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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1620887</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2025.1620887</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Oral preventive medications for migraine in adults aged 18&#x2013;65: a network meta-analysis</article-title>
<alt-title alt-title-type="left-running-head">Wu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2025.1620887">10.3389/fphar.2025.1620887</ext-link>
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</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Wu</surname>
<given-names>Jianping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<name>
<surname>Wu</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Jian</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Bingbing</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Xinyuan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Yuanjie</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
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<contrib contrib-type="author">
<name>
<surname>Tian</surname>
<given-names>Fanian</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Ding</surname>
<given-names>Yanbing</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Ping</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">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Hubei University of Chinese Medicine</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Engineering Research Center of TCM Protection Technology and New Product Development for the Elderly Brain Health</institution>, <institution>Ministry of Education</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Hubei Provincial Hospital of Traditional Chinese Medicine</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Hubei Key Laboratory of Theory and Application Research of Liver and Kidney in Traditional Chinese Medicine</institution>, <institution>Affiliated Hospital of Hubei University of Chinese Medicine</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Hubei Shizhen Laboratory</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Hubei Province Academy of Traditional Chinese Medicine</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Otolaryngology</institution>, <institution>People&#x2019;s Hospital of Xinzhou</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/84823/overview">Massimiliano Valeriani</ext-link>, University of Rome Tor Vergata, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/596686/overview">Yusak Mangara Tua Siahaan</ext-link>, University of Pelita Harapan, Indonesia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/743705/overview">Igor Petrusic</ext-link>, University of Belgrade, Serbia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1544197/overview">Abhigyan Datta</ext-link>, University of Delhi, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3056026/overview">Ali AlJabban</ext-link>, Pfizer Inc., United Arab Emirates</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Ping Wang, <email>pwang54@hbucm.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1620887</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Wu, Wu, Zhang, Liu, Song, Wu, Tian, Ding and Wang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wu, Wu, Zhang, Liu, Song, Wu, Tian, Ding and Wang</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>
<title>Background</title>
<p>Migraine is a highly prevalent neurological disorder that significantly impairs quality of life. Understanding the comparative effectiveness and safety of oral preventive medications is essential to guide treatment decisions in adult patients. This study aims to evaluate and compare the efficacy and safety of oral pharmacological therapies for migraine prevention in adults using Network Meta-Analysis.</p>
</sec>
<sec>
<title>Methods</title>
<p>A comprehensive search was conducted across The Cochrane Library, PubMed, SCOPUS, and Embase databases until 15 December 2024 to find relevant studies on preventing migraine among adult populations. Clinical trials involving adult individuals with migraine who received oral pharmacological interventions were included. Per the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, data extraction was independently conducted by five researchers in duplicate. Model choice was based on heterogeneity with random-effects used for I<sup>2</sup> &#x2265; 50% and fixed-effects for I<sup>2</sup> &#x3c; 50%. The main endpoint was the monthly frequency of migraine attacks. Secondary endpoints encompassed the response rate of &#x2265;50%, migraine duration, pain intensity, and quality of life (QoL). Adverse events were assessed.</p>
