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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.2024.1510809</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>Investigating the relationship between diet quality, lifestyle and healthy eating index with severity and migraine attacks: a cross-sectional study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Feyzpour</surname> <given-names>Marziye</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Sedgi</surname> <given-names>Fatemeh Maleki</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Baghdadi</surname> <given-names>Ghazal</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Mohammadifard</surname> <given-names>Reza</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Rahimlou</surname> <given-names>Mehran</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/1087739/overview"/>
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<aff id="aff1"><sup>1</sup><institution>Department of Nutrition, School of Public Health, Zanjan University of Medical Sciences</institution>, <addr-line>Zanjan</addr-line>, <country>Iran</country></aff>
<aff id="aff2"><sup>2</sup><institution>Food and Beverages Safety Research Center, Urmia University of Medical Sciences</institution>, <addr-line>Urmia</addr-line>, <country>Iran</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Exercise Physiology, Faculty of Sports and Health Sciences, Tehran University</institution>, <addr-line>Tehran</addr-line>, <country>Iran</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Sofi G. Julien, Holy Spirit University of Kaslik, Lebanon</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Alejandro Oncina Canovas, Miguel Hern&#x00E1;ndez University of Elche, Spain</p>
<p>Samaneh Hajjarzadeh, Ahvaz Jundishapur University of Medical Sciences, Iran</p></fn>
<corresp id="c001">&#x002A;Correspondence: Mehran Rahimlou, <email>Rahimlum@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1510809</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Feyzpour, Sedgi, Baghdadi, Mohammadifard and Rahimlou.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Feyzpour, Sedgi, Baghdadi, Mohammadifard and Rahimlou</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>Migraine is a disabling neurovascular disorder often associated with comorbidities such as mental health disorders, cardiovascular diseases, and metabolic syndromes. While certain dietary triggers have been identified, the impact of overall diet quality on migraine severity and frequency is not well understood. This study aimed to evaluate the association between diet quality, lifestyle factors, and the Healthy Eating Index (HEI) with migraine severity and frequency.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>A cross-sectional study was conducted on 280 patients aged 18&#x2013;50&#x202F;years newly diagnosed with migraines. Dietary intake was assessed using a 147-item Food Frequency Questionnaire (FFQ), and diet quality was evaluated using the Lifelines Diet Score (LLDS) and HEI. Migraine-related disability and severity were assessed using the Migraine Disability Assessment (MIDAS) questionnaire and the Visual Analogue Scale (VAS), respectively. Logistic regression models were applied to examine the association between diet quality and migraine outcomes.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Higher LLDS and HEI scores were significantly associated with reduced odds of migraine-related disability. Participants in the highest LLDS tertile had an odds ratio (OR) of 0.68 (95% CI: 0.42&#x2013;0.96; <italic>p</italic>&#x202F;=&#x202F;0.02) for migraine disability. Similarly, the highest HEI tertile was associated with an OR of 0.58 (95% CI: 0.41&#x2013;0.88; <italic>p</italic>&#x202F;=&#x202F;0.025). For pain intensity, the highest tertile of LLDS showed an OR of 0.55 (95% CI: 0.38&#x2013;0.75; <italic>p</italic>&#x202F;=&#x202F;0.026), while the HEI showed an OR of 0.62 (95% CI: 0.45&#x2013;0.85; <italic>p</italic>&#x202F;=&#x202F;0.03).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Higher diet quality, as measured by LLDS and HEI scores, is inversely associated with migraine severity and frequency. These findings suggest that dietary improvements may be a viable strategy for managing migraine symptoms.</p>
</sec>
</abstract>
<kwd-group>
<kwd>migraine</kwd>
<kwd>diet quality</kwd>
<kwd>healthy eating index</kwd>
<kwd>lifestyle factors</kwd>
<kwd>migraine severity</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="10"/>
<word-count count="6858"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nutritional Epidemiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>Migraine is a debilitating neurovascular condition characterized by severe headaches, often accompanied by photophobia, phonophobia, nausea, vomiting, and heightened sensitivity to movement (<xref ref-type="bibr" rid="ref1">1</xref>). It is frequently associated with mental health conditions, including depression and anxiety, sleep disturbances, chronic fatigue, and cardiovascular risk factors such as hypertension, diabetes, hyperlipidemia, and obesity (<xref ref-type="bibr" rid="ref2">2</xref>&#x2013;<xref ref-type="bibr" rid="ref4">4</xref>). It is among the most common neurological disorders, with an estimated 14&#x2013;15% of headache sufferers receiving a diagnosis of migraine (<xref ref-type="bibr" rid="ref5">5</xref>). A recent meta-analysis found that the prevalence of migraine in the general population of Iran is 15.1% (<xref ref-type="bibr" rid="ref6">6</xref>). The economic burden is significant; a systematic review reported annual healthcare costs ranging from &#x00A3;6,443 to &#x00A3;53,446 in some countries (<xref ref-type="bibr" rid="ref7">7</xref>).</p>
<p>While the mechanisms underlying migraines remain unclear, environmental, hormonal, psychological, and dietary factors are potential contributors (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>). Certain foods, such as chocolate, caffeine, cheese, and alcoholic beverages, have been identified as common triggers (<xref ref-type="bibr" rid="ref10">10</xref>&#x2013;<xref ref-type="bibr" rid="ref12">12</xref>). Dietary components may influence migraine pathophysiology through mechanisms involving neuropeptides, receptors, ion channels, inflammation, nitric oxide release, and vasodilation (<xref ref-type="bibr" rid="ref13">13</xref>).</p>
<p>Although the evidence is limited, certain dietary interventions such as the ketogenic diet (<xref ref-type="bibr" rid="ref14">14</xref>), elimination diets, and diets rich in anti-inflammatory foods show potential as effective approaches to managing migraines (<xref ref-type="bibr" rid="ref15">15</xref>). However, individuals typically consume a variety of foods and nutrients simultaneously rather than in isolation, emphasizing the need to explore the combined effects, interactions, and cumulative impacts of diverse dietary components on migraines. Analytical methods, such as dietary pattern analysis and evaluations of overall diet quality, provide a more holistic understanding of the relationship between diet and migraines (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref16">16</xref>).</p>
<p>Recent studies have examined the relationship between diet quality or dietary diversity and migraine attacks, finding that lower diet quality or diversity is associated with a higher frequency of attacks (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>).</p>
