<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2025.1634098</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Rising trends in the burden of migraine among children and adolescents: a comprehensive analysis from 1990 to 2021 with future predictions</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Qian</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2742641/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Luo</surname>
<given-names>Rong</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2808999/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wen</surname>
<given-names>Qianhui</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2743460/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Pediatrics, West China Second University Hospital</institution>, <institution>Sichuan University</institution>, <addr-line>Chengdu, Sichuan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education</institution>, <addr-line>Chengdu, Sichuan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/462979/overview">Lanfranco Pellesi</ext-link>, University of Southern Denmark, Denmark</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2268983/overview">Carlos Quispe-Vicu&#x00F1;a</ext-link>, National University of San Marcos, Peru</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3148520/overview">Paolo Martelletti</ext-link>, University of Rome Unitelma Sapienza, Italy</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Qianhui Wen, <email>wqh102271@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1634098</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Wang, Luo and Wen.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wang, Luo and Wen</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 leading neurological disorder among children and adolescents. Its high prevalence and risk of chronic progression significantly reduce quality of life and are linked to mental health issues and learning difficulties. Despite available diagnostic standards and treatments, global challenges remain, including underdiagnosis and unequal healthcare access, especially in developing countries where health systems are unprepared for rising cases. Analyzing long-term patterns and contributing factors of pediatric migraine is crucial for improving healthcare planning and prevention strategies.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Using data from the Global Burden of Disease Study (GBD), this study analyzed migraine epidemiology in 5&#x2013;19-year-olds across 204 countries and territories during 1990&#x2013;2021. Disease burden trends were quantified through age-standardized rates (ASR) and estimated annual percentage changes (EAPC). Regions were categorized into five distinct tiers according to the Sociodemographic Index (SDI). Furthermore, a Bayesian age-period-cohort model was implemented to project disease burden trends through 2035.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>From 1990 to 2021, global migraine cases among children and adolescents increased from 165,687,027.67 to 205,729,235.09, marking a 24.17% rise, with disability-adjusted life years (DALYs) growing by 24.38%. Low-middle SDI regions bore the heaviest disease burden, reporting 65,004,285.01 cases in 2021&#x2014;triple that of high SDI regions. Females exhibited significantly higher prevalence, incidence, and DALYs than males. Trend analysis revealed declining disease burden in low-middle SDI regions but rising rates in high SDI regions. Despite projected declines in global age-standardized migraine prevalence, incidence, and DALYs by 2035, adolescents aged 15&#x2013;19 are still anticipated to face disproportionately high disease burdens.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>The burden of migraine among children and adolescents exhibits significant geographical and gender heterogeneity, necessitating targeted optimization of healthcare resource allocation. Strengthening primary care diagnostic capacity, promoting standardized treatment guidelines, and prioritizing disease prevention and control in low-income regions are critical to alleviating the global burden.</p>
</sec>
</abstract>
<kwd-group>
<kwd>global burden of disease</kwd>
<kwd>children</kwd>
<kwd>adolescents</kwd>
<kwd>epidemiology</kwd>
<kwd>disability-adjusted life years</kwd>
<kwd>trends</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="0"/>
<equation-count count="3"/>
<ref-count count="43"/>
<page-count count="11"/>
<word-count count="6778"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Children and Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Migraine is a common primary headache disorder, ranking as the second most common neurological condition globally. According to the 2021 Global Burden of Disease (GBD) data, approximately 1.16 billion individuals worldwide were living with migraine, representing 14.7% of the global population (<xref ref-type="bibr" rid="ref1">1</xref>). Its primary clinical manifestations include recurrent episodes of headache accompanied by nausea, vomiting, and sensitivity to light or sound (<xref ref-type="bibr" rid="ref2">2</xref>). Migraine can cause severe disability, with functional impairment exceeding that of many other neurological disorders, and has emerged as a substantial determinant of the global burden of disease (<xref ref-type="bibr" rid="ref3">3</xref>).</p>
<p>Despite established diagnostic criteria and treatments, migraine remains highly stigmatized and under-resourced. Furthermore, it is frequently misdiagnosed and systematically underestimated in clinical practice (<xref ref-type="bibr" rid="ref4 ref5 ref6">4&#x2013;6</xref>). Current global approaches to migraine management are suboptimal (<xref ref-type="bibr" rid="ref7">7</xref>). This challenge is compounded in developing countries by healthcare systems still primarily focused on infectious diseases and inadequately adapted for chronic conditions like migraine (<xref ref-type="bibr" rid="ref8">8</xref>).</p>
<p>Among children and adolescents, migraine accounts for the highest burden of neurological disability (<xref ref-type="bibr" rid="ref9">9</xref>). Studies indicate that the global prevalence rate among this population group reaches 11% (<xref ref-type="bibr" rid="ref10">10</xref>), with some regions reporting rates as high as 25.2% (<xref ref-type="bibr" rid="ref11">11</xref>). Clinically, migraine significantly compromises patients&#x2019; quality of life, predominantly manifesting in impairments to physical functioning, social interactions, and psychological wellbeing (<xref ref-type="bibr" rid="ref12">12</xref>). Patients exhibit increased school absenteeism (averaging 0.4 missed days per month) (<xref ref-type="bibr" rid="ref11">11</xref>), academic performance deterioration, and reduced subjective wellbeing (<xref ref-type="bibr" rid="ref13 ref14 ref15 ref16 ref17">13&#x2013;17</xref>). More concerningly, school-aged patients face higher risks of academic impairment and early dropout (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref18">18</xref>), while their prevalence of mood disorders is three times that of healthy peers (<xref ref-type="bibr" rid="ref19">19</xref>).</p>
<p>This disorder is characterized by distinct neurobiological processes, if left untreated during critical neurodevelopmental windows, the majority of pediatric cases will persist into adulthood (<xref ref-type="bibr" rid="ref20">20</xref>). Despite the prognostic benefits of early treatment, a substantial diagnostic conundrum persists in clinical practice. Nearly 40% of pediatric headache patients encounter phenotyping difficulties due to symptomatic overlap with other headache disorders, notably tension-type headache (<xref ref-type="bibr" rid="ref21">21</xref>). A UK study found that only 20% of children presenting with headaches received a definitive migraine diagnosis (<xref ref-type="bibr" rid="ref22">22</xref>), highlighting substantial gaps in current clinical recognition and management.</p>
<p>Migraine is a leading cause of disability-adjusted life years (DALYs) lost among children and adolescents globally. Despite its significant impact, a systematic epidemiological assessment specifically for this age group remains lacking. Existing evidence is often limited by geographic scope, small sample sizes, short follow-up periods, and methodological heterogeneity, which hinder reliable cross-national and temporal comparisons. To address this gap, this study analyzes data from the GBD 2021 study to assess the epidemiological burden and trends of migraine in children and adolescents from 1990 to 2021, and to project disease burden for the next decade.</p>
<p>This study aims to provide long-term trends, projections, and standardized international data on migraine in children and adolescents, thereby providing a critical evidence base for optimizing prevention efforts and targeting high-risk groups and areas.</p>
</sec>
<sec sec-type="methods" id="sec6">
<label>2</label>
<title>Methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Data source</title>
<p>The migraine data analyzed in this study were sourced from the GBD 2021 database. This database systematically integrates published scientific literature, national and regional health surveys, hospital and outpatient registry systems, and other surveillance data. Through rigorous standardization procedures and advanced statistical modeling tools (DisMod-MR 2.1), it synthesizes and analyzes these inputs to generate comprehensive epidemiological estimates. The resulting estimates cover the burden of 371 diseases and injuries across 204 countries and territories from 1990 to 2021. All data are accessible through the Global Health Data Exchange (GHDx)<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref>. For the purposes of this investigation, migraine-specific data were extracted from the GBD Results Tool using the following parameters: Cause&#x202F;=&#x202F;&#x201C;Migraine&#x201D; (GBD Level 4 cause), Age Group&#x202F;=&#x202F;&#x201C;5&#x2013;9&#x202F;years,&#x201D; &#x201C;10&#x2013;14&#x202F;years,&#x201D; &#x201C;15&#x2013;19&#x202F;years,&#x201D; Measure&#x202F;=&#x202F;[&#x201C;Prevalence,&#x201D; &#x201C;Incidence,&#x201D; &#x201C;DALYs&#x201D;], Location&#x202F;=&#x202F;[&#x201C;Global,&#x201D; &#x201C;SDI quintiles,&#x201D; &#x201C;GBD regions,&#x201D; &#x201C;Countries&#x201D;], Year&#x202F;=&#x202F;[1990&#x2013;2021].</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Disease definition</title>