</sec>
<sec>
<title>Results</title>
<p>From the 17,443 identified citations, we included 44 trials (4,612 participants) in our analysis. Topiramate, valproate, and propranolol demonstrated significant efficacy in the prevention of migraines. Memantine, melatonin, and vitamin D3 also showed potential preventive effects. Combination therapies, such as flunarizine plus topiramate, valproate plus magnesium, or folic plus pyridoxine, were associated with greater efficacy in migraine prevention compared to monotherapy and with a lower incidence of adverse events. Topiramate, flunarizine, propranolol, valproate, amitriptyline, cinnarizine, and nortriptyline were associated with improvements in quality of life (QoL), but these findings were based on limited evidence. Valsartan and a-dihydroergocryptine were linked to reduced migraine frequency, but these results were largely derived from single studies and require confirmation through larger, high-quality trials.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This network meta-analysis confirmed the significant efficacy of topiramate, valproate, and propranolol in migraine prevention and identified potential benefits of memantine, melatonin, vitamin D3, and combination therapies. These findings provide evidence-based treatment options for migraine prevention and suggest promising directions for future research.</p>
</sec>
<sec>
<title>Systematic Review Registration</title>
<p>
<ext-link ext-link-type="uri" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://www.crd.york.ac.uk/PROSPERO/display_record.php?ID=CRD42024621316">https://www.crd.york.ac.uk/PROSPERO/display_record.php?ID=CRD42024621316</ext-link>, Identifier: PROSPERO, CRD42024621316.</p>
</sec>
</abstract>
<kwd-group>
<kwd>network meta-analysis</kwd>
<kwd>adults</kwd>
<kwd>migraine</kwd>
<kwd>oral medications</kwd>
<kwd>preventive treatment</kwd>
</kwd-group>
<counts>
<page-count count="13"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neuropharmacology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Migraine, a chronic neurological disorder, causes severe headaches and can potentially lead to disability. Symptoms like nausea and sensitivity to light and sound can last up to 72&#xa0;h (<xref ref-type="bibr" rid="B3">Ashina, 2020</xref>). Migraine is associated with psychiatric disorders, atopic diseases, and cardiovascular disease, among others, with mutual influences among these conditions (<xref ref-type="bibr" rid="B78">Terhart et al., 2025</xref>). Migraine affects over one billion people worldwide (<xref ref-type="bibr" rid="B24">GBD, 2016 Headache Collaborators, 2018</xref>), predominantly adults (<xref ref-type="bibr" rid="B37">Leonardi et al., 2020</xref>). The high disability rate associated with migraine significantly impairs patients&#x2019; quality of life (QoL) and productivity, creating significant financial strain on individuals and the community (<xref ref-type="bibr" rid="B24">GBD, 2016 Headache Collaborators, 2018</xref>; <xref ref-type="bibr" rid="B4">Ashina et al., 2021</xref>).</p>
<p>The 2018 International Classification of Headache Disorders, Third Edition (ICHD-III) (<xref ref-type="bibr" rid="B2">Arnold, 2018</xref>) provides standardized diagnostic criteria, thereby enhancing the accuracy of migraine diagnosis and aiding in its ongoing management and treatment. Around 40% of individuals with episodic migraine may benefit from preventive therapy to reduce migraine frequency and delay progression, yet only 17% receive it (<xref ref-type="bibr" rid="B70">Silberstein et al., 2025</xref>; <xref ref-type="bibr" rid="B39">L et al., 2007</xref>). Migraine treatment is categorized into acute and preventive treatments, with a preventive treatment assessment recommended after each acute episode (<xref ref-type="bibr" rid="B36">Kumar and Kadian, 2025</xref>). Medications for migraine prophylaxis mainly include anticonvulsants, &#x3b2;-blockers, angiotensin receptor blockers/ACE inhibitors, calcium antagonists, serotonin antagonists, antidepressants, CGRP