
<td align="left" valign="bottom">95% CI of <italic>&#x03B2;</italic></td>
<td align="center" valign="bottom">0.90, 1.90</td>
<td align="center" valign="bottom">1.10, 2.10</td>
<td align="center" valign="bottom">0.60, 1.50</td>
<td align="center" valign="bottom">1.00, 2.00</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>p</italic>-value</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
<td align="center" valign="bottom">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CI, confidence interval.</p>
<p>Model 1: unadjusted; independent variable used as continuous variable.</p>
<p>Model 2: unadjusted; independent variable used as quartiles.</p>
<p>Model 3: independent variable used as continuous variable and model adjusted for sex, father education, mother education (which were positively associated with academic performance) and for someone smoking in the household and household income (which were negatively associated with academic performance).</p>
<p>Model 4: independent variable used as quartiles and model adjusted for as in model 3.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Distribution of academic performance (toral percentage score) across quartiles of microminerals: Boxplot showing distribution of total percentage score, obtained in one exam taken closest to the blood draw, across the quartiles of Cu, Mn, Se, and Zn. Data were analyzed by independent sample median test; Boxes marked by different superscript letters are statistically different (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). The horizontal line represents the overall median (83.5).</p>
</caption>
<graphic xlink:href="fnut-12-1638283-g003.tif">
<alt-text content-type="machine-generated">Four box plots display total scores as percentages across quartiles for Cu, Mn, Se, and Zn. Each plot shows median values, interquartile ranges, and outliers. Noteworthy are changes in scores from Q1 to Q4, with labeled significance levels a, b, c, and d. Each chart suggests a distinct relationship between quartile levels and scores.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Distribution of academic performance (percent score in mathematics) across quartiles of microminerals: Boxplot showing distribution of percentage score in mathematics, obtained in one exam taken closest to the blood draw, across the quartiles of Cu, Mn, Se, and Zn. Data were analyzed by independent sample median test; Boxes marked by different superscript letters are statistically different (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). The horizontal line represents the overall median (45.5).</p>
</caption>
<graphic xlink:href="fnut-12-1638283-g004.tif">
<alt-text content-type="machine-generated">Four box plots compare math scores across quartiles for the minerals copper (Cu), manganese (Mn), selenium (Se), and zinc (Zn). Each plot shows quartile distributions with a horizontal line at 40% for reference. Labels "a," "b," and "c" indicate statistical significance among quartiles within each mineral.</alt-text>
</graphic>
</fig>
</sec>
<sec sec-type="discussion" id="sec14">
<title>Discussion</title>
<p>The data presented in this study demonstrates a strong positive association between the microminerals blood levels and cognitive function, as assessed by Raven&#x2019;s Progressive Matrices, and academic performance, both in individual subjects like science and mathematics and the composite score in all subjects. On average, a seven-percentage point difference between the lower quartile (Q1) and the highest quartile (Q4) of the various microminerals tested was observed. These findings have significant public health implications, as micromineral deficiencies have been widely reported as a public health problem in various parts of the world. While this is a cross-sectional study from which a cause-and-effect relationship cannot be established, mechanistic data from the literature about microminerals and cognition make the positive association between the studied microminerals and cognitive function relevant. In the subsequent sections, we discuss the nutritional status of these minerals and the potential mechanisms by which these minerals affect cognition.</p>
<sec id="sec15">
<title>Zn and cognition</title>
<p>Zn is the predominant trace mineral in the CNS. The average Zn concentration in the brain is 10&#x202F;mg/g (wet weight), which is higher than any other tissue (<xref ref-type="bibr" rid="ref16">16</xref>). Zn plays an essential role in the CNS across the lifespan, starting from neonatal brain development through adulthood (<xref ref-type="bibr" rid="ref17">17</xref>). Zn is essential for the development of the CNS by affecting stem cell formation, cell proliferation, and differentiation during neurodevelopment (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>). Zn affects CNS development and function in several ways. These include (1) affecting neurotransmitters production, function, and release, (2) affecting the expression and function of brain metalloenzyme and proteins, and (3) affecting the transcription of various genes through Zn fingers. It also interacts with critical hormones and other cofactors that are associated with brain functions, cognition, memory, and information processing (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>). Zn is abundantly present in neurons in several brain regions, including the dentate gyrus, hippocampus, piriform cortex and amygdala (<xref ref-type="bibr" rid="ref21">21</xref>). The high concentration of Zn in the synaptic vesicles of neurons in several brain areas clearly suggests a role for Zn in synaptic functions (<xref ref-type="bibr" rid="ref22">22</xref>). Zn is released at glutamatergic synapses in response to depolarization and acts through the NMDA and GABA receptors (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). Based on its diverse functions in the CNS, it is expected that the Zn deficiency would be associated with poor cognition, especially during the CNS growth and development such as in infancy and adolescence (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref24">24</xref>). Low to severe Zn deficiency was reported in children with Autism, attention deficit hyperactivity disease, Schizophrenia, Alzheimer&#x2019;s disease, and depression (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). The positive association between Zn and cognition that we observed in this study is supported by several studies that have reported low cognitive function in Zn deficiency (epidemiological) and improvement in various aspects of cognition with Zn supplementation (experimental) in children and adolescents (<xref ref-type="bibr" rid="ref25 ref26 ref27 ref28">25&#x2013;28</xref>).</p>
</sec>
<sec id="sec16">
<title>Cu and cognition</title>
<p>The human brain contains approximately 4&#x2013;5&#x202F;mg/g wet weight Cu, mostly in the gray matter (<xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref30">30</xref>). Cu-containing enzymes in the brain are involved in neurogenesis and neurotransmission (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref32">32</xref>). A defect in Cu balance alters these enzymes&#x2019; functions and affects oxidative defense, energy production, myelination, hormone production, neurogenesis, and overall CNS metabolism, with adverse neurological manifestations (<xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>). The two most common Cu containing enzymes in the brain are dopamine-&#x03B2; monoxygenase (D&#x03B2;M) and peptidyglycine &#x03B1;-amidating monoxygenase (PAM) (<xref ref-type="bibr" rid="ref12">12</xref>). D&#x03B2;M catalyzes the final step in converting tyrosine to norepinephrine (<xref ref-type="bibr" rid="ref35">35</xref>). PAM is the only enzyme that catalyzes the &#x03B1;-amidation of peptide precursors which are involved in a variety of brain functions including neuronal proliferation, energy metabolism and neuromodulation (<xref ref-type="bibr" rid="ref36">36</xref>). Cu is found in synaptic vesicles and cleft, highlighting its role in membrane function and structure (<xref ref-type="bibr" rid="ref32">32</xref>). However, studies on the association of Cu status with cognitive functions are scarce. Cu deficiency is associated with Alzheimer&#x2019;s disease and other neurodegenerative diseases with cognitive impairment (<xref ref-type="bibr" rid="ref37">37</xref>). On the other hand, some studies have shown an association between elevated Cu levels and low cognition in children and adults (<xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref39">39</xref>).</p>
</sec>
<sec id="sec17">
<title>Mn and cognition</title>
<p>The amount of Mn in nervous tissue ranges between 1 and 2 &#x03BC;g/g dry weight (<xref ref-type="bibr" rid="ref40">40</xref>). Mn can cross the blood&#x2013;brain barrier (BBB) and blood-cerebrospinal fluid barrier (BCB) through several transporters and in different oxidation states in a tightly controlled manner (<xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref42">42</xref>). The most important enzymes related to Mn in the brain is glutamine synthetase, which accounts for 80% of brain Mn (<xref ref-type="bibr" rid="ref43">43</xref>). Glutamine synthetase regulates the levels of GABA, glutamate and glutamine at the synapse and thus synaptic excitation or inhibition (<xref ref-type="bibr" rid="ref44">44</xref>). The CNS produces a high amount of ROS, which requires antioxidants for the protection of the brain cells and function. Mn dependent superoxide dismutase (MnSOD) is a mitochondrial enzyme which protects the brain from oxidative damage. MnSOD is mostly found in cerebral neurons and to a lesser extent in glial cells (<xref ref-type="bibr" rid="ref41">41</xref>). The role of these enzymes in the brain function and integrity clearly suggests a role for Mn in the CNS. However, the data on the association between blood levels of Mn and cognition in children and adolescents are scarce. Our data presented here will add to the limited data available on this subject.</p>
</sec>
<sec id="sec18">
<title>Se and cognition</title>
<p>The human brain contains 90&#x2013;110&#x202F;ng/mg wet weight of Se (<xref ref-type="bibr" rid="ref45">45</xref>). Although, this level is lower than in other tissues like kidney and liver, brain preferentially retain Se in conditions of deficiency (<xref ref-type="bibr" rid="ref46">46</xref>). Selenoproteins are abundantly expressed in the brain (<xref ref-type="bibr" rid="ref47">47</xref>). The brain has a high level of polyunsaturated fatty acids, high oxygen demand, neurotransmitter auto-oxidation, but a modest level of antioxidants. As such, it is susceptible to high oxidative stress (<xref ref-type="bibr" rid="ref48">48</xref>). Selenoproteins function as neuroprotective antioxidants in the brain, particularly SeP and GPx (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref50">50</xref>), and inborn errors of SeP synthesis accelerate neurodegeneration and alter neuronal development (<xref ref-type="bibr" rid="ref51">51</xref>). The role of thyroid hormones in brain development and cognition is well established. Se plays a functional role in thyroid hormone synthesis, activation, and protection of the thyroid glands against oxidative damage (<xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref53">53</xref>). Thus, Se may influence cognitive performance, mood, and behavior through thyroid hormones disturbance. In several studies, Se deficiency was associated with poor cognitive performance in infants, school children and elderly (<xref ref-type="bibr" rid="ref54 ref55 ref56 ref57 ref58">54&#x2013;58</xref>). Low dietary intake of Se has also been linked to psychiatric disorders in adult women (<xref ref-type="bibr" rid="ref59">59</xref>). Se was found to be low in some neurological disease such as Parkinson&#x2019;s disease, epilepsy, dementia, and Alzheimer&#x2019;s disease, linking it with the etiology or the manifestation of these conditions. However, further studies are needed to confirm the true association between Se and the incidence of these diseases (<xref ref-type="bibr" rid="ref60">60</xref>, <xref ref-type="bibr" rid="ref61">61</xref>).</p>
</sec>
</sec>
<sec id="sec19">
<title>Micromineral status</title>
<p>Zn deficiency is a public health problem worldwide (<xref ref-type="bibr" rid="ref62">62</xref>). According to the world health organization (WHO), Food and Agriculture Organization (FAO) and International Zinc Nutrition Consultative Group (IZiNCG), 20% of the world population is at risk of developing Zn deficiency. An estimated 15&#x2013;20% of the world population does not meet their RDA for Zn (<xref ref-type="bibr" rid="ref63">63</xref>). Zn deficiency has been reported from many countries, in children, adolescents, and women of reproductive age (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref64 ref65 ref66 ref67 ref68 ref69">64&#x2013;69</xref>). Cu deficiency (based on plasma/serum Cu levels) has also been reported from several countries (<xref ref-type="bibr" rid="ref70 ref71 ref72">70&#x2013;72</xref>).</p>
<p>Limited data are available on the Cu and Zn status of Kuwaiti population. An earlier study in Kuwait on a relatively small sample size and on a rather broader age range (15&#x2013;80&#x202F;years old) reported that 36% of the general population is Cu deficient, whereas Zn deficiency was reported to be of no significant public health importance (<xref ref-type="bibr" rid="ref73">73</xref>). Although the current study is based on a nationally representative sample of adolescents in Kuwait, we are unable to report the estimates of micromineral deficiencies in this population due to the absence of local references ranges for the whole blood micromineral levels.</p>
<p>The absence of established age-specific local cutoffs makes it difficult to determine the prevalence of deficiencies of these microminerals in adolescent population in Kuwait. This is further complicated by the variations in the specimen (whether plasma, serum or whole blood) used for analysis. While the values for some minerals are quite similar in serum/plasm and whole blood, it is significantly different for others. For example, Cu levels of serum and whole blood were reported to be quite similar, whereas serum Zn levels were significantly lower than whole blood Zn levels (<xref ref-type="bibr" rid="ref74 ref75 ref76">74&#x2013;76</xref>). Despite these issues, our data reveals that Cu and Zn levels in our population are significantly lower than the blood levels of these micromineral reported in the literature across various age groups from various countries (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Median Cu level in our population was 23&#x202F;&#x03BC;g/dL compared to the reported means (median or GM) ranging from 87 to 124 &#x03BC;g/dL. Similarly, median Zn level in population was 164&#x202F;&#x03BC;g/dL, compared to the reported means (median or GM) ranging from 470 to 760 &#x03BC;g/dL. On the other hand, blood levels of Mn and Se in our study population were higher than all the studies reported (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Adolescence growth spurt which increases the requirements for these minerals due to rapid growth, inadequate dietary intake due to overall poor dietary habits, higher levels of toxic heavy metals like Pb (<xref ref-type="bibr" rid="ref14">14</xref>); and cadmium (unpublished data from this cohort) may increase the prevalence of these micromineral deficiencies.</p>
</sec>
<sec id="sec20">
<title>Strengths and limitations</title>
<p>This is the first systematically conducted study on a nationally representative sample that investigated the association between micromineral levels and cognitive function and academic performance. Another strength of this study is that we tested cognitive function using a language and culture-free test (Raven&#x2019;s SPM) to minimize the influence of language and culture. SPM is the most widely used non-verbal test of cognition in subjects with a wide age range. Furthermore, we gathered data on academic performance on several subjects individually, like science, mathematics and English, as well as the composite academic score. We used a variety of statistical tools that show the robustness of the results. In addition, the regression models were adjusted for all the confounding factors that were associated with cognitive function and academic performance in this cohort. In addition, we employed the most sensitive method of mineral estimation (ICP-MS) with strict quality control measures. A limitation of this study is that a single measure of cognition (Raven&#x2019;s SPM) was used which does not measure all cognitive abilities. In addition, dietary history and food intake were not evaluated as possible factors for micromineral status. The overall nutritional status (and dietary intake) is a known predictor of cognition, and it could be argued that the blood micromineral levels reflect the overall poor diet, which could have confounded the reported association between micromineral levels and cognitive function and academic performance. This hypothesis, however, does not seem plausible for two reasons. One, only a small proportion of the adolescents (&#x003C;2%) were underweight, the remaining population was either normal, weight, overweight or obese. As such overall undernutrition is less likely to be a confounding factor. Second, we tested the association of several blood parameters that reflect nutritional status (including Fe, hemoglobin, vitamin B<sub>12</sub>, folate and vitamin D) and none of these were associated with SPM score or academic performance.</p>
<p>In conclusion, this study highlights a very strong statistically significant positive association between micromineral levels and cognitive function and academic performance. Low cognitive function and academic performance during school age has life-long socio-economic implications. These findings have significant public health implications, as microminerals levels in adolescents are generally considered to be marginal. Further research is warranted to develop local age-specific cutoffs and to estimate the true prevalence of these micromineral deficiencies in the population.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because the project has been converted into a longitudinal cohort study. Requests to access the datasets should be directed to the corresponding author, AR.</p>
</sec>
<sec sec-type="ethics-statement" id="sec22">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Institutional Ethics Committee of Kuwait University (reference No. DR/EC/2338; dated 2/6/2015) and the Ministry of Health, Kuwait (2015/248; and the amended version 2022/2072). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec23">
<title>Author contributions</title>
<p>AR: Writing &#x2013; review &#x0026; editing, Methodology, Investigation, Supervision, Writing &#x2013; original draft, Conceptualization, Formal analysis, Resources, Data curation, Project administration, Validation. MR: Writing &#x2013; review &#x0026; editing, Data curation, Methodology, Investigation. AA: Writing &#x2013; review &#x0026; editing. RJ: Investigation, Methodology, Writing &#x2013; review &#x0026; editing, Data curation. LS: Writing &#x2013; review &#x0026; editing, Data curation.</p>
</sec>
<sec sec-type="funding-information" id="sec24">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<ack>
<p>We thank the Ministry of Education, Kuwait; the principals and the social workers in the participating schools; and the parents/guardians of the students for facilitating the study. The help of the Ministry of Education in conducting the Raven&#x2019;s test is also acknowledged. We also acknowledge Ms. Smitha Shivanandan for her excellent technical assistance, and the department of Anatomy for facilitating mineral analysis.</p>
</ack>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec26">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec27">
<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>
<sec sec-type="supplementary-material" id="sec28">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnut.2025.1638283/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnut.2025.1638283/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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