<p>Within the GBD 2021 study framework, migraine is defined as a distinct entity within the headache disorders category at the fourth level of the disease hierarchy. The case definition adheres to the diagnostic criteria of the International Classification of Headache Disorders, 3rd edition (ICHD-3). During estimation, this standardized definition was applied to source data to identify migraine cases. The source data utilized International Classification of Diseases (ICD) diagnostic codes (ICD-9: 346.0&#x2013;346.9; ICD-10: G43.0-G43.919) for migraine. These ICD codes were mapped to the GBD/ICHD-3 framework for data synthesis and modeling. It is important to note that diagnostic accuracy, particularly in children and adolescents whose symptoms may differ from adults or in settings with limited specialist access, can vary and may lead to misclassification (under- or over-diagnosis) in the underlying source data.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Socio-demographic index</title>
<p>The GBD study for the year 2021 has delineated countries and territories into five stratifications of the SDI, an integrated metric for evaluating regional development based on income, educational attainment, and fertility indicators. The SDI scoring system ranges from 0 to 100, where 0 represents the lowest per capita income and educational attainment, and the highest fertility rates, while 100 signifies the highest per capita income and educational attainment, and the lowest fertility rates. The SDI categorizes nations into quintiles: low, low-middle, middle, high-middle, and high SDI.</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Statistical analysis</title>
<p>To address demographic heterogeneity in age structures and population distributions across GBD datasets, age standardization was systematically implemented to mitigate structural confounding. The ASR per 100,000 population is calculated using the following formula:</p>
<disp-formula id="E1">
<mml:math id="M1">
<mml:mi>ASR</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:msubsup>
<mml:msub>
<mml:mi>&#x03B1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>W</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:munderover>
<mml:mo movablelimits="false">&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:munderover>
<mml:mi mathvariant="italic">Wi</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x00D7;</mml:mo>
<mml:mn>10</mml:mn>
<mml:mo>,</mml:mo>
<mml:mn>000</mml:mn>
</mml:math>
</disp-formula>
<p>(&#x1D44E;&#x1D456;: the age-specific rate in i-th the age group; <inline-formula>
<mml:math id="M2">
<mml:msub>
<mml:mi>W</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:math>
</inline-formula>: the number of individuals within the same age group; N: the total number of age groups).</p>
<p>The EAPC is a key epidemiological metric for quantifying temporal trends in health indicators over specific time frames. The computation of the EAPC is predicated upon the natural logarithm of the rates, which are obtained from a regression model that has been fitted to the data, with time serving as the explanatory variable. This fitting procedure entails the transformation of the natural logarithms of the observed rates into a linear function. The computational formula is expressed as:</p>
<disp-formula id="E2">
<mml:math id="M3">
<mml:mi mathvariant="normal">y</mml:mi>
<mml:mo>=</mml:mo>
<mml:mi>&#x03B1;</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="italic">&#x03B2;x</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>&#x03B5;</mml:mi>
</mml:math>
</disp-formula>
<disp-formula id="E3">
<mml:math id="M4">
<mml:mtext>EAPC</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>&#x00D7;</mml:mo>
<mml:mo stretchy="true">(</mml:mo>
<mml:mo>exp</mml:mo>
<mml:mo stretchy="true">(</mml:mo>
<mml:mi>&#x03B2;</mml:mi>
<mml:mo stretchy="true">)</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="true">)</mml:mo>
</mml:math>
</disp-formula>
<p>(x: the year; y: the natural logarithm of the rate; &#x03B1;: the intercept; &#x03B2;: the slope; &#x03B5;: the random error term)</p>
<p>We employed the EAPC along with its 95% confidence interval (95% CI) to analyze trends. An upward trend is indicated when the lower bound of the 95% CI is positive, whereas a negative value signifies a downward trend. Should neither of these conditions be met, it is inferred that there is no statistically significant difference in the trend.</p>
<p>Bayesian age-period-cohort (BAPC) modeling was implemented to project migraine burden trends among children and adolescents from 2022 to 2035. The BAPC framework postulates that adjacent age groups, time periods, and birth cohorts experience comparable temporal influences. Within this architecture, all unknown parameters were conceptualized as stochastic variables with specified prior distributions. Specifically, vague Gaussian priors were assigned to the intercept and linear trend terms. For the random effects representing non-linear variations in age, period, and birth cohort, intrinsic conditional autoregressive priors were employed to induce smoothing across adjacent groups (<xref ref-type="bibr" rid="ref23">23</xref>). Convergence of the Markov chain Monte Carlo algorithm was assessed using the Gelman-Rubin diagnostic (potential scale reduction factor, R-hat &#x003C; 1.1 for all key parameters) and visual inspection of trace plots. Projections were generated by extrapolating the fitted age, period, and cohort effects.</p>
<p>Statistical significance was determined using a <italic>p</italic>-value threshold of less than 0.05. All statistical analyses and graphical representations were conducted using R software (version 4.3.2).</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<sec id="sec12">
<label>3.1</label>
<title>Burden of migraine at the global level</title>
<p>Global trends demonstrated a significant increase in migraine among children and adolescents. Specifically, the number of prevalent cases climbed from 165,687,027.67 (95% UI: 122,901,783.76&#x2013;215,760,523.95) in 1990 to 205,729,235.09 (95% UI: 152,945,711.93&#x2013;268,680,883.20) in 2021 (+24.17%), with the age-standardized prevalence rate (ASPR) increasing from 10,042.66 (95% UI: 7,447.84&#x2013;13,085.15) to 10,255.74 (95% UI: 7,620.86&#x2013;13,399.98) per 100,000 (EAPC&#x202F;=&#x202F;0.10, 95% CI: 0.08&#x2013;0.11) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>; <xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Trends in migraine prevalence, incidence and DALYs from 1990 to 2021. DALYs, disability-adjusted life-years.</p>
</caption>
<graphic xlink:href="fpubh-13-1634098-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Nine line graphs display data from 1990 to 2021 on the prevalence, DALYs (Disability-Adjusted Life Years), and incidence of migraine by sex and SDI (Socio-demographic Index). Each graph compares global, high, high-middle, middle, low-middle, and low SDI regions. The columns differentiate data for both sexes, females, and males. The trends for migraine prevalence, DALYs, and incidence vary across SDI categories and sexes, with distinct colors and line styles representing each SDI group.</alt-text>
</graphic>
</fig>
<p>Incident cases rose from 30,159,792.80 (95% UI: 20,388,195.20&#x2013;41,772,246.04) to 36,794,857.75 (95% UI: 24,894,466.96&#x2013;50,875,831.49) (+22%), accompanied by an elevation in the age-standardized incidence rate (ASIR) from 1,845.92 (95% UI: 1,249.97&#x2013;2,553.58) to 1,858.23 (95% UI: 1,257.53&#x2013;2,569.01) per 100,000 population (EAPC&#x202F;=&#x202F;0.06, 95% CI: 0.04&#x2013;0.08) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>; <xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<p>The total DALYs increased from 6,042,775.97 (95% UI: 395,006.19&#x2013;15,051,635.05) to 7,515,775.31 (95% UI: 484,365.23&#x2013;18,769,692.03) (+24.38%), while the age-standardized DALY rate (ASDR) escalated from 366.11 (95% UI: 23.73&#x2013;912.43) to 374.50 (95% UI: 24.02&#x2013;935.71) per 100,000 population (EAPC&#x202F;=&#x202F;0.11, 95% CI: 0.09&#x2013;0.12) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>; <xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>Burden of migraine at the SDI regional level</title>
<p>In the year 2021, the low-middle SDI region exhibited the most substantial migraine burden, with 65,004,285.01 (95% UI: 48,392,547.78&#x2013;84,971,164.86) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>) prevalent cases, 11,368,438.93 (95% UI: 7,751,647.90&#x2013;15,673,846.20) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>) incident cases, and 2,367,330.51 (95% UI: 136,646.20&#x2013;5,901,590.28) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>) DALYs&#x2014;the highest values across all SDI quintiles. In stark contrast, the high SDI region demonstrated the lowest burden [20,333,340.38 prevalent cases (95% UI: 14,980,993.54&#x2013;26,631,114.17) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>), 3,742,835.92 incident cases (95% UI: 2,479,098.88&#x2013;5,280,870.09) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>), and 732,009.88 (95% UI: 49,039.73&#x2013;1,788,214.39) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>) DALYs], representing less than one-third of the low-middle SDI burden. From 1990 to 2021, despite bearing the heaviest current burden, low-middle SDI regions experienced significant declines in ASPR, ASIR, and ASDR. Conversely, high-, high-middle-, and middle-SDI regions showed sustained increases across ASPR, ASIR, and ASDR during this period. Notably, low-SDI regions displayed divergent trends: negative development in ASPR and ASIR contrasted with paradoxical growth in ASDR (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
</sec>
<sec id="sec14">
<label>3.3</label>
<title>Burden of migraine at the GBD regional level</title>
<p>By 2021, South Asia had emerged as the region bearing the highest migraine burden among children and adolescents aged 5&#x2013;19&#x202F;years, with 59,338,336.40 prevalent cases (95% UI: 44,447,335.60&#x2013;77,409,866.19). In contrast, Oceania recorded the lowest burden at 420,794.84 prevalent cases (95% UI: 296,538.09&#x2013;573,205.39).</p>
<p>During 1990&#x2013;2021, eight regions (Andean Latin America, Central Latin America, East Asia, Eastern Sub-Saharan Africa, North Africa and Middle East, Southern Latin America, Tropical Latin America, Western Europe) demonstrated significant increases in ASPR, ASIR, and ASDR attributable to migraine (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S1&#x2013;S3</xref>). Tropical Latin America showed the most marked elevation, with EAPC values of 0.37 (95% UI: 0.20&#x2013;0.53) for ASPR, 0.32 (95% UI: 0.18&#x2013;0.46) for ASIR, and 0.39 (95% UI: 0.22&#x2013;0.56) for ASDR. Conversely, eight other regions (Caribbean, Central Asia, Central Europe, High-income Asia Pacific, South Asia, Southeast Asia, Southern Sub-Saharan Africa, Western Sub-Saharan Africa) exhibited significant declines across all three standardized metrics (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S1&#x2013;S3</xref>). The most pronounced decreases occurred in High-income Asia Pacific, showing EAPC values of &#x2212;0.07 (95% UI: &#x2212;0.08 to &#x2212;0.06) for ASPR, &#x2212;0.07 (95% UI: &#x2212;0.09 to &#x2212;0.06) for ASIR, and &#x2212;0.06 (95% UI: &#x2212;0.07 to &#x2212;0.05) for ASDR.</p>
<p>Among the 21 GBD regions, it is observed that Southeast Asia, Western Europe, High-income North America, the Caribbean, Central Latin America, Tropical Latin America, North Africa and Middle East, South Asia, and Western Sub-Saharan Africa are the nine regions wherein the metrics for ASPR, ASDR, and ASIR all surpass the global mean benchmarks in 2021 (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The associations between the SDI and migraine across 21 GBD regions. <bold>(A)</bold> SDI and ASDR; <bold>(B)</bold> SDI and ASIR; <bold>(C)</bold> SDI and ASPR. SDI, sociodemographic index; GBD, Global Burden of Disease; ASPR, age-standardized prevalence rate; ASIR, age-standardized incidence rate; ASDR, Age-standardized DALY rate.</p>
</caption>
<graphic xlink:href="fpubh-13-1634098-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Graphs A, B, and C illustrate the relationship between the Socio-demographic Index (SDI) and different health metrics across global regions. A shows Disability-Adjusted Life Years (DALYs) rate, B shows incidence rate, and C shows prevalence rate, each per 100,000 population. Data points are marked for various regions, and a central trend line with a confidence interval is displayed in each graph. Regions are color-coded and symbol-marked as indicated in the key on the right.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec15">
<label>3.4</label>
<title>Burden of migraine at the countries level</title>
<p>From 1990 to 2021, migraine prevalence among children and adolescents aged 5&#x2013;19&#x202F;years varied substantially across countries. In the year 2021, Brazil documented the highest ASPR for migraine, registering 20,220.58 cases per 100,000 population. Ethiopia reported the lowest ASPR, with a prevalence of 5,158.23 cases per 100,000 population, highlighting a marked discrepancy in the burden of migraine at the global level (<xref ref-type="fig" rid="fig3">Figure 3A</xref>). Norway showed the steepest prevalence increase (EAPC&#x202F;=&#x202F;1.2, 95% CI: 0.99&#x2013;1.51), contrasting with Thailand&#x2019;s most pronounced decline (EAPC&#x202F;=&#x202F;&#x2212;0.3, 95% CI: &#x2212;0.39 to &#x2212;0.21) (<xref ref-type="fig" rid="fig3">Figure 3B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Migraine burden in 204 countries and territories. <bold>(A)</bold> The ASPR in 2021; <bold>(B)</bold> EAPC in ASPR from 1990 to 2021. ASPR, age-standardized prevalence rate; EAPC, estimated annual percentage change.</p>
</caption>
<graphic xlink:href="fpubh-13-1634098-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Two world maps present global data on migraine. Map A illustrates prevalence, with a gradient from blue (lower prevalence) to red (higher prevalence). Map B shows Estimated Annual Percentage Change (EAPC), ranging from dark blue (negative change) to dark red (positive change). Each country is color-coded according to these scales.</alt-text>
</graphic>
</fig>
<p>For incidence, Brazil recorded the highest rate (3,267.32 per 100,000 population) in 2021, compared to Ethiopia&#x2019;s lowest rate (980.38 per 100,000 population) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1A</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5</xref>). Norway also demonstrated the fastest incidence growth (EAPC&#x202F;=&#x202F;1.03; 95% CI: 0.82&#x2013;1.24), while South Korea showed the sharpest reduction (EAPC&#x202F;=&#x202F;&#x2212;0.25; 95% CI: &#x2212;0.31 to &#x2212;0.20) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5</xref>).</p>
<p>Regarding DALYs, Brazil had the highest age-standardized rate (741.91 per 100,000 population), with Ethiopia again exhibiting the lowest burden (187.17 per 100,000 population) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2A</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>). Norway ranked first in the increase of ASDR (EAPC&#x202F;=&#x202F;1.23; 95% CI: 0.97&#x2013;1.49) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>).</p>
</sec>
<sec id="sec16">
<label>3.5</label>
<title>Age and sex patterns of migraine</title>
<p>From 1990 to 2021, a persistent gender disparity existed in ASPR of migraine among children and adolescents aged 5&#x2013;19&#x202F;years, with females consistently demonstrating higher rates than males (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Similar disparities were observed in ASIR and ASDR, where females maintained elevated ASIR and ASDR levels throughout the study period (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figures S3</xref>, <xref ref-type="supplementary-material" rid="SM1">S4</xref>). These findings reveal a gender-specific disease burden pattern in pediatric migraine epidemiology.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Comparison of the global disease burden of migraine prevalence in 5&#x2013;19 across 204 countries and territories, 1990&#x2013;2021.</p>
</caption>
<graphic xlink:href="fpubh-13-1634098-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Two world maps compare the global prevalence of migraine in 1990 and 2021 across three demographic groups: both sexes, females, and males. The maps use a color gradient where darker shades represent higher prevalence rates. This geographical distribution shows varying concentrations across different global regions. The color scale transitions from light to dark orange, corresponding to increasing case numbers.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec17">
<label>3.6</label>
<title>Decomposition analysis of migraine</title>
<p>Our decomposition analysis quantified the contributions of population aging, growth, and structural shifts to the epidemiological trajectory of migraine prevalence, incidence and DALYs across 21 GBD study regions. Population growth was the primary contributor to the global increase in migraine prevalence among 5-19-year-olds from 1990 to 2021 (<xref ref-type="fig" rid="fig5">Figure 5</xref>). Conversely, the reduced burden observed in the High-income Asia Pacific, Western Europe, Central Europe, Eastern Europe, and East Asia regions is primarily due to the effect of aging, which exerted a downward trend despite the countervailing forces of population growth and epidemiological transitions. During this period, South Asia experienced a marked rise in the total incidence, prevalence, and DALYs for migraine, largely attributable to population growth (<xref ref-type="fig" rid="fig5">Figure 5</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figures S5, S6</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Decomposition analysis of changes in migraine prevalence across 21 GBD regions, 1990&#x2013;2021. SDI, sociodemographic index; GBD, Global Burden of Disease.</p>
</caption>
<graphic xlink:href="fpubh-13-1634098-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Bar chart showing disease prevalence by region, displayed in colored segments representing aging (red), epidemiological change (blue), and population growth (green). Global, East Asia, and South Asia have the highest prevalence. Data varies widely across regions, with the highest concentration of prevalence in population growth across regions. Black dots indicate data points for combined prevalence factors.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec18">
<label>3.7</label>
<title>Future burden of migraine</title>
<p>We predict that by 2035, the global prevalence trend of migraine among children and adolescents aged 5&#x2013;19&#x202F;years will decline (<xref ref-type="fig" rid="fig6">Figure 6</xref>), with an estimated 10,004.20 cases per 100,000 population (95% UI: 8,862.31&#x2013;11,146.09). Among the three age groups of 5&#x2013;9&#x202F;years, 10&#x2013;14&#x202F;years, and 15&#x2013;19&#x202F;years, the 15&#x2013;19&#x202F;years age group is expected to maintain the highest prevalence by 2035, with a projected 16,902.06 cases per 100,000 population globally (95% UI: 15,656.98&#x2013;18,147.16). The predicted trend for the incidence rate in 2035 also shows a considerable decline, with an estimated 1,785.62 cases per 100,000 population (95% UI: 1,504.60&#x2013;2,066.64). The 10&#x2013;14&#x202F;years age group is expected to have the highest incidence rate among the three age groups in 2035, with a projected 2,276.99 cases per 100,000 population (95% UI: 1,919.84&#x2013;2,634.14) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S7</xref>). Regarding the ASDR, a slight decrease is also anticipated by 2035, with an estimated 366.83 cases per 100,000 population (95% UI: 325.29&#x2013;408.38). The 15&#x2013;19&#x202F;years age group is projected to maintain the highest DALY rate by 2035, with a global estimate of 632.27 cases per 100,000 population (95% UI: 561.02&#x2013;703.52) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S8</xref>). Overall, by 2035, the ASPR, ASIR, and ASDR for migraine among children and adolescents aged 5&#x2013;19&#x202F;years are all predicted to be lower than those in 2021.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Future forecasts of migraine prevalence from 2021 to 2035. <bold>(A)</bold> GBD-based projections of 5&#x2013;19&#x202F;year-olds; <bold>(B)</bold> GBD-based projections at all age stages. GBD, Global Burden of Disease.</p>
</caption>
<graphic xlink:href="fpubh-13-1634098-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Panel A shows the age-standardized rate per 100,000 population from 1990 to 2035, with projections from 2021 onward, featuring a central trend line and prediction intervals depicted in shades of blue. Panel B displays similar trends for the age groups 5-9, 10-14, and 15-19 years, each with its own rate per 100,000 axis and includes projections beyond 2021.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec19">
<label>4</label>
<title>Discussion</title>
<p>Utilizing GBD 2021 data, this study examines the evolving global burden of migraine among individuals aged 5&#x2013;19&#x202F;years from 1990 to 2021. We observed substantial increases in prevalence, incidence, and DALYs during this period. Additionally, we project migraine burden for this demographic over the next 15 years, offering evidence to guide healthcare policy and resource allocation.</p>
<p>Our epidemiological analysis revealed a significant increase in the global migraine burden among individuals aged 5&#x2013;19&#x202F;years. This upward trend may be associated with multiple contributing factors, including shifts in daily routines, disrupted sleep patterns, increased digital device usage, and psychosocial stressors (<xref ref-type="bibr" rid="ref24">24</xref>). Environmental factors&#x2014;such as exposure to intense artificial light, noise pollution, elevated temperatures, and airborne irritants&#x2014;are additional factors potentially linked to migraine burden (<xref ref-type="bibr" rid="ref24">24</xref>). In specific regions, notably Tropical Latin America and East Asia, migraine burden increased more markedly. Rapid industrialization and urbanization have amplified individual stress, altered lifestyles, and degraded ambient air quality. Additionally, inadequate healthcare resources in these regions may contribute to variations in standardized diagnosis and treatment (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref26">26</xref>). Inconsistent implementation of medical standards and suboptimal medication management further compromise therapeutic efficacy (<xref ref-type="bibr" rid="ref27">27</xref>). Collectively, these factors are linked to migraine&#x2019;s population health burden.</p>
<p>Consistent with the analysis of GBD data from other age groups, a significant discrepancy in the burden of migraine between females and males is observed, with females exhibiting a notably higher prevalence of migraine compared to males (<xref ref-type="bibr" rid="ref28">28</xref>). Studies have indicated that among adolescents, the prevalence of migraine in girls increases from 4.6 to 9.8% by the age of 17, whereas the prevalence in boys remains relatively stable at around 4% (<xref ref-type="bibr" rid="ref29">29</xref>). The overall odds ratio for susceptibility to migraine in adolescent females is 1.53 (<xref ref-type="bibr" rid="ref14">14</xref>). Simultaneously, females with migraine present with a more profound clinical phenotype, characterized by more intense migraine symptoms, a higher level of disability related to migraine, and a greater burden of comorbidities, which intensifies with advancing age (<xref ref-type="bibr" rid="ref30">30</xref>). This outcome may be correlated with the endocrine profile, specifically the estradiol levels, which are pivotal in the increased incidence of migraine among the female population (<xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref32">32</xref>).</p>
<p>We found that low-middle SDI regions bore the heaviest burden of migraine, while the burden in high SDI regions was relatively lightest. The reasons for this disparity are likely multifactorial and complex. Factors potentially associated with lower burden in high-SDI settings include more developed healthcare infrastructure and greater disease awareness, although the current findings can only explain part of the observed variations. Future population-based validation studies in underrepresented regions are still needed to provide a more objective assessment of the differential burden of the disease and to elucidate the complex interplay of factors contributing to these regional differences.</p>
<p>Our findings demonstrate geographic variations in pediatric migraine incidence across nations, potentially linked to multidimensional interactions among biological, psychosocial, and cultural factors (<xref ref-type="bibr" rid="ref33">33</xref>). However, critical limitations in data quality must be acknowledged when interpreting these disparities, particularly in low-resource settings. For instance, in Brazil, despite nationwide deployment of community health programs, the persistently high recorded migraine prevalence is observed alongside relatively advanced diagnostic capacity compared to neighboring regions (<xref ref-type="bibr" rid="ref34">34</xref>). This suggests the observed prevalence may encompass both substantial true disease burden and potentially higher levels of case ascertainment. Conversely, Ethiopia&#x2019;s lower recorded incidence coincides with constrained healthcare access, a known contributor to underdiagnosis, suggesting the true risk may be higher than recorded (<xref ref-type="bibr" rid="ref35">35</xref>).</p>
<p>The rapid rise reported in Norway and Singapore warrants caution. While it could indicate true epidemiological growth, it may also be associated with factors characteristic of these high-income settings&#x2014;such as enhanced disease awareness, greater availability of specialists, or systematic headache registries potentially enhancing detection. These factors might influence the magnitude of observed trends. Additionally, studies indicate an association between regional haze in Southeast Asia and elevated migraine incidence in Singapore (<xref ref-type="bibr" rid="ref36">36</xref>). In contrast, South Korea&#x2019;s decline in observed migraine prevalence was observed concurrently with healthcare system optimization, notably nationwide education programs designed to improve recognition and promote the dissemination of standardized, guideline-based treatments (<xref ref-type="bibr" rid="ref37">37</xref>). Cross-regional comparisons must still account for confounding factors like variations in healthcare access, inconsistent diagnostic criteria application, and cultural influences on symptom reporting.</p>
<p>Current evidence supports initiating migraine management in primary care. European data indicate that adequately resourced primary healthcare systems address most patient needs (<xref ref-type="bibr" rid="ref38">38</xref>). Given insufficient disease awareness, equipping general practitioners with robust diagnostic skills is essential, as even foundational training significantly improves clinical capability (<xref ref-type="bibr" rid="ref39">39</xref>). While primary care typically suffices for most cases, complex presentations necessitate specialist referral. However, specialist access remains limited even in high-income settings (<xref ref-type="bibr" rid="ref40">40</xref>, <xref ref-type="bibr" rid="ref41">41</xref>). Therefore, joint strengthening of both care tiers is critical for comprehensive management. Stepped-care models must prioritize standardized medication protocols (preventing medication-overuse headache), evidence-based non-pharmacological therapies, and identification of comorbidities and risk factors in special populations (<xref ref-type="bibr" rid="ref42">42</xref>).</p>
<p>Our epidemiological projections indicate a predicted decline in the migraine incidence burden among children and adolescents aged 5&#x2013;19&#x202F;years by 2035. However, the disease burden of migraine within this population is anticipated to remain at a substantial level. This persistent burden underscores the imperative of establishing an international multi-center collaborative mechanism. Such a mechanism is essential to validate the cost-effectiveness of diverse intervention strategies, particularly assessing the feasibility of implementing tiered healthcare systems in resource-limited settings (<xref ref-type="bibr" rid="ref43">43</xref>). Concurrently, it is imperative to strengthen the standardization of global disease surveillance systems to mitigate data bias arising from discrepancies in diagnostic criteria and reporting frameworks.</p>
<p>While our study provides critical insights into pediatric migraine epidemiology, several limitations should be acknowledged. A key limitation arises from the diagnostic framework&#x2019;s reliance on Level IV migraine classification rather than broader Level III headache disorders, an approach prone to diagnostic inaccuracies including misclassification and underascertainment that may systematically deflate burden estimates. Further constraints stem from heterogeneous data quality across nations, where suboptimal disease surveillance infrastructure in certain regions introduces non-random missingness patterns that complicate epidemiological extrapolation. Of particular concern are cross-cultural disparities in symptom recognition and healthcare-seeking behaviors, factors that may distort comparative analyses through differential case ascertainment.</p>
<p>Nonetheless, this study provides critical insights into the evolving burden of pediatric migraine, paving the way for targeted policies and clinical improvements. To translate these findings into action, we recommend a dual focus: standardizing diagnostic criteria globally to ensure consistent care, and advancing integrated, multidisciplinary treatment models for personalized precision medicine. These parallel advancements are essential to alleviate patient suffering and reduce the societal burden of migraine.</p>
</sec>
<sec sec-type="conclusions" id="sec20">
<label>5</label>
<title>Conclusion</title>
<p>Global pediatric migraine burden exhibits marked geographical and gender disparities, with adolescents in low-resource settings and females disproportionately affected. While ASRs are projected to decline, persistently high risks among older adolescents and widening gaps in urbanizing regions underscore the urgency to integrate migraine management into health system reforms. Addressing systemic inequities requires prioritized diagnostic capacity in underserved areas, gender-responsive interventions, and collaborative strategies to align care with local epidemiological trends, ultimately reducing long-term disability and safeguarding youth development.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec22">
<title>Ethics statement</title>
<p>For the GBD studies, the Institutional Review Board at the University of Washington reviewed and approved a waiver of informed consent. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec23">
<title>Author contributions</title>
<p>QWa: Writing &#x2013; original draft. RL: Writing &#x2013; review &#x0026; editing. QWe: Writing &#x2013; review &#x0026; editing, Supervision.</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 greatly appreciate the essential data provided by the Global Burden of Disease Study and the Institute for Health Metrics and Evaluation, which were crucial for the rigorous conduct of this research. We also thank Jingding Medical Tech for their support.</p>
</ack>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>The authors declare that the study was performed without any commercial or financial associations that might be perceived 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>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</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/fpubh.2025.1634098/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpubh.2025.1634098/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.jpeg" id="SM1" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure S1</label>
<caption>
<p>Migraine burden in 204 countries and territories. <bold>(A)</bold> The ASIR in 2021; <bold>(B)</bold> EAPC in ASIR from 1990 to 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_2.jpeg" id="SM2" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure S2</label>
<caption>
<p>Migraine burden in 204 countries and territories. <bold>(A)</bold> The ASDR in 2021; <bold>(B)</bold> EAPC in ASDR from 1990 to 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_3.jpeg" id="SM3" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure S3</label>
<caption>
<p>Comparison of the global disease burden of migraine incidence in 5-19 across 204 countries and territories, 1990-2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_4.jpeg" id="SM4" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure S4</label>
<caption>
<p>Comparison of the global disease burden of migraine DALYs in 5-19 across 204 countries and territories, 1990-2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_5.jpeg" id="SM5" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure S5</label>
<caption>
<p>Decomposition analysis of changes in migraine incidence across 21 GBD regions, 1990&#x2013; 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_6.jpeg" id="SM6" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure S6</label>
<caption>
<p>Decomposition analysis of changes in migraine DALYs across 21 GBD regions, 1990&#x2013; 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_7.jpeg" id="SM7" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure S7</label>
<caption>
<p>Future forecasts of migraine incidence from 2021 to 2035. <bold>(A)</bold> GBD-based projections of 5-19 year-olds; <bold>(B)</bold> GBD-based projections at all age stages.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_8.JPEG" id="SM8" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure S8</label>
<caption>
<p>Future forecasts of migraine DALYs from 2021 to 2035. <bold>(A)</bold> GBD-based projections of 5-19 year-olds; <bold>(B)</bold> GBD-based projections at all age stages.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_1.docx" id="SM9" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary table S1</label>
<caption>
<p>Prevalence of migraine in children and adolescents aged 5 to 19 years in 1990 and 2021 at global and regional levels, with EAPCs from 1990 to 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_2.docx" id="SM10" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary table S2</label>
<caption>
<p>Incidence of migraine in children and adolescents aged 5 to 19 years in 1990 and 2021 at global and regional levels, with EAPCs from 1990 to 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_3.docx" id="SM11" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary table S3</label>
<caption>
<p>DALYs of migraine in children and adolescents aged 5 to 19 years in 1990 and 2021 at global and regional levels, with EAPCs from 1990 to 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_4.docx" id="SM12" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary table S4</label>
<caption>
<p>Prevalence of migraine in children and adolescents aged 5 to 19 years in 1990 and 2021 across 204 countries and territories, with EAPCs from 1990 to 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_5.docx" id="SM13" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary table S5</label>
<caption>
<p>Incidence of migraine in children and adolescents aged 5 to 19 years in 1990 and 2021 across 204 countries and territories, with EAPCs from 1990 to 2021.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_6.docx" id="SM14" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary table S6</label>
<caption>
<p>DALYs of migraine in children and adolescents aged 5 to 19 years in 1990 and 2021 across 204 countries and territories, with EAPCs from 1990 to 2021.</p>
</caption>
</supplementary-material>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>DALYs, disability-adjusted life years; ASR, age-standardized rate; ASPR, age-standardized prevalence rate; ASDR, age-standardized DALY rate; ASIR, age-standardized incidence rate; SDI, sociodemographic index; EAPC, estimated annual percentage change; BAPC, Bayesian age-period-cohort; CI, confidence interval; UI, uncertainty interval; GBD, global burden of disease; ICD, international classification of diseases; ICHD-3, International Classification of Headache Disorders, 3rd edition.</p>
</fn>
</fn-group>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://ghdx.healthdata.org/gbd-2021/sources" ext-link-type="uri">https://ghdx.healthdata.org/gbd-2021/sources</ext-link></p></fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="ref1"><label>1.</label><citation citation-type="journal"><article-title>GBD 2021 nervous system disorders collaborators. Global, regional, and national burden of disorders affecting the nervous system, 1990-2021: a systematic analysis for the global burden of disease study 2021</article-title>. <source>Lancet Neurol</source>. (<year>2024</year>) <volume>23</volume>:<fpage>344</fpage>&#x2013;<lpage>81</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S1474-4422(24)00038-3</pub-id></citation></ref>
<ref id="ref2"><label>2.</label><citation citation-type="journal"><article-title>Headache classification Committee of the International Headache Society (IHS) the international classification of headache disorders</article-title>. <source>Cephalalgia</source>. (<year>2018</year>) <volume>38</volume>:<fpage>1</fpage>&#x2013;<lpage>211</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0333102417738202</pub-id></citation></ref>
<ref id="ref3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Safiri</surname><given-names>S</given-names></name> <name><surname>Pourfathi</surname><given-names>H</given-names></name> <name><surname>Eagan</surname><given-names>A</given-names></name> <name><surname>Mansournia</surname><given-names>MA</given-names></name> <name><surname>Khodayari</surname><given-names>MT</given-names></name> <name><surname>Sullman</surname><given-names>MJM</given-names></name> <etal/></person-group>. <article-title>Global, regional, and national burden of migraine in 204 countries and territories, 1990 to 2019</article-title>. <source>Pain</source>. (<year>2022</year>) <volume>163</volume>:<fpage>e293</fpage>&#x2013;<lpage>309</lpage>. doi: <pub-id pub-id-type="doi">10.1097/j.pain.0000000000002275</pub-id>, PMID: <pub-id pub-id-type="pmid">34001771</pub-id></citation></ref>
<ref id="ref4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miller</surname><given-names>S</given-names></name> <name><surname>Matharu</surname><given-names>MS</given-names></name></person-group>. <article-title>Migraine is underdiagnosed and undertreated</article-title>. <source>Practitioner</source>. (<year>2014</year>) <volume>258</volume>:<fpage>19&#x2013;24</fpage>. <comment>2-3</comment>. Available Online at: <ext-link xlink:href="https://pubmed.ncbi.nlm.nih.gov/25588281/" ext-link-type="uri">https://pubmed.ncbi.nlm.nih.gov/25588281/</ext-link></citation></ref>
<ref id="ref5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Minen</surname><given-names>MT</given-names></name> <name><surname>Loder</surname><given-names>E</given-names></name> <name><surname>Tishler</surname><given-names>L</given-names></name> <name><surname>Silbersweig</surname><given-names>D</given-names></name></person-group>. <article-title>Migraine diagnosis and treatment: a knowledge and needs assessment among primary care providers</article-title>. <source>Cephalalgia</source>. (<year>2016</year>) <volume>36</volume>:<fpage>358</fpage>&#x2013;<lpage>70</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0333102415593086</pub-id>, PMID: <pub-id pub-id-type="pmid">26122646</pub-id></citation></ref>
<ref id="ref6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khan</surname><given-names>J</given-names></name> <name><surname>Asoom</surname><given-names>LIA</given-names></name> <name><surname>Sunni</surname><given-names>AA</given-names></name> <name><surname>Rafique</surname><given-names>N</given-names></name> <name><surname>Latif</surname><given-names>R</given-names></name> <name><surname>Saif</surname><given-names>SA</given-names></name> <etal/></person-group>. <article-title>Genetics, pathophysiology, diagnosis, treatment, management, and prevention of migraine</article-title>. <source>Biomed Pharmacother</source>. (<year>2021</year>) <volume>139</volume>:<fpage>111557</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.biopha.2021.111557</pub-id>, PMID: <pub-id pub-id-type="pmid">34243621</pub-id></citation></ref>
<ref id="ref7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eigenbrodt</surname><given-names>AK</given-names></name> <name><surname>Ashina</surname><given-names>H</given-names></name> <name><surname>Khan</surname><given-names>S</given-names></name> <name><surname>Diener</surname><given-names>HC</given-names></name> <name><surname>Mitsikostas</surname><given-names>DD</given-names></name> <name><surname>Sinclair</surname><given-names>AJ</given-names></name> <etal/></person-group>. <article-title>Diagnosis and management of migraine in ten steps</article-title>. <source>Nat Rev Neurol</source>. (<year>2021</year>) <volume>17</volume>:<fpage>501</fpage>&#x2013;<lpage>14</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41582-021-00509-5</pub-id>, PMID: <pub-id pub-id-type="pmid">34145431</pub-id></citation></ref>
<ref id="ref8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kruk</surname><given-names>ME</given-names></name> <name><surname>Nigenda</surname><given-names>G</given-names></name> <name><surname>Knaul</surname><given-names>FM</given-names></name></person-group>. <article-title>Redesigning primary care to tackle the global epidemic of noncommunicable disease</article-title>. <source>Am J Public Health</source>. (<year>2015</year>) <volume>105</volume>:<fpage>431</fpage>&#x2013;<lpage>7</lpage>. doi: <pub-id pub-id-type="doi">10.2105/AJPH.2014.302392</pub-id>, PMID: <pub-id pub-id-type="pmid">25602898</pub-id></citation></ref>
<ref id="ref9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Peres</surname><given-names>MFP</given-names></name> <name><surname>Sacco</surname><given-names>S</given-names></name> <name><surname>Pozo-Rosich</surname><given-names>P</given-names></name> <name><surname>Tassorelli</surname><given-names>C</given-names></name> <name><surname>Ahmed</surname><given-names>F</given-names></name> <name><surname>Burstein</surname><given-names>R</given-names></name> <etal/></person-group>. <article-title>Migraine is the most disabling neurological disease among children and adolescents, and second after stroke among adults: a call to action</article-title>. <source>Cephalalgia</source>. (<year>2024</year>) <volume>44</volume>:<fpage>3331024241267309</fpage>. doi: <pub-id pub-id-type="doi">10.1177/03331024241267309</pub-id>, PMID: <pub-id pub-id-type="pmid">39197864</pub-id></citation></ref>
<ref id="ref10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Onofri</surname><given-names>A</given-names></name> <name><surname>Pensato</surname><given-names>U</given-names></name> <name><surname>Rosignoli</surname><given-names>C</given-names></name> <name><surname>Wells-Gatnik</surname><given-names>W</given-names></name> <name><surname>Stanyer</surname><given-names>E</given-names></name> <name><surname>Ornello</surname><given-names>R</given-names></name> <etal/></person-group>. <article-title>Primary headache epidemiology in children and adolescents: a systematic review and meta-analysis</article-title>. <source>J Headache Pain</source>. (<year>2023</year>) <volume>24</volume>:<fpage>8</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-023-01541-0</pub-id>, PMID: <pub-id pub-id-type="pmid">36782182</pub-id></citation></ref>
<ref id="ref11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Togha</surname><given-names>M</given-names></name> <name><surname>Rafiee</surname><given-names>P</given-names></name> <name><surname>Haghdoost</surname><given-names>F</given-names></name> <name><surname>Rafie</surname><given-names>S</given-names></name> <name><surname>Paknejad</surname><given-names>SMH</given-names></name> <name><surname>Amouian</surname><given-names>S</given-names></name> <etal/></person-group>. <article-title>The burdens attributable to primary headache disorders in children and adolescents in Iran: estimates from a schools-based study</article-title>. <source>J Headache Pain</source>. (<year>2024</year>) <volume>25</volume>:<fpage>86</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-024-01789-0</pub-id>, PMID: <pub-id pub-id-type="pmid">38797825</pub-id></citation></ref>
<ref id="ref12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ombashi</surname><given-names>S</given-names></name> <name><surname>Tsangaris</surname><given-names>E</given-names></name> <name><surname>Heeres</surname><given-names>AG</given-names></name> <name><surname>van Roey</surname><given-names>V</given-names></name> <name><surname>Neuteboom</surname><given-names>RF</given-names></name> <name><surname>van Veelen-Vincent</surname><given-names>MLC</given-names></name> <etal/></person-group>. <article-title>Quality of life in children suffering from headaches: a systematic literature review</article-title>. <source>J Headache Pain</source>. (<year>2023</year>) <volume>24</volume>:<fpage>127</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-023-01595-0</pub-id>, PMID: <pub-id pub-id-type="pmid">37718449</pub-id></citation></ref>
<ref id="ref13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><collab id="coll1">GBD 2021 Diseases and Injuries Collaborators</collab></person-group>. <article-title>Global incidence, prevalence, years lived with disability (YLDs), disability-adjusted life-years (DALYs), and healthy life expectancy (HALE) for 371 diseases and injuries in 204 countries and territories and 811 subnational locations, 1990-2021: a systematic analysis for the global burden of disease study 2021</article-title>. <source>Lancet</source>. (<year>2024</year>) <volume>403</volume>:<fpage>2133</fpage>&#x2013;<lpage>61</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0140-6736(24)00757-8</pub-id>, PMID: <pub-id pub-id-type="pmid">38642570</pub-id></citation></ref>
<ref id="ref14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Abu-Arafeh</surname><given-names>I</given-names></name> <name><surname>Razak</surname><given-names>S</given-names></name> <name><surname>Sivaraman</surname><given-names>B</given-names></name> <name><surname>Graham</surname><given-names>C</given-names></name></person-group>. <article-title>Prevalence of headache and migraine in children and adolescents: a systematic review of population-based studies</article-title>. <source>Dev Med Child Neurol</source>. (<year>2010</year>) <volume>52</volume>:<fpage>1088</fpage>&#x2013;<lpage>97</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1469-8749.2010.03793.x</pub-id>, PMID: <pub-id pub-id-type="pmid">20875042</pub-id></citation></ref>
<ref id="ref15"><label>15.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>W&#x00F6;ber-Bing&#x00F6;l</surname><given-names>C</given-names></name></person-group>. <article-title>Epidemiology of migraine and headache in children and adolescents</article-title>. <source>Curr Pain Headache Rep</source>. (<year>2013</year>) <volume>17</volume>:<fpage>341</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s11916-013-0341-z</pub-id>, PMID: <pub-id pub-id-type="pmid">23700075</pub-id></citation></ref>
<ref id="ref16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stang</surname><given-names>PE</given-names></name> <name><surname>Osterhaus</surname><given-names>JT</given-names></name></person-group>. <article-title>Impact of migraine in the United States: data from the National Health Interview Survey</article-title>. <source>Headache</source>. (<year>1993</year>) <volume>33</volume>:<fpage>29</fpage>&#x2013;<lpage>35</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1526-4610.1993.hed3301029.x</pub-id>, PMID: <pub-id pub-id-type="pmid">8436495</pub-id></citation></ref>
<ref id="ref17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arruda</surname><given-names>MA</given-names></name> <name><surname>Bigal</surname><given-names>ME</given-names></name></person-group>. <article-title>Migraine and migraine subtypes in preadolescent children: association with school performance</article-title>. <source>Neurology</source>. (<year>2012</year>) <volume>79</volume>:<fpage>1881</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1212/WNL.0b013e318271f812</pub-id>, PMID: <pub-id pub-id-type="pmid">23109652</pub-id></citation></ref>
<ref id="ref18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Onofri</surname><given-names>A</given-names></name> <name><surname>Olivieri</surname><given-names>L</given-names></name> <name><surname>Silva</surname><given-names>P</given-names></name> <name><surname>Bernassola</surname><given-names>M</given-names></name> <name><surname>Tozzi</surname><given-names>E</given-names></name></person-group>. <article-title>Correlation between primary headaches and learning disabilities in children and adolescents</article-title>. <source>Minerva Pediatr</source>. (<year>2022</year>) <volume>74</volume>:<fpage>1</fpage>&#x2013;<lpage>6</lpage>. doi: <pub-id pub-id-type="doi">10.23736/S2724-5276.21.06191-7</pub-id>, PMID: <pub-id pub-id-type="pmid">33858130</pub-id></citation></ref>
<ref id="ref19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Powers</surname><given-names>SW</given-names></name> <name><surname>Coffey</surname><given-names>CS</given-names></name> <name><surname>Chamberlin</surname><given-names>LA</given-names></name> <name><surname>Ecklund</surname><given-names>DJ</given-names></name> <name><surname>Klingner</surname><given-names>EA</given-names></name> <name><surname>Yankey</surname><given-names>JW</given-names></name> <etal/></person-group>. <article-title>Prevalence of headache days and disability 3 years after participation in the childhood and adolescent migraine prevention medication trial</article-title>. <source>JAMA Netw Open</source>. (<year>2021</year>) <volume>4</volume>:<fpage>e2114712</fpage>. doi: <pub-id pub-id-type="doi">10.1001/jamanetworkopen.2021.14712</pub-id>, PMID: <pub-id pub-id-type="pmid">34251445</pub-id></citation></ref>
<ref id="ref20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hong</surname><given-names>SY</given-names></name> <name><surname>Wan</surname><given-names>L</given-names></name> <name><surname>Lin</surname><given-names>HJ</given-names></name> <name><surname>Lin</surname><given-names>CL</given-names></name> <name><surname>Wei</surname><given-names>CC</given-names></name></person-group>. <article-title>Long-term ambient air pollutant exposure and risk of recurrent headache in children: a 12-year cohort study</article-title>. <source>Int J Environ Res Public Health</source>. (<year>2020</year>) <volume>17</volume>:<fpage>9140</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph17239140</pub-id>, PMID: <pub-id pub-id-type="pmid">33297512</pub-id></citation></ref>
<ref id="ref21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pan</surname><given-names>LH</given-names></name> <name><surname>Ling</surname><given-names>YH</given-names></name> <name><surname>Wang</surname><given-names>SJ</given-names></name> <name><surname>Al-Hassany</surname><given-names>L</given-names></name> <name><surname>Chen</surname><given-names>WT</given-names></name> <name><surname>Chiang</surname><given-names>CC</given-names></name> <etal/></person-group>. <article-title>Hallmarks of primary headache: part 2- tension-type headache</article-title>. <source>J Headache Pain</source>. (<year>2025</year>) <volume>26</volume>:<fpage>164</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-025-02098-w</pub-id>, PMID: <pub-id pub-id-type="pmid">40676501</pub-id></citation></ref>
<ref id="ref22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lipton</surname><given-names>RB</given-names></name> <name><surname>Serrano</surname><given-names>D</given-names></name> <name><surname>Holland</surname><given-names>S</given-names></name> <name><surname>Fanning</surname><given-names>KM</given-names></name> <name><surname>Reed</surname><given-names>ML</given-names></name> <name><surname>Buse</surname><given-names>DC</given-names></name></person-group>. <article-title>Barriers to the diagnosis and treatment of migraine: effects of sex, income, and headache features</article-title>. <source>Headache</source>. (<year>2013</year>) <volume>53</volume>:<fpage>81</fpage>&#x2013;<lpage>92</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1526-4610.2012.02265.x</pub-id>, PMID: <pub-id pub-id-type="pmid">23078241</pub-id></citation></ref>
<ref id="ref23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Riebler</surname><given-names>A</given-names></name> <name><surname>Held</surname><given-names>L</given-names></name></person-group>. <article-title>Projecting the future burden of cancer: Bayesian age-period-cohort analysis with integrated nested Laplace approximations</article-title>. <source>Biom J</source>. (<year>2017</year>) <volume>59</volume>:<fpage>531</fpage>&#x2013;<lpage>49</lpage>. doi: <pub-id pub-id-type="doi">10.1002/bimj.201500263</pub-id>, PMID: <pub-id pub-id-type="pmid">28139001</pub-id></citation></ref>
<ref id="ref24"><label>24.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname><given-names>Y</given-names></name> <name><surname>Cao</surname><given-names>Y</given-names></name></person-group>. <article-title>Rising trends in the burden of migraine and tension-type headache among adolescents and young adults globally, 1990 to 2019</article-title>. <source>J Headache Pain</source>. (<year>2023</year>) <volume>24</volume>:<fpage>94</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-023-01634-w</pub-id>, PMID: <pub-id pub-id-type="pmid">37495946</pub-id></citation></ref>
<ref id="ref25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname><given-names>W</given-names></name> <name><surname>Bertisch</surname><given-names>SM</given-names></name> <name><surname>Mostofsky</surname><given-names>E</given-names></name> <name><surname>Buettner</surname><given-names>C</given-names></name> <name><surname>Mittleman</surname><given-names>MA</given-names></name></person-group>. <article-title>Weather, ambient air pollution, and risk of migraine headache onset among patients with migraine</article-title>. <source>Environ Int</source>. (<year>2019</year>) <volume>132</volume>:<fpage>105100</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envint.2019.105100</pub-id>, PMID: <pub-id pub-id-type="pmid">31446321</pub-id></citation></ref>
<ref id="ref26"><label>26.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname><given-names>XY</given-names></name> <name><surname>Yang</surname><given-names>CH</given-names></name> <name><surname>Lv</surname><given-names>JJ</given-names></name> <name><surname>Liu</surname><given-names>H</given-names></name> <name><surname>Zhang</surname><given-names>LY</given-names></name> <name><surname>Yin</surname><given-names>MY</given-names></name> <etal/></person-group>. <article-title>Global, regional, and national epidemiology of migraine and tension-type headache in youths and young adults aged 15-39 years from 1990 to 2019: findings from the global burden of disease study 2019</article-title>. <source>J Headache Pain</source>. (<year>2023</year>) <volume>24</volume>:<fpage>126</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-023-01659-1</pub-id>, PMID: <pub-id pub-id-type="pmid">37718436</pub-id></citation></ref>
<ref id="ref27"><label>27.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Find</surname><given-names>NL</given-names></name> <name><surname>Terlizzi</surname><given-names>R</given-names></name> <name><surname>Munksgaard</surname><given-names>SB</given-names></name> <name><surname>Bendtsen</surname><given-names>L</given-names></name> <name><surname>Tassorelli</surname><given-names>C</given-names></name> <name><surname>Nappi</surname><given-names>G</given-names></name> <etal/></person-group>. <article-title>Medication overuse headache in Europe and Latin America: general demographic and clinical characteristics, referral pathways and national distribution of painkillers in a descriptive, multinational, multicenter study</article-title>. <source>J Headache Pain</source>. (<year>2016</year>) <volume>17</volume>:<fpage>20</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-016-0612-2</pub-id>, PMID: <pub-id pub-id-type="pmid">26957090</pub-id></citation></ref>
<ref id="ref28"><label>28.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname><given-names>W</given-names></name> <name><surname>Chen</surname><given-names>Y</given-names></name> <name><surname>Tang</surname><given-names>Y</given-names></name> <name><surname>Du</surname><given-names>S</given-names></name> <name><surname>Lu</surname><given-names>X</given-names></name></person-group>. <article-title>Analysis of headache burden Chinese in the global context from 1990 to 2021</article-title>. <source>Front Neurol</source>. (<year>2025</year>) <volume>16</volume>:<fpage>1559028</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fneur.2025.1559028</pub-id>, PMID: <pub-id pub-id-type="pmid">40308218</pub-id></citation></ref>
<ref id="ref29"><label>29.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bigal</surname><given-names>ME</given-names></name> <name><surname>Lipton</surname><given-names>RB</given-names></name> <name><surname>Winner</surname><given-names>P</given-names></name> <name><surname>Reed</surname><given-names>ML</given-names></name> <name><surname>Diamond</surname><given-names>S</given-names></name> <name><surname>Stewart</surname><given-names>WF</given-names></name></person-group>. <article-title>Migraine in adolescents: association with socioeconomic status and family history</article-title>. <source>Neurology</source>. (<year>2007</year>) <volume>69</volume>:<fpage>16</fpage>&#x2013;<lpage>25</lpage>. doi: <pub-id pub-id-type="doi">10.1212/01.wnl.0000265212.90735.64</pub-id>, PMID: <pub-id pub-id-type="pmid">17606878</pub-id></citation></ref>
<ref id="ref30"><label>30.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vetvik</surname><given-names>KG</given-names></name> <name><surname>MacGregor</surname><given-names>EA</given-names></name></person-group>. <article-title>Sex differences in the epidemiology, clinical features, and pathophysiology of migraine</article-title>. <source>Lancet Neurol</source>. (<year>2017</year>) <volume>16</volume>:<fpage>76</fpage>&#x2013;<lpage>87</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S1474-4422(16)30293-9</pub-id>, PMID: <pub-id pub-id-type="pmid">27836433</pub-id></citation></ref>
<ref id="ref31"><label>31.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Delaruelle</surname><given-names>Z</given-names></name> <name><surname>Ivanova</surname><given-names>TA</given-names></name> <name><surname>Khan</surname><given-names>S</given-names></name> <name><surname>Negro</surname><given-names>A</given-names></name> <name><surname>Ornello</surname><given-names>R</given-names></name> <name><surname>Raffaelli</surname><given-names>B</given-names></name> <etal/></person-group>. <article-title>Male and female sex hormones in primary headaches</article-title>. <source>J Headache Pain</source>. (<year>2018</year>) <volume>19</volume>:<fpage>117</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-018-0922-7</pub-id>, PMID: <pub-id pub-id-type="pmid">30497379</pub-id></citation></ref>
<ref id="ref32"><label>32.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Serva</surname><given-names>WA</given-names></name> <name><surname>Serva</surname><given-names>VM</given-names></name> <name><surname>de F&#x00E1;tima Costa Caminha</surname><given-names>M</given-names></name> <name><surname>Figueiroa</surname><given-names>JN</given-names></name> <name><surname>Albuquerque</surname><given-names>EC</given-names></name> <name><surname>Serva</surname><given-names>GB</given-names></name> <etal/></person-group>. <article-title>Course of migraine during pregnancy among migraine sufferers before pregnancy</article-title>. <source>Arq Neuropsiquiatr</source>. (<year>2011</year>) <volume>69</volume>:<fpage>613</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1590/s0004-282x2011000500008</pub-id></citation></ref>
<ref id="ref33"><label>33.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amiri</surname><given-names>P</given-names></name> <name><surname>Kazeminasab</surname><given-names>S</given-names></name> <name><surname>Nejadghaderi</surname><given-names>SA</given-names></name> <name><surname>Mohammadinasab</surname><given-names>R</given-names></name> <name><surname>Pourfathi</surname><given-names>H</given-names></name> <name><surname>Araj-Khodaei</surname><given-names>M</given-names></name> <etal/></person-group>. <article-title>Migraine: a review on its history, global epidemiology, risk factors, and comorbidities</article-title>. <source>Front Neurol</source>. (<year>2022</year>) <volume>12</volume>:<fpage>800605</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fneur.2021.800605</pub-id>, PMID: <pub-id pub-id-type="pmid">35281991</pub-id></citation></ref>
<ref id="ref34"><label>34.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Queiroz</surname><given-names>LP</given-names></name> <name><surname>Silva Junior</surname><given-names>AA</given-names></name></person-group>. <article-title>The prevalence and impact of headache in Brazil</article-title>. <source>Headache</source>. (<year>2015</year>) <volume>55</volume>:<fpage>32</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1111/head.12511</pub-id>, PMID: <pub-id pub-id-type="pmid">25659407</pub-id></citation></ref>
<ref id="ref35"><label>35.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zebenigus</surname><given-names>M</given-names></name> <name><surname>Tekle-Haimanot</surname><given-names>R</given-names></name> <name><surname>Worku</surname><given-names>DK</given-names></name> <name><surname>Thomas</surname><given-names>H</given-names></name> <name><surname>Steiner</surname><given-names>TJ</given-names></name></person-group>. <article-title>The prevalence of primary headache disorders in Ethiopia</article-title>. <source>J Headache Pain</source>. (<year>2016</year>) <volume>17</volume>:<fpage>110</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-016-0704-z</pub-id>, PMID: <pub-id pub-id-type="pmid">27924616</pub-id></citation></ref>
<ref id="ref36"><label>36.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocha</surname><given-names>II</given-names></name> <name><surname>Narasimhalu</surname><given-names>K</given-names></name> <name><surname>De Silva</surname><given-names>DA</given-names></name></person-group>. <article-title>Impact of air pollution and seasonal haze on neurological conditions</article-title>. <source>Ann Acad Med Singap</source>. (<year>2020</year>) <volume>49</volume>:<fpage>26</fpage>&#x2013;<lpage>36</lpage>. doi: <pub-id pub-id-type="doi">10.47102/annals-acadmedsg.18087</pub-id>, PMID: <pub-id pub-id-type="pmid">32200394</pub-id></citation></ref>
<ref id="ref37"><label>37.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname><given-names>BK</given-names></name> <name><surname>Chu</surname><given-names>MK</given-names></name> <name><surname>Yu</surname><given-names>SJ</given-names></name> <name><surname>Dell'Agnello</surname><given-names>G</given-names></name> <name><surname>Han</surname><given-names>JH</given-names></name> <name><surname>Cho</surname><given-names>SJ</given-names></name></person-group>. <article-title>Burden of migraine and unmet needs from the patients' perspective: a survey across 11 specialized headache clinics in Korea</article-title>. <source>J Headache Pain</source>. (<year>2021</year>) <volume>22</volume>:<fpage>45</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-021-01250-6</pub-id></citation></ref>
<ref id="ref38"><label>38.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Steiner</surname><given-names>TJ</given-names></name> <name><surname>Antonaci</surname><given-names>F</given-names></name> <name><surname>Jensen</surname><given-names>R</given-names></name> <name><surname>Lainez</surname><given-names>MJ</given-names></name> <name><surname>Lanteri-Minet</surname><given-names>M</given-names></name> <name><surname>Valade</surname><given-names>D</given-names></name> <etal/></person-group>. <article-title>Recommendations for headache service organisation and delivery in Europe</article-title>. <source>J Headache Pain</source>. (<year>2011</year>) <volume>12</volume>:<fpage>419</fpage>&#x2013;<lpage>26</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10194-011-0320-x</pub-id>, PMID: <pub-id pub-id-type="pmid">21380555</pub-id></citation></ref>
<ref id="ref39"><label>39.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Steiner</surname><given-names>TJ</given-names></name></person-group>. <article-title>World headache Alliance. Lifting the burden: the global campaign against headache</article-title>. <source>Lancet Neurol</source>. (<year>2004</year>) <volume>3</volume>:<fpage>204</fpage>&#x2013;<lpage>5</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S1474-4422(04)00703-3</pub-id></citation></ref>
<ref id="ref40"><label>40.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Steiner</surname><given-names>TJ</given-names></name> <name><surname>Stovner</surname><given-names>LJ</given-names></name> <name><surname>Katsarava</surname><given-names>Z</given-names></name> <name><surname>Lainez</surname><given-names>JM</given-names></name> <name><surname>Lampl</surname><given-names>C</given-names></name> <name><surname>Lant&#x00E9;ri-Minet</surname><given-names>M</given-names></name> <etal/></person-group>. <article-title>The impact of headache in Europe: principal results of the Eurolight project</article-title>. <source>J Headache Pain</source>. (<year>2014</year>) <volume>15</volume>:<fpage>31</fpage>. doi: <pub-id pub-id-type="doi">10.1186/1129-2377-15-31</pub-id>, PMID: <pub-id pub-id-type="pmid">24884549</pub-id></citation></ref>
<ref id="ref41"><label>41.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Katsarava</surname><given-names>Z</given-names></name> <name><surname>Mania</surname><given-names>M</given-names></name> <name><surname>Lampl</surname><given-names>C</given-names></name> <name><surname>Herberhold</surname><given-names>J</given-names></name> <name><surname>Steiner</surname><given-names>TJ</given-names></name></person-group>. <article-title>Poor medical care for people with migraine in Europe - evidence from the Eurolight study</article-title>. <source>J Headache Pain</source>. (<year>2018</year>) <volume>19</volume>:<fpage>10</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-018-0839-1</pub-id>, PMID: <pub-id pub-id-type="pmid">29392600</pub-id></citation></ref>
<ref id="ref42"><label>42.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Raggi</surname><given-names>A</given-names></name> <name><surname>Leonardi</surname><given-names>M</given-names></name> <name><surname>Arruda</surname><given-names>M</given-names></name> <name><surname>Caponnetto</surname><given-names>V</given-names></name> <name><surname>Castaldo</surname><given-names>M</given-names></name> <name><surname>Coppola</surname><given-names>G</given-names></name> <etal/></person-group>. <article-title>Hallmarks of primary headache: part 1 - migraine</article-title>. <source>J Headache Pain</source>. (<year>2024</year>) <volume>25</volume>:<fpage>189</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s10194-024-01889-x</pub-id>, PMID: <pub-id pub-id-type="pmid">39482575</pub-id></citation></ref>
<ref id="ref43"><label>43.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ashina</surname><given-names>M</given-names></name> <name><surname>Katsarava</surname><given-names>Z</given-names></name> <name><surname>Do</surname><given-names>TP</given-names></name> <name><surname>Buse</surname><given-names>DC</given-names></name> <name><surname>Pozo-Rosich</surname><given-names>P</given-names></name> <name><surname>&#x00D6;zge</surname><given-names>A</given-names></name> <etal/></person-group>. <article-title>Migraine: epidemiology and systems of care</article-title>. <source>Lancet</source>. (<year>2021</year>) <volume>397</volume>:<fpage>1485</fpage>&#x2013;<lpage>95</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0140-6736(20)32160-7</pub-id></citation></ref>
</ref-list>
</back>
</article>