<p>However, to date, no studies have evaluated the combined effects of the LLDS and HEI on migraine severity and frequency. This study aims to address this gap by investigating the relationship between diet quality, lifestyle factors, and HEI with the severity and frequency of migraines.</p>
</sec>
<sec sec-type="methods" id="sec6">
<title>Methods</title>
<sec id="sec7">
<title>Study setting</title>
<p>This cross-sectional study involved 280 patients, aged 18&#x2013;50&#x202F;years, who were newly diagnosed with migraines and referred to the neurology clinic at Vali-e-Asr Hospital in Zanjan, Iran, between March 2023 and July 2024.</p>
</sec>
<sec id="sec8">
<title>Study population and sample size</title>
<p>In this cross-sectional study, the population consisted of all patients aged 18 to 50&#x202F;years who visited the neurology clinic at Vali-e-Asr Hospital in Zanjan. The sample size was calculated using G&#x002A;Power software, referencing the study by Mirzababaei et al. (<xref ref-type="bibr" rid="ref18">18</xref>). Based on the variability in migraine attack frequency, a statistical power of 80%, and a type I error rate of 5%, the required sample size was estimated to be 245 participants. To account for a potential 10% dropout rate, this number was adjusted to 265 participants. Ultimately, 280 individuals were enrolled to further increase the study&#x2019;s power.</p>
<p>Eligibility criteria included being aged 18 to 50&#x202F;years, attending the neurology clinic for the first time, not adhering to any specific diet, having a confirmed migraine diagnosis by a neurologist based on the International Classification of Headache Disorders (ICHD-3) criteria, and a willingness to participate. Exclusion criteria encompassed a history of kidney, liver, pancreatic, or cardiovascular diseases; diabetes; cancer; neurovascular or vasculitis disorders as reported by the patient or documented in medical records; malnutrition [Body mass index (BMI)&#x202F;&#x003C;&#x202F;18.5]; pregnancy; menopause; or refusal to complete the questionnaire. Participants with incomplete questionnaires, changes in treatment type, lack of cooperation, or implausible caloric intakes (above 4,000&#x202F;kcal or below 600&#x202F;kcal) were also excluded.</p>
</sec>
<sec id="sec9">
<title>Sampling method</title>
<p>A flowchart illustrating the study design, including participant eligibility, recruitment, and data collection processes, is provided in <xref ref-type="fig" rid="fig1">Figure 1</xref>. Participants were recruited using convenience sampling. Three researchers stationed at the neurology clinic of Vali-e-Asr Hospital identified patients recently diagnosed with migraines. Patients who met the inclusion criteria and agreed to participate were enrolled as study subjects. After a neurologist confirmed each patient&#x2019;s migraine diagnosis based on the ICHD-3 criteria, patients were referred to the research team for further procedures. The study objectives were thoroughly explained, and informed consent was obtained from all participants. Eligible individuals, as defined by the inclusion and exclusion criteria, then underwent data collection, which included anthropometric measurements, a FFQ, a physical activity questionnaire, the MIDAS questionnaire, and the VAS.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Flowchart of participant selection and study implementation.</p></caption>
<graphic xlink:href="fnut-11-1510809-g001.tif"/>
</fig>
<p>The MIDAS questionnaire assessed the impact of migraines on participants&#x2019; daily lives over the past 3&#x202F;months. It quantifies disability by measuring the number of days migraines interfered with work, household responsibilities, and social or leisure activities. MIDAS scores are categorized into four levels: little or no disability (score 0&#x2013;5), mild disability (score 6&#x2013;10), moderate disability (score 11&#x2013;20), and severe disability (score 21 or higher). This tool provides a comprehensive evaluation of the burden of migraine-related disability, complementing the VAS&#x2019;s assessment of pain intensity (<xref ref-type="bibr" rid="ref19">19</xref>).</p>
<p>Pain intensity was measured using the VAS, a widely recognized tool for subjective pain evaluation. Participants rated their pain on a scale from 0 to 10, where 0 represented &#x2018;no pain&#x2019; and 10 indicated &#x2018;the worst possible pain.&#x2019; The VAS is straightforward to administer and provides a reliable, quantitative measure of pain intensity, suitable for tracking changes over time (<xref ref-type="bibr" rid="ref20">20</xref>).</p>
</sec>
<sec id="sec10">
<title>Data collection tools</title>
<p>Food intake data were collected using a validated 147-item FFQ, which has been confirmed by previous studies (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). Dietary intake analysis was conducted using N4 software, which converted all measurements into grams. All participants were newly diagnosed with headache conditions, and all questionnaires were completed by trained researchers. The FFQ assessed dietary intake over the past year, with participants recalling the frequency of food consumption (daily, weekly, or monthly).</p>
<p>FFQ data were analyzed to estimate dietary intake, with all measurements converted into grams using N4 software. Diet quality and HEI scores were calculated based on the FFQ data, using the USDA food composition table (<xref ref-type="bibr" rid="ref23">23</xref>) to estimate energy and nutrient intake. Physical activity was recorded using the Iranian version of the International Physical Activity Questionnaire (IPAQ) (<xref ref-type="bibr" rid="ref24">24</xref>), and anthropometric measurements were obtained from patient records.</p>
<p>The Pittsburgh Sleep Quality Index (PSQI) (<xref ref-type="bibr" rid="ref25">25</xref>) was used to assess sleep quality among participants over the previous month. The PSQI is a validated self-reported questionnaire consisting of 19 items grouped into seven components: subjective sleep quality, sleep latency, sleep duration, habitual sleep efficiency, sleep disturbances, use of sleeping medication, and daytime dysfunction. Each component is scored from 0 to 3, with higher scores indicating poorer sleep quality. The total PSQI score, calculated by summing the component scores, ranges from 0 to 21, with a score above 5 indicating poor sleep quality. Trained researchers administered the PSQI and provided clarification to participants when necessary. A total score of 6 or higher indicates inadequate sleep quality.</p>
<p>The social status score was evaluated using a structured questionnaire designed to capture key socioeconomic factors, including educational attainment, occupational status, and income level. Each dimension was assigned a specific weight based on established scoring guidelines for social stratification. Educational attainment was categorized into three levels: primary education or lower (score&#x202F;=&#x202F;1), secondary education (score&#x202F;=&#x202F;2), and higher education (score&#x202F;=&#x202F;3). Occupational status was classified as unemployed (score&#x202F;=&#x202F;1), semi-skilled or skilled labor (score&#x202F;=&#x202F;2), and professional or managerial roles (score&#x202F;=&#x202F;3). Income was stratified into three tiers based on local economic benchmarks, with lower income (score&#x202F;=&#x202F;1), middle income (score&#x202F;=&#x202F;2), and higher income (score&#x202F;=&#x202F;3). The final social status score was calculated by summing the scores from these three components, yielding a composite score ranging from 3 to 9.</p>
</sec>
<sec id="sec11">
<title>Dietary indices</title>
<p>In this study, diet quality was assessed using two primary indices: LLDS and HEI. The LLDS is a food-based dietary quality index that evaluates adherence to dietary guidelines by scoring the intake of specific food groups associated with positive health outcomes. LLDS includes the consumption of nine food groups: vegetables, fruits, whole grain products, legumes and nuts, fish, oils and soft margarines, unsweetened dairy, coffee, and tea, which have been shown to have positive effects on health, and three food groups: red and processed meat, butter and hard margarines, and sugar-sweetened beverages, which negatively affect health. Individuals&#x2019; food intake was expressed in grams per 1,000&#x202F;kcal. For each food group, intake was divided into 1 to 5 quintiles, with 5 points awarded for the highest intake and 1 point for the lowest intake of positive food groups. For negative food groups, 5 points were awarded for the lowest intake and 1 point for the highest intake. The sum of the scores from the 12 components resulted in an LLDS score ranging from 12 to 60 (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>).</p>
<p>The HEI is calculated by assessing adherence to dietary recommendations across 13 components that represent various aspects of a balanced diet. These components include nine categories for food adequacy (e.g., total fruit, whole fruit, total vegetables, greens and beans, whole grains, dairy, total protein foods, seafood and plant proteins, and fatty acids) and four categories for foods to limit (e.g., refined grains, sodium, added sugars, and saturated fats). Each component is scored based on the proportion of intake that meets or exceeds the dietary recommendations. For adequacy components, higher intakes yield higher scores, while for moderation components, lower intakes of items like added sugars and saturated fats result in higher scores. Scores for each component range from 0 to a maximum component score (typically 5 or 10 points), and the sum of all component scores provides a total HEI score, which ranges from 0 to 100. Higher total HEI scores reflect closer adherence to dietary guidelines and, therefore, a higher-quality diet (<xref ref-type="bibr" rid="ref28">28</xref>).</p>
<sec id="sec12">
<title>Data analysis method</title>
<p>Statistical analyses were performed using SPSS version 26 (IBM Corp., Armonk, NY, United States). Continuous variables were summarized as means &#x00B1; standard deviations (SD) if they followed a normal distribution, or as medians and interquartile ranges (IQR) for non-normally distributed data. Categorical variables were presented as frequencies and percentages. The Kolmogorov&#x2013;Smirnov test was used to assess the normality of continuous data.</p>
<p>Comparisons of baseline characteristics and dietary intake across tertiles of the indices (e.g., LLDS and HEI) were performed using appropriate statistical tests. For quantitative variables, one-way analysis of variance (ANOVA) was applied if the data were normally distributed. For non-normally distributed data, the Kruskal-Wallis test was used. For qualitative variables, chi-square tests or Fisher&#x2019;s exact tests were employed, as appropriate. When significant differences were identified using ANOVA, Tukey&#x2019;s <italic>post-hoc</italic> test was performed to determine pairwise differences between tertiles. To evaluate associations between diet quality indices and migraine outcomes, multivariate logistic regression models were used. Odds ratios (ORs) and 95% confidence intervals (CIs) were calculated for two primary outcomes: migraine-related disability, assessed by the MIDAS questionnaire, and migraine pain intensity, measured using the VAS. Three hierarchical models were constructed to control for potential confounders:</p>
<p>Model 1: Adjusted for total energy intake (kcal/day) and BMI. Model 2: Included additional adjustments for gender, social status score, sleep quality, and physical activity. Model 3: Further adjusted for daily water intake (glasses/day), salt consumption habits, and family history of migraines. Also, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 was considered statistically significant for all analyses. All tests were two-sided, and results were reported with exact <italic>p</italic> where possible to enhance interpretability.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec13">
<title>Results</title>
<p>The mean age of participants was 35.19&#x202F;&#x00B1;&#x202F;6.92&#x202F;years, and the mean weight was 74.55&#x202F;&#x00B1;&#x202F;16.52&#x202F;kg. None of the participants were following a specific diet. As shown in <xref ref-type="table" rid="tab1">Table 1</xref>, participants&#x2019; baseline characteristics and dietary intake varied across the tertiles of the LLDS and HEI. Additionally, the mean daily water intake among participants was 4.61&#x202F;&#x00B1;&#x202F;2.69 glasses. Most participants (54.7%) were female, and 58.87% were married. Employment status varied, with 37.15% of participants being homemakers, 27.86% self-employed, and 34.99% either employed or students. About 49.65% of participants had never smoked, while 30% were current smokers. Physical activity levels were predominantly low, with 43.92% reporting low activity, 37.5% moderate, and 18.58% high. No significant differences in age, weight, BMI, or physical activity levels were found across the tertiles of the LLDS and HEI scores (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). However, individuals in the highest tertile of both the LLDS and HEI reported significantly better sleep quality compared to those in the lowest tertile (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Overview of qualitative and quantitative variables in the study.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" colspan="2">Variable (qualitative)</th>
<th align="center" valign="top">Frequency</th>
<th align="center" valign="top">Percentage</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">Gender</td>
<td align="left" valign="top">Female</td>
<td align="center" valign="top">153</td>
<td align="center" valign="top">54.7</td>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="top">127</td>
<td align="center" valign="top">45.3</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Education level</td>
<td align="left" valign="top">High school diploma or lower</td>
<td align="center" valign="top">110</td>
<td align="center" valign="top">39.3</td>
</tr>
<tr>
<td align="left" valign="top">Associate&#x2019;s or Bachelor&#x2019;s degree</td>
<td align="center" valign="top">130</td>
<td align="center" valign="top">46.4</td>
</tr>
<tr>
<td align="left" valign="top">Master&#x2019;s or Doctorate</td>
<td align="center" valign="top">40</td>
<td align="center" valign="top">14.3</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Employment status</td>
<td align="left" valign="top">Homemaker</td>
<td align="center" valign="top">104</td>
<td align="center" valign="top">37.15</td>
</tr>
<tr>
<td align="left" valign="top">Self-employed</td>
<td align="center" valign="top">78</td>
<td align="center" valign="top">27.86</td>
</tr>
<tr>
<td align="left" valign="top">Employee or Student</td>
<td align="center" valign="top">98</td>
<td align="center" valign="top">34.99</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Marital status</td>
<td align="left" valign="top">Married</td>
<td align="center" valign="top">164</td>
<td align="center" valign="top">58.87</td>
</tr>
<tr>
<td align="left" valign="top">Single or divorced</td>
<td align="center" valign="top">116</td>
<td align="center" valign="top">29.3</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Smoking status</td>
<td align="left" valign="top">Never smoked</td>
<td align="center" valign="top">139</td>
<td align="center" valign="top">49.65</td>
</tr>
<tr>
<td align="left" valign="top">Current smoker</td>
<td align="center" valign="top">84</td>
<td align="center" valign="top">30</td>
</tr>
<tr>
<td align="left" valign="top">Former smoker</td>
<td align="center" valign="top">57</td>
<td align="center" valign="top">20.35</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Family history of migraine</td>
<td align="left" valign="top">No</td>
<td align="center" valign="top">173</td>
<td align="center" valign="top">67.8</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">107</td>
<td align="center" valign="top">38.2</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Medication use</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">129</td>
<td align="center" valign="top">46.1</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">151</td>
<td align="center" valign="top">53.9</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Preference for salty foods</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">103</td>
<td align="center" valign="top">36.78</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">177</td>
<td align="center" valign="top">63.22</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Adding salt during meals</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">163</td>
<td align="center" valign="top">58.20</td>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">117</td>
<td align="center" valign="top">41.8</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Physical activity level</td>
<td align="left" valign="top">Low</td>
<td align="center" valign="top">123</td>
<td align="center" valign="top">43.92</td>
</tr>
<tr>
<td align="left" valign="top">Moderate</td>
<td align="center" valign="top">105</td>
<td align="center" valign="top">37.5</td>
</tr>
<tr>
<td align="left" valign="top">High</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">18.58</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Variable (quantitative)</td>
<td align="center" valign="top">Mean</td>
<td align="center" valign="top">SD<xref ref-type="table-fn" rid="tfn1"><sup>1</sup></xref></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Age (years)</td>
<td align="center" valign="top">35.19</td>
<td align="center" valign="top">6.92</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Height (cm)</td>
<td align="center" valign="top">170.41</td>
<td align="center" valign="top">7.49</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Weight (kg)</td>
<td align="center" valign="top">74.55</td>
<td align="center" valign="top">16.52</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Waist circumference (cm)</td>
<td align="center" valign="top">89.48</td>
<td align="center" valign="top">14.15</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Hip circumference (cm)</td>
<td align="center" valign="top">104.25</td>
<td align="center" valign="top">12.17</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">BMI</td>
<td align="center" valign="top">27.36</td>
<td align="center" valign="top">5.69</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Waist-to-hip ratio</td>
<td align="center" valign="top">0.84</td>
<td align="center" valign="top">0.07</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Daily water consumption (glasses)</td>
<td align="center" valign="top">4.61</td>
<td align="center" valign="top">2.69</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Physical activity (MET/Min/day)</td>
<td align="center" valign="top">134.29</td>
<td align="center" valign="top">36.19</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Social status score</td>
<td align="center" valign="top">5.91</td>
<td align="center" valign="top">2.87</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1"><label>1</label><p>Standard Deviation.</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="tab2">Table 2</xref> presents the variations in baseline variables and dietary intake across the tertiles of the LLDS and HEI scores. The results show no significant differences in age, weight, BMI, or physical activity levels among the tertiles of LLDS and HEI scores (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). However, individuals in the highest tertile of both LLDS (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) and HEI (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) reported significantly better sleep quality compared to those in the lowest tertile.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Baseline quantitative variables and dietary intakes of individuals across LLDS and HEI score tertiles.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variable</th>
<th align="center" valign="top" colspan="4">LLDS score tertiles</th>
<th align="center" valign="top" colspan="4">HEI score tertiles</th>
</tr>
<tr>
<th align="center" valign="top">T1 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">T2 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">T3 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top"><italic>p</italic>&#x002A;</th>
<th align="center" valign="top">T1 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">T2 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">T3 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top"><italic>p</italic>&#x002A;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Age (years)</td>
<td align="center" valign="middle">34.28&#x202F;&#x00B1;&#x202F;7.43</td>
<td align="center" valign="middle">35.59&#x202F;&#x00B1;&#x202F;8.34</td>
<td align="center" valign="middle">34.40&#x202F;&#x00B1;&#x202F;7.60</td>
<td align="center" valign="middle">0.65</td>
<td align="center" valign="middle">34.63&#x202F;&#x00B1;&#x202F;8.49</td>
<td align="center" valign="middle">35.22&#x202F;&#x00B1;&#x202F;7.76</td>
<td align="center" valign="middle">34.31&#x202F;&#x00B1;&#x202F;8.15</td>
<td align="center" valign="middle">0.71</td>
</tr>
<tr>
<td align="left" valign="middle">Weight (kg)</td>
<td align="center" valign="middle">76.18&#x202F;&#x00B1;&#x202F;17.44</td>
<td align="center" valign="middle">74.18&#x202F;&#x00B1;&#x202F;16.37</td>
<td align="center" valign="middle">74.56&#x202F;&#x00B1;&#x202F;16.81</td>
<td align="center" valign="middle">0.52</td>
<td align="center" valign="middle">76.55&#x202F;&#x00B1;&#x202F;17.83</td>
<td align="center" valign="middle">75.19&#x202F;&#x00B1;&#x202F;16.57</td>
<td align="center" valign="middle">74.77&#x202F;&#x00B1;&#x202F;16.47</td>
<td align="center" valign="middle">0.63</td>
</tr>
<tr>
<td align="left" valign="middle">BMI</td>
<td align="center" valign="middle">27.65&#x202F;&#x00B1;&#x202F;5.73</td>
<td align="center" valign="middle">26.93&#x202F;&#x00B1;&#x202F;4.77</td>
<td align="center" valign="middle">27.18&#x202F;&#x00B1;&#x202F;5.39</td>
<td align="center" valign="middle">0.64</td>
<td align="center" valign="middle">27.70&#x202F;&#x00B1;&#x202F;5.82</td>
<td align="center" valign="middle">26.69&#x202F;&#x00B1;&#x202F;5.22</td>
<td align="center" valign="middle">27.21&#x202F;&#x00B1;&#x202F;5.31</td>
<td align="center" valign="middle">0.59</td>
</tr>
<tr>
<td align="left" valign="middle">Pittsburgh sleep quality index</td>
<td align="center" valign="middle">6.83&#x202F;&#x00B1;&#x202F;3.70</td>
<td align="center" valign="middle">5.53&#x202F;&#x00B1;&#x202F;3.35</td>
<td align="center" valign="middle">4.32&#x202F;&#x00B1;&#x202F;2.81</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">6.95&#x202F;&#x00B1;&#x202F;3.81</td>
<td align="center" valign="middle">5.18&#x202F;&#x00B1;&#x202F;3.19</td>
<td align="center" valign="middle">4.25&#x202F;&#x00B1;&#x202F;2.76</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Physical activity (MET/Min/day)</td>
<td align="center" valign="middle">132.28&#x202F;&#x00B1;&#x202F;35.73</td>
<td align="center" valign="middle">136.22&#x202F;&#x00B1;&#x202F;36.24</td>
<td align="center" valign="middle">135.64&#x202F;&#x00B1;&#x202F;33.45</td>
<td align="center" valign="middle">0.78</td>
<td align="center" valign="middle">129.25&#x202F;&#x00B1;&#x202F;31.43</td>
<td align="center" valign="middle">137.50&#x202F;&#x00B1;&#x202F;35.72</td>
<td align="center" valign="middle">134.83&#x202F;&#x00B1;&#x202F;34.60</td>
<td align="center" valign="middle">0.61</td>
</tr>
</tbody>
</table>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">T1 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">T2 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">T3 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top"><italic>p</italic>&#x002A;</th>
<th align="center" valign="top"><italic>p</italic>&#x002A;&#x002A;</th>
<th align="center" valign="top">T1 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">T2 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top">T3 Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top"><italic>p</italic>&#x002A;</th>
<th align="center" valign="top"><italic>p</italic>&#x002A;&#x002A;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Energy (kcal)</td>
<td align="center" valign="middle">2626.36&#x202F;&#x00B1;&#x202F;674.44</td>
<td align="center" valign="middle">2419.87&#x202F;&#x00B1;&#x202F;680.44</td>
<td align="center" valign="middle">2576.37&#x202F;&#x00B1;&#x202F;643.53</td>
<td align="center" valign="middle">0.17</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">2649.38&#x202F;&#x00B1;&#x202F;623.36</td>
<td align="center" valign="middle">2576.25&#x202F;&#x00B1;&#x202F;605.56</td>
<td align="center" valign="middle">2514.34&#x202F;&#x00B1;&#x202F;584.44</td>
<td align="center" valign="middle">0.12</td>
<td align="center" valign="middle">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="middle">Carbohydrate (g/day)</td>
<td align="center" valign="middle">354.46&#x202F;&#x00B1;&#x202F;119.25</td>
<td align="center" valign="middle">325.25&#x202F;&#x00B1;&#x202F;105.23</td>
<td align="center" valign="middle">339.23&#x202F;&#x00B1;&#x202F;112.41</td>
<td align="center" valign="middle">0.12</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">372.19&#x202F;&#x00B1;&#x202F;130.19</td>
<td align="center" valign="middle">354.67&#x202F;&#x00B1;&#x202F;127.44</td>
<td align="center" valign="middle">332.40&#x202F;&#x00B1;&#x202F;129.36</td>
<td align="center" valign="middle">0.07</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Protein (g/day)</td>
<td align="center" valign="middle">84.89&#x202F;&#x00B1;&#x202F;23.19</td>
<td align="center" valign="middle">79.45&#x202F;&#x00B1;&#x202F;19.32</td>
<td align="center" valign="middle">94.26&#x202F;&#x00B1;&#x202F;21.15</td>
<td align="center" valign="middle">0.04</td>
<td align="center" valign="middle">0.003</td>
<td align="center" valign="middle">77.67&#x202F;&#x00B1;&#x202F;18.43</td>
<td align="center" valign="middle">85.71&#x202F;&#x00B1;&#x202F;20.34</td>
<td align="center" valign="middle">96.71&#x202F;&#x00B1;&#x202F;23.62</td>
<td align="center" valign="middle">0.02</td>
<td align="center" valign="middle">0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Fat (g/day)</td>
<td align="center" valign="middle">109.41&#x202F;&#x00B1;&#x202F;33.28</td>
<td align="center" valign="middle">91.42&#x202F;&#x00B1;&#x202F;27.83</td>
<td align="center" valign="middle">86.43&#x202F;&#x00B1;&#x202F;23.49</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">107.57&#x202F;&#x00B1;&#x202F;34.12</td>
<td align="center" valign="middle">98.75&#x202F;&#x00B1;&#x202F;26.43</td>
<td align="center" valign="middle">89.47&#x202F;&#x00B1;&#x202F;25.52</td>
<td align="center" valign="middle">0.03</td>
<td align="center" valign="middle">0.002</td>
</tr>
<tr>
<td align="left" valign="middle">Monounsaturated fatty acids (g/day)</td>
<td align="center" valign="middle">35.19&#x202F;&#x00B1;&#x202F;12.44</td>
<td align="center" valign="middle">29.49&#x202F;&#x00B1;&#x202F;11.83</td>
<td align="center" valign="middle">27.38&#x202F;&#x00B1;&#x202F;11.32</td>
<td align="center" valign="middle">0.11</td>
<td align="center" valign="middle">0.01</td>
<td align="center" valign="middle">33.21&#x202F;&#x00B1;&#x202F;13.19</td>
<td align="center" valign="middle">30.14&#x202F;&#x00B1;&#x202F;11.56</td>
<td align="center" valign="middle">28.43&#x202F;&#x00B1;&#x202F;12.13</td>
<td align="center" valign="middle">0.16</td>
<td align="center" valign="middle">0.08</td>
</tr>
<tr>
<td align="left" valign="middle">Polyunsaturated fatty acids (g/day)</td>
<td align="center" valign="middle">22.19&#x202F;&#x00B1;&#x202F;10.26</td>
<td align="center" valign="middle">20.65&#x202F;&#x00B1;&#x202F;10.43</td>
<td align="center" valign="middle">18.57&#x202F;&#x00B1;&#x202F;9.36</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">0.18</td>
<td align="center" valign="middle">23.29&#x202F;&#x00B1;&#x202F;11.76</td>
<td align="center" valign="middle">20.83&#x202F;&#x00B1;&#x202F;11.43</td>
<td align="center" valign="middle">19.23&#x202F;&#x00B1;&#x202F;10.76</td>
<td align="center" valign="middle">0.19</td>
<td align="center" valign="middle">0.23</td>
</tr>
<tr>
<td align="left" valign="middle">Saturated fatty acids (g/day)</td>
<td align="center" valign="middle">35.42&#x202F;&#x00B1;&#x202F;14.26</td>
<td align="center" valign="middle">26.75&#x202F;&#x00B1;&#x202F;10.11</td>
<td align="center" valign="middle">23.32&#x202F;&#x00B1;&#x202F;9.83</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">36.59&#x202F;&#x00B1;&#x202F;16.27</td>
<td align="center" valign="middle">33.91&#x202F;&#x00B1;&#x202F;13.73</td>
<td align="center" valign="middle">26.47&#x202F;&#x00B1;&#x202F;10.25</td>
<td align="center" valign="middle">0.003</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Fiber (g/day)</td>
<td align="center" valign="middle">44.26&#x202F;&#x00B1;&#x202F;19.45</td>
<td align="center" valign="middle">46.19&#x202F;&#x00B1;&#x202F;21.63</td>
<td align="center" valign="middle">51.76&#x202F;&#x00B1;&#x202F;24.27</td>
<td align="center" valign="middle">0.09</td>
<td align="center" valign="middle">0.01</td>
<td align="center" valign="middle">36.15&#x202F;&#x00B1;&#x202F;18.73</td>
<td align="center" valign="middle">45.12&#x202F;&#x00B1;&#x202F;20.63</td>
<td align="center" valign="middle">53.32&#x202F;&#x00B1;&#x202F;23.44</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>P</italic>&#x002A;: Calculated by ANOVA, <italic>P</italic>&#x002A;&#x002A;: Calculated by ANCOVA after adjusting for energy intake.</p>
</table-wrap-foot>
</table-wrap>
<p>There were no significant differences in caloric intake across the LLDS (<italic>p</italic>&#x202F;=&#x202F;0.17) and HEI (<italic>p</italic>&#x202F;=&#x202F;0.12) tertiles. Regarding dietary intake, participants in the higher tertiles of LLDS and HEI had significantly higher protein and fiber intake, along with lower fat and saturated fat intake, even after adjusting for energy intake. Additionally, participants in the higher tertiles of LLDS and HEI had significantly lower intake of carbohydrates and monounsaturated fatty acids (MUFA) after adjusting for energy (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05).</p>
<p><xref ref-type="table" rid="tab3">Table 3</xref> shows the relationship between LLDS and HEI scores and MIDAS using logistic regression analysis. As shown in <xref ref-type="table" rid="tab3">Table 3</xref>, in the fully adjusted models, higher scores of LLDS and HEI were significantly associated with lower odds of migraine-related disability (OR&#x202F;=&#x202F;0.68, 95% CI&#x202F;=&#x202F;0.42&#x2013;0.96, <italic>p</italic>&#x202F;=&#x202F;0.02 for LLDS and OR&#x202F;=&#x202F;0.58, 95% CI&#x202F;=&#x202F;0.41&#x2013;0.88, <italic>p</italic>&#x202F;=&#x202F;0.025 for HEI).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>Multivariate logistic regression analysis examining the effect of LLDS and HEI on migraine-related disability.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" colspan="2">Variable</th>
<th align="left" valign="top">Odds ratio (95% CI)</th>
<th align="center" valign="top" colspan="2"><italic>p</italic></th>
<th align="center" valign="top"><italic>p-trend</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="3">LLDS</td>
<td align="left" valign="top" colspan="2">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.02</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Tertile 2</td>
<td align="center" valign="top">0.52 (0.31&#x2013;0.76)</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Tertile 3</td>
<td align="center" valign="top">0.45 (0.26&#x2013;0.69)</td>
<td align="center" valign="top">0.003</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">HEI</td>
<td align="left" valign="top" colspan="2">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.03</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Tertile 2</td>
<td align="center" valign="top">0.57 (0.40&#x2013;0.79)</td>
<td align="center" valign="top">0.004</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Tertile 3</td>
<td align="center" valign="top">0.49 (0.37&#x2013;0.72)</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">Model 1</td>
<td align="left" valign="top" rowspan="3">LLDS</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.02</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.56 (0.35&#x2013;0.79)</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.57 (0.37&#x2013;0.81)</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">HEI</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.01</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.59 (0.42&#x2013;0.81)</td>
<td align="center" valign="top">0.005</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.51 (0.38&#x2013;0.75)</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">Model 2</td>
<td align="left" valign="top" rowspan="3">LLDS</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.021</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.60 (0.38&#x2013;0.87)</td>
<td align="center" valign="top">0.004</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.65 (0.43&#x2013;0.94)</td>
<td align="center" valign="top">0.023</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">HEI</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.005</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.67 (0.45&#x2013;0.95)</td>
<td align="center" valign="top">0.035</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.54 (0.39&#x2013;0.85)</td>
<td align="center" valign="top">0.003</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">Model 3</td>
<td align="left" valign="top" rowspan="3">LLDS</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.022</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.62 (0.43&#x2013;0.88)</td>
<td align="center" valign="top">0.014</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.68 (0.42&#x2013;0.96)</td>
<td align="center" valign="top">0.02</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">HEI</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.003</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.70 (0.48&#x2013;1.09)</td>
<td align="center" valign="top">0.075</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.58 (0.41&#x2013;0.88)</td>
<td align="center" valign="top">0.025</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Model 1: Adjusted for energy intake and BMI; Model 2: Includes Model 1&#x202F;+&#x202F;gender, Social Status Score, sleep quality and physical activity; Model 3: Includes Model 1 and 2&#x202F;+&#x202F;water intake, salt consumption and presence of a family history of migraine.</p>
</table-wrap-foot>
</table-wrap>
<p>Regarding the relationship between migraine pain intensity and diet quality, <xref ref-type="table" rid="tab4">Table 4</xref> presents the association between VAS and LLDS and HEI scores. In the fully adjusted model, participants in the highest tertile of LLDS had 45% lower odds of experiencing severe migraine pain compared to those in the lowest tertile (OR&#x202F;=&#x202F;0.55, 95% CI: 0.38&#x2013;0.75, <italic>p</italic>&#x202F;=&#x202F;0.026). Similarly, those in the highest tertile of HEI exhibited a 38% reduction in the odds of severe migraine pain (OR&#x202F;=&#x202F;0.62, 95% CI: 0.45&#x2013;0.85, <italic>p</italic>&#x202F;=&#x202F;0.03).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption><p>Multivariate logistic regression analysis examining the effect of LLDS and HEI on migraine pain intensity.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" colspan="2">Variable</th>
<th align="left" valign="top" colspan="2">Odds ratio (95% CI)</th>
<th align="center" valign="top"><italic>p-trend</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="3">LLDS</td>
<td align="left" valign="top" colspan="2">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.019</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Tertile 2</td>
<td align="center" valign="top">0.59 (0.44&#x2013;0.81)</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Tertile 3</td>
<td align="center" valign="top">0.43 (0.32&#x2013;0.59)</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">HEI</td>
<td align="left" valign="top" colspan="2">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.026</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Tertile 2</td>
<td align="center" valign="top">0.62 (0.45&#x2013;0.83)</td>
<td align="center" valign="top">0.004</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Tertile 3</td>
<td align="center" valign="top">0.45 (0.32&#x2013;0.63)</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">Model 1</td>
<td align="left" valign="top" rowspan="3">LLDS</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.015</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.63 (0.45&#x2013;0.84)</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.45 (0.33&#x2013;0.62)</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">HEI</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.018</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.66 (0.45&#x2013;0.89)</td>
<td align="center" valign="top">0.016</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.48 (0.34&#x2013;0.69)</td>
<td align="center" valign="top">0.004</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">Model 2</td>
<td align="left" valign="top" rowspan="3">LLDS</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.026</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.66 (0.45&#x2013;0.89)</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.49 (0.36&#x2013;0.68)</td>
<td align="center" valign="top">0.019</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">HEI</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.039</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.74 (0.53&#x2013;1.07)</td>
<td align="center" valign="top">0.12</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.57 (0.36&#x2013;0.81)</td>
<td align="center" valign="top">0.023</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">Model 3</td>
<td align="left" valign="top" rowspan="3">LLDS</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.003</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.68 (0.46&#x2013;0.93)</td>
<td align="center" valign="top">0.017</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.55 (0.38&#x2013;0.75)</td>
<td align="center" valign="top">0.026</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">HEI</td>
<td align="left" valign="top">Tertile 1</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top" rowspan="3">0.046</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 2</td>
<td align="center" valign="top">0.78 (0.59&#x2013;1.15)</td>
<td align="center" valign="top">0.18</td>
</tr>
<tr>
<td align="left" valign="top">Tertile 3</td>
<td align="center" valign="top">0.62 (0.45&#x2013;0.85)</td>
<td align="center" valign="top">0.03</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Model 1: Adjusted for energy intake and BMI; Model 2: Includes Model 1&#x202F;+&#x202F;gender, social status score, sleep quality and physical activity; Model 3: Includes Model 1 and 2&#x202F;+&#x202F;water intake, salt consumption and presence of a family history of migraine.</p>
</table-wrap-foot>
</table-wrap>
<p>Participants in the highest tertile of LLDS and HEI scores exhibited lower odds of migraine-related disability and intensity. These findings suggest an association between diet quality and migraine outcomes, although the cross-sectional design of the study limits the ability to infer causality.</p>
</sec>
<sec sec-type="discussion" id="sec14">
<title>Discussion</title>
<p>This cross-sectional study found that higher diet quality, as measured by the LLDS and HEI, was associated with reduced severity and frequency of migraine symptoms. However, given the observational nature of the study and the relatively small sample size, these findings should be interpreted with caution. The results highlight a potential link between dietary improvements and migraine management, but they do not establish causality. Future research, including longitudinal studies and clinical trials, is necessary to confirm these associations and explore the underlying mechanisms.</p>
<p>Diet plays a crucial role in influencing health outcomes and the risk of chronic conditions, such as migraines (<xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref30">30</xref>). Numerous studies have assessed the impact of individual nutrients or combinations of dietary components on the occurrence and intensity of migraines (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref31">31</xref>&#x2013;<xref ref-type="bibr" rid="ref35">35</xref>). However, few studies have comprehensively assessed overall dietary patterns and their cumulative effects on migraine risk and management. By focusing on dietary quality as a whole, our study provides valuable insights into how a balanced and nutrient-rich diet can mitigate the debilitating effects of migraines.</p>
<p>The HEI-2015 defines high-quality diets as those that emphasize greater intake of nutrient-dense foods, including fruits, vegetables (particularly greens and beans), whole grains, dairy products, total protein sources, seafood, plant-based proteins, and healthy fatty acids (<xref ref-type="bibr" rid="ref36">36</xref>). It also emphasizes limiting the consumption of sodium, refined grains, added sugars, and saturated fats. Such a diet not only provides essential nutrients required to maintain normal neural function but may also be associated with a reduction in the severity of migraine attacks (<xref ref-type="bibr" rid="ref37">37</xref>). Similarly, the LLDS is a dietary assessment tool based on food-based principles aligned with the Dutch Dietary Guidelines (<xref ref-type="bibr" rid="ref27">27</xref>). It evaluates diet quality by assessing adherence to these guidelines, offering insights into how specific dietary patterns may reduce migraine severity and frequency.</p>
<p>Recent studies have consistently shown a significant association between poor diet quality and the prevalence of migraines (<xref ref-type="bibr" rid="ref29">29</xref>). Supporting our findings, one study demonstrated that healthy women with normal body weight had higher diet quality scores (HEI-2005) compared to those suffering from migraines (<xref ref-type="bibr" rid="ref38">38</xref>). Similarly, Bakirhan&#x2019;s research aligns with our results, revealing a negative correlation between total HEI-2015 scores and VAS scores, suggesting that better diet quality is associated with lower migraine severity (<xref ref-type="bibr" rid="ref39">39</xref>).</p>
<p>Furthermore, another study reported that individuals with migraines tend to consume more pro-inflammatory foods and exhibit lower overall diet quality compared to those without migraines (<xref ref-type="bibr" rid="ref40">40</xref>). In line with these findings, Ghoreishy et al. observed that individuals with diets high in pro-inflammatory properties had a significantly greater risk of severe headaches compared to those with diets rich in anti-inflammatory foods, which were inversely associated with the frequency and severity of migraine attacks (<xref ref-type="bibr" rid="ref41">41</xref>).</p>
<p>While the precise mechanisms underlying migraine attacks remain unclear, evidence suggests that inflammation plays a crucial role in their development (<xref ref-type="bibr" rid="ref42">42</xref>). Additionally, an imbalance between oxidants and antioxidants is believed to contribute to the pathogenesis of migraines, potentially prompting the brain to initiate a homeostatic and neuroprotective response to oxidative stress (<xref ref-type="bibr" rid="ref37">37</xref>). The association between higher diet quality and reduced migraine symptoms observed in our study may be explained by the presence of antioxidants, unsaturated fatty acids, and dietary fiber in nutrient-dense foods. These components help mitigate oxidative stress and reduce neuroinflammation, potentially preventing or alleviating migraine episodes (<xref ref-type="bibr" rid="ref39">39</xref>).</p>
<p>From an alternative perspective, it is worth noting that the HEI and LLDS share similarities with dietary patterns such as the DASH (Dietary Approaches to Stop Hypertension) and Mediterranean diets, particularly in their emphasis on fruits, vegetables, and legumes (<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref44">44</xref>). Previous studies have found that greater adherence to the DASH diet is associated with reduced headache severity and shorter headache duration per episode, highlighting the potential benefits of these dietary patterns in managing migraine symptoms (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>). Furthermore, studies have shown that the neuroprotective effects of the Mediterranean diet in preventing neurodegeneration are largely attributed to its abundance of bioactive compounds, phytochemicals, and phenolic substances (<xref ref-type="bibr" rid="ref45">45</xref>&#x2013;<xref ref-type="bibr" rid="ref48">48</xref>). These components play a critical role in mitigating inflammation and oxidative stress, which are significant contributors to the development of neurodegenerative conditions and play a key role in the severity of migraine-related disability, as measured by the MIDAS.</p>
<p>As mentioned previously, a possible underlying mechanism for the findings of our study may involve the balance between antioxidants and oxidants, which could be linked to the occurrence of migraines and headaches. Neuroinflammation can result in vasodilation and sensitization of pain-sensitive neurons, primarily through the activation of nociceptors in the trigeminal system. When the trigeminal ganglion is stimulated, it triggers the release of neuropeptides such as substance P, neurokinin, and calcitonin gene-related peptide (CGRP) (<xref ref-type="bibr" rid="ref49">49</xref>). CGRP plays a critical role in various physiological processes, including the dilation of cerebral and dural blood vessels and the release of inflammatory mediators. Elevated levels of these neuropeptides have been detected in the cerebrospinal fluid of individuals with chronic migraines (<xref ref-type="bibr" rid="ref50">50</xref>). Additionally, inflammatory markers such as interleukin (IL)-1&#x03B2;, IL-6, and tumor necrosis factor (TNF)-<italic>&#x03B1;</italic> have been observed to increase, particularly during migraine attack phases (<xref ref-type="bibr" rid="ref51">51</xref>).</p>
<p>Fruits and vegetables, rich in antioxidants, have potential therapeutic effects on migraines due to their bioactive compounds. For instance, indole-3-carbinol and sulforaphane, found in vegetables such as cabbage, broccoli, beets, parsley, spinach, and carrots, may act as CGRP antagonists, demonstrating effectiveness comparable to some medications in certain patients (<xref ref-type="bibr" rid="ref52">52</xref>). Additionally, diets high in fiber can help reduce inflammation by modulating glucose absorption rates, altering gut microbiota, and decreasing the production of inflammatory cytokines (<xref ref-type="bibr" rid="ref53">53</xref>). The fermentation of fiber by gut microbiota produces short-chain fatty acids (SCFAs), including butyrate, propionate, and acetoacetate. Among these, butyrate plays a critical role in regulating T-cell function, maintaining gut barrier integrity by enhancing the expression of tight junction proteins, and stabilizing hypoxia-inducible factor (HIF), which supports gut health and reduces toxin permeability (<xref ref-type="bibr" rid="ref54">54</xref>).</p>
<p>Magnesium also plays a significant role in migraine pathophysiology. Fruits, vegetables, and legumes are excellent sources of magnesium, a mineral often found to be deficient in the plasma and brain tissue of individuals experiencing migraines. Magnesium is essential for mitochondrial energy production and contributes to various physiological processes, including vasoconstriction, inhibition of platelet aggregation, and regulation of serotonin secretion all of which are relevant for managing migraine symptoms (<xref ref-type="bibr" rid="ref55">55</xref>).</p>
<p>This study is the first to present evidence of an association between the HEI, the LLDS, and migraine-related factors. Dietary data were collected using a validated FFQ, and participants with implausible calorie intakes (&#x003E;4,000 or&#x202F;&#x003C;&#x202F;600&#x202F;kcal) were excluded from the analysis. To ensure accuracy, interviews were conducted by three trained researchers.</p>
<p>Despite its strengths, this study has several limitations. First, its cross-sectional design precludes establishing causal relationships between diet quality and migraine outcomes. While the findings suggest associations, the temporal relationship between dietary intake and migraine symptoms cannot be determined. Second, the sample size, although sufficient for initial exploratory analyses, was relatively small and drawn from a single clinical setting. This may limit the generalizability of the findings to broader populations, particularly those with different sociodemographic or cultural backgrounds. Third, potential biases, such as recall bias, may have influenced the dietary data collected through the FFQ. Although the FFQ has been validated for the Iranian population, self-reported dietary intake is inherently prone to inaccuracies. Finally, while multivariable logistic regression models were used to adjust for confounders, the number of adjustment variables was limited. This raises the possibility of residual confounding from unmeasured variables, such as other dietary or lifestyle factors, genetic predisposition, or environmental influences. Future studies should aim to include a broader range of confounding factors and employ more robust statistical techniques to minimize bias.</p>
</sec>
<sec sec-type="conclusions" id="sec15">
<title>Conclusion</title>
<p>Based on the findings of our study and the underlying mechanisms, managing overall diet quality, rather than focusing solely on individual macronutrients or micronutrients, appears to be a promising strategy for improving the prognosis and overall condition of individuals with migraines. However, further research is needed to validate the findings of the present study.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec17">
<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="sec18">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Zanjan University of Medical Science. 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="sec19">
<title>Author contributions</title>
<p>MF: Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. FS: Data curation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. GB: Conceptualization, Investigation, Writing &#x2013; original draft. RM: Investigation, Methodology, Project administration, Writing &#x2013; review &#x0026; editing. MR: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec20">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<ack>
<p>We sincerely thank all the participants who contributed to this study.</p>
</ack>
<sec sec-type="COI-statement" id="sec21">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec16">
<title>Generative AI statement</title>
<p>The authors declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec22">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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