monoclonal antibodies (mAbs), onabotulinumtoxin A, and gepants (<xref ref-type="bibr" rid="B57">Puledda et al., 2024a</xref>). Additionally, coenzyme Q10 (CoQ10), riboflavin, omega-3 fatty acids, melatonin, and vitamin D3 have shown potential in migraine prevention (<xref ref-type="bibr" rid="B79">Tseng et al., 2024</xref>; <xref ref-type="bibr" rid="B58">Puliappadamb et al., 2022</xref>; <xref ref-type="bibr" rid="B65">Sazali et al., 2021</xref>; <xref ref-type="bibr" rid="B51">Okoli et al., 2019</xref>). Agents such as memantine may also exert beneficial effects through modulation of glutamate signaling (<xref ref-type="bibr" rid="B12">Charles, 2021</xref>). CGRP drugs, typically administered by monthly or quarterly injection, may improve patient adherence due to their lower dosing frequency (<xref ref-type="bibr" rid="B81">Varnado et al., 2022</xref>; <xref ref-type="bibr" rid="B61">Sacco et al., 2022</xref>). However, injections can be inconvenient, requiring professional administration and potentially causing injection site reactions (<xref ref-type="bibr" rid="B43">Mechtler et al., 2022</xref>; <xref ref-type="bibr" rid="B75">Suzuki et al., 2025</xref>). Moreover, these drugs are unavailable in most countries globally (<xref ref-type="bibr" rid="B35">Kiarashi et al., 2021</xref>; <xref ref-type="bibr" rid="B76">Tana et al., 2024</xref>; <xref ref-type="bibr" rid="B56">Puledda et al., 2024b</xref>), highlighting the unique advantages of oral preventive treatments.</p>
<p>Although prophylactic treatments for migraine have demonstrated effectiveness and safety, most evidence focuses on individual drugs. There is a lack of direct comparisons between different medications (<xref ref-type="bibr" rid="B82">Versijpt et al., 2024</xref>; <xref ref-type="bibr" rid="B59">Raffaelli et al., 2023</xref>; <xref ref-type="bibr" rid="B16">Deligianni et al., 2023</xref>). This limitation in evidence makes it difficult for clinical guidelines to provide a clear hierarchical structure for the selection of prophylactic medications (<xref ref-type="bibr" rid="B2">Arnold, 2018</xref>). Specifically, most existing studies fail to directly compare the efficacy and safety of different prophylactic drugs, which poses challenges for clinicians in selecting appropriate treatments. Therefore, more research is needed to fill this knowledge gap and offer more specific guidance for clinical practice.</p>
<p>Since adults are primarily affected by migraine (<xref ref-type="bibr" rid="B37">Leonardi et al., 2020</xref>), this study evaluated the efficacy and safety of oral prophylactic drugs in migraine patients aged 18&#x2013;65 years using a network meta-analysis (NMA). The upper age limit was set at 65 because patients aged 65 and above are generally considered elderly, a group that typically has multiple comorbidities and different drug metabolism and tolerability compared with younger patients (<xref ref-type="bibr" rid="B32">Jhaveri et al., 2014</xref>; <xref ref-type="bibr" rid="B49">Ngcobo, 2025</xref>). Therefore, to ensure the accuracy and comparability of the study results, this study focused on adults aged 18&#x2013;65. Future studies should consider a broader age range to better address the needs of different patients.</p>
<p>This network meta-analysis aimed to compare the efficacy, safety, and tolerability of oral preventive drugs in adults aged 18&#x2013;65 years with migraine, providing evidence-based guidance for clinical treatment selection.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<p>This research report, including randomized clinical trials (RCTs), was registered in the International Prospective Register of Systematic Reviews (PROSPERO, CRD42024621316, 13 December 2024) and adhered to the principles of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines (<xref ref-type="bibr" rid="B46">Moher et al., 2009</xref>; <xref ref-type="bibr" rid="B38">Liberati et al., 2009</xref>; <xref ref-type="bibr" rid="B53">Page et al., 2021</xref>).</p>
<sec id="s2-1">
<title>Search protocol and study inclusion</title>
<p>The Cochrane Library, PubMed, Scopus, and Embase databases were searched for eligible RCTs published from database inception until 15 December 2024 (eAppendix Supplement 1). Next, four researchers (J.P.W., J.Z., J.W., and Y.J.W.) independently screened the titles and abstracts in duplicate. Four researchers (J.P.W., B.B.L., J.W., and F.N.T.) conducted two rounds of full-text screening of the selected studies based on the PICOT principles.<list list-type="simple">
<list-item>
<p>Study Population: Individuals aged 18&#x2013;65&#xa0;years with a confirmed diagnosis of migraine according to the ICHD-III (<xref ref-type="bibr" rid="B39">L et al., 2007</xref>), or highly consistent with the classification criteria of the International Headache Society (IHS).</p>
</list-item>
<list-item>
<p>Interventions: Oral drugs for migraine prevention.</p>
</list-item>
<list-item>
<p>Comparisons: Two oral preventive drugs were directly compared with each other or with a placebo.</p>
</list-item>
<list-item>
<p>Outcomes: Monthly frequency of migraine attacks, &#x2265;50% responder rates (defined as a 50% decline in migraine frequency), migraine duration (hours), pain intensity (subjective pain score), and QoL (evaluated using the migraine disability assessment questionnaire, MIDAS) were measured. Disagreements were resolved through discussions, with a third party (P.W.) arbitrating when needed.</p>
</list-item>
</list>
</p>
</sec>
<sec id="s2-2">
<title>Data extraction</title>
<p>The included studies were allocated by five researchers (J.P.W., X.Y.S., Y.B.D., J.W., and Y.J.W.) and their characteristics and outcomes were independently extracted into an Excel spreadsheet in duplicate. For research involving repeated assessments, the last assessment was chosen for analysis. Discrepancies were resolved through discussion.</p>
</sec>
<sec id="s2-3">
<title>Outcomes</title>
<p>The main endpoint was the monthly frequency of migraine attacks post-treatment.</p>
<p>The secondary endpoints included &#x2265;50% response rate, migraine duration, pain intensity, and QoL, as defined above. Additionally, data on adverse events were extracted to evaluate treatment safety.</p>
</sec>
<sec id="s2-4">
<title>Quality evaluation and risk of bias</title>
<p>The caliber of the filtered studies was evaluated using the Cochrane Risk of Bias Tool, version 2 (<xref ref-type="bibr" rid="B31">Higgins et al., 2019</xref>). Every study was independently evaluated by two researchers (J.P.W and J.W).</p>
</sec>
<sec id="s2-5">
<title>Statistical analysis</title>
<p>The primary and secondary endpoints were evaluated using frequentist network meta-analyses grounded in graph-theoretical methodology employing the R package Netmeta (version 3.1.1). The effect size was quantified using the risk ratio (RR) and its corresponding 95% confidence interval (CI) for binary outcomes and the ratio of the mean (ROM) to its corresponding 95% CI for continuous variables. In all evaluations, the control group was the placebo.</p>
<p>Therapeutic efficacy and ranking for each outcome were determined using P-score, consistent with surface under the cumulative ranking curve (SUCRA) results. Heterogeneity in the intra- and inter-study comparisons was quantified using Q statistics and the I<sup>2</sup> statistic. Transitivity was evaluated by examining key study characteristics and analyzing local consistency via node splitting analysis of direct and indirect evidence and overall consistency via design-by-treatment interaction analysis.</p>
<p>To assess the impact of baseline study confounders on the primary endpoint, a secondary random-effects meta-regression was performed using the metafor 4.8.0&#xa0;R package. Covariates included patient age, the proportion of males, follow-up duration, diagnostic method, and migraine with aura. These covariates were selected in accordance with the IHS guidelines and relevant U.S. guidelines (<xref ref-type="bibr" rid="B2">Arnold, 2018</xref>; <xref ref-type="bibr" rid="B70">Silberstein et al., 2025</xref>). Covariates were considered non-significant if P &#x3e; 0.05 and the 95% CI included the null value. The primary data analysis was conducted from January 2025 to February 2025.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>Among 17,443 citations retrieved, the titles and abstracts of 11,350 citations were screened after removing duplicates. After screening the full texts of 376 articles, the systematic review and NMA included 44 clinical trial articles (4,612 participants) (<xref ref-type="bibr" rid="B11">Carrieri et al., 1988</xref>; <xref ref-type="bibr" rid="B73">Steiner et al., 1988</xref>; <xref ref-type="bibr" rid="B74">Stewart et al., 1988</xref>; <xref ref-type="bibr" rid="B80">Tuca et al., 1989</xref>; <xref ref-type="bibr" rid="B22">Gawel et al., 1992</xref>; <xref ref-type="bibr" rid="B54">Peikert et al., 1996</xref>; <xref ref-type="bibr" rid="B66">Schoenen et al., 1999</xref>; <xref ref-type="bibr" rid="B40">Lucking et al., 1988</xref>; <xref ref-type="bibr" rid="B10">Bussone et al., 1999</xref>; <xref ref-type="bibr" rid="B17">Diener et al., 2001a</xref>; <xref ref-type="bibr" rid="B19">Diener et al., 2001b</xref>; <xref ref-type="bibr" rid="B55">Pradalier et al., 2001</xref>; <xref ref-type="bibr" rid="B21">Edwards et al., 2003</xref>; <xref ref-type="bibr" rid="B72">Silvestrini et al., 2003</xref>; <xref ref-type="bibr" rid="B45">Mei et al., 2004</xref>; <xref ref-type="bibr" rid="B64">Sandor et al., 2005</xref>; <xref ref-type="bibr" rid="B71">Silberstein et al., 2006</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Assarzadegan et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B13">Choudhary et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B30">Hesami et al., 2018b</xref>; <xref ref-type="bibr" rid="B23">Gazerani et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B68">Shanmugam et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B14">Chowdhury et al., 2022</xref>; <xref ref-type="bibr" rid="B28">Hedayat et al., 2022</xref>; <xref ref-type="bibr" rid="B69">Sherafat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B44">Mehramiri et al., 2024</xref>; <xref ref-type="bibr" rid="B47">Mosarrezaii et al., 2025</xref>; <xref ref-type="bibr" rid="B60">Roghani et al., 2024</xref>; <xref ref-type="bibr" rid="B18">Diener et al., 1996</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B41">Luo et al., 2012</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>) (<xref ref-type="sec" rid="s13">Supplementary Figure S1</xref>). Among these, 37 studies (<xref ref-type="bibr" rid="B11">Carrieri et al., 1988</xref>; <xref ref-type="bibr" rid="B73">Steiner et al., 1988</xref>; <xref ref-type="bibr" rid="B74">Stewart et al., 1988</xref>; <xref ref-type="bibr" rid="B80">Tuca et al., 1989</xref>; <xref ref-type="bibr" rid="B22">Gawel et al., 1992</xref>; <xref ref-type="bibr" rid="B54">Peikert et al., 1996</xref>; <xref ref-type="bibr" rid="B66">Schoenen et al., 1999</xref>; <xref ref-type="bibr" rid="B40">Lucking et al., 1988</xref>; <xref ref-type="bibr" rid="B10">Bussone et al., 1999</xref>; <xref ref-type="bibr" rid="B17">Diener et al., 2001a</xref>; <xref ref-type="bibr" rid="B19">Diener et al., 2001b</xref>; <xref ref-type="bibr" rid="B55">Pradalier et al., 2001</xref>; <xref ref-type="bibr" rid="B21">Edwards et al., 2003</xref>; <xref ref-type="bibr" rid="B72">Silvestrini et al., 2003</xref>; <xref ref-type="bibr" rid="B45">Mei et al., 2004</xref>; <xref ref-type="bibr" rid="B64">Sandor et al., 2005</xref>; <xref ref-type="bibr" rid="B71">Silberstein et al., 2006</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Assarzadegan et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B13">Choudhary et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B30">Hesami et al., 2018b</xref>; <xref ref-type="bibr" rid="B23">Gazerani et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B68">Shanmugam et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B14">Chowdhury et al., 2022</xref>; <xref ref-type="bibr" rid="B28">Hedayat et al., 2022</xref>; <xref ref-type="bibr" rid="B69">Sherafat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B44">Mehramiri et al., 2024</xref>; <xref ref-type="bibr" rid="B47">Mosarrezaii et al., 2025</xref>; <xref ref-type="bibr" rid="B60">Roghani et al., 2024</xref>) and 7 studies (<xref ref-type="bibr" rid="B18">Diener et al., 1996</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B41">Luo et al., 2012</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>) were two-arm and three-arm RCTs, respectively. The features of the included studies are detailed in <xref ref-type="sec" rid="s13">Supplementary Table S1</xref> 18 studies (1,602 patients) (<xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Assarzadegan et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B28">Hedayat et al., 2022</xref>; <xref ref-type="bibr" rid="B69">Sherafat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B44">Mehramiri et al., 2024</xref>; <xref ref-type="bibr" rid="B47">Mosarrezaii et al., 2025</xref>; <xref ref-type="bibr" rid="B60">Roghani et al., 2024</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>) were conducted in Iran, constituting approximately 34.7% of the total participants. The bias risk assessment indicated that, among the included studies, 59% were rated as having a medium risk of bias, and 41% were rated as having a low risk of bias (<xref ref-type="sec" rid="s13">Supplementary Table S1</xref>). <xref ref-type="sec" rid="s13">Supplementary Figure S2, S3</xref> illustrate the factors influencing the overall risk of bias score (<xref ref-type="bibr" rid="B42">Mcguinness and Higgins, 2021</xref>).</p>
<sec id="s3-1">
<title>Primary outcome</title>
<sec id="s3-1-1">
<title>Migraine frequency</title>
<p>Migraine frequency data were reported in 30 of the 44 included studies (n &#x3d; 3,162) (<xref ref-type="bibr" rid="B11">Carrieri et al., 1988</xref>; <xref ref-type="bibr" rid="B73">Steiner et al., 1988</xref>; <xref ref-type="bibr" rid="B74">Stewart et al., 1988</xref>; <xref ref-type="bibr" rid="B40">Lucking et al., 1988</xref>; <xref ref-type="bibr" rid="B10">Bussone et al., 1999</xref>; <xref ref-type="bibr" rid="B17">Diener et al., 2001a</xref>; <xref ref-type="bibr" rid="B19">Diener et al., 2001b</xref>; <xref ref-type="bibr" rid="B55">Pradalier et al., 2001</xref>; <xref ref-type="bibr" rid="B72">Silvestrini et al., 2003</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Assarzadegan et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B13">Choudhary et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B23">Gazerani et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B68">Shanmugam et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B28">Hedayat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B47">Mosarrezaii et al., 2025</xref>; <xref ref-type="bibr" rid="B60">Roghani et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B41">Luo et al., 2012</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>). Given low heterogeneity (I<sup>2</sup> &#x3d; 0%, Q &#x3d; 3.84, P &#x3d; 0.70), a fixed-effects model was used.</p>
<p>Compared with placebo, valsartan (ROM &#x3d; 0.35; 95%CI &#x3d; 0.23&#x2013;0.53), &#x3b1;-dihydroergocryptine (ROM &#x3d; 0.38; 95%CI &#x3d; 0.28&#x2013;0.51), flunarizine plus topiramate (ROM &#x3d; 0.40; 95%CI &#x3d; 0.30&#x2013;0.53), flunarizine (ROM &#x3d; 0.45; 95%CI &#x3d; 0.34&#x2013;0.60), and topiramate (ROM &#x3d; 0.45; 95%CI &#x3d; 0.35&#x2013;0.57) were most effective in reducing migraine frequency, showing both statistical and clinical significance. Several other agents also demonstrated significant effects. The network diagram and forest plots are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. According to the P-score, the top three treatments were valsartan, a-dihydroergocryptine, and flunarizine plus topiramate. For detailed results and additional information on the comparative effectiveness of all included treatments, please refer to <xref ref-type="sec" rid="s13">Supplementary Table S2</xref>. The funnel plots and Egger&#x2019;s test revealed no significant publication bias (<xref ref-type="sec" rid="s13">Supplementary Figure S4</xref>). <xref ref-type="sec" rid="s13">Supplementary Table S3</xref> presents the results for pairwise comparisons for all interventions (league table), and <xref ref-type="sec" rid="s13">Supplementary Figure S5</xref> shows the details for the network inconsistency test. The heat map for frequency is presented in <xref ref-type="sec" rid="s13">Supplementary Figure S6</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Association of treatment with migraine frequency. <bold>(A)</bold> Migraine frequency plot. <bold>(B)</bold> Migraine frequency graph. Forest plot <bold>(A)</bold> and network graph <bold>(B)</bold> displaying the comparative efficacy of various treatments in reducing the frequency of migraine attacks in adult patients. The data includes the ratio of means (RoM) for each treatment compared with placebo, calculated using a fixed-effects model due to heterogeneity (I<sup>2</sup> &#x003d; 0%). Significant reductions were observed with valsartan, flunarizine with topiramate, flunarizine, topiramate, indobufen, propranolol, volproate with magnesium, memantine, zonisamide, nimodipine, valproate, CoQ10 with l-carnitine, melatonin, vitamin D3, cinnarizine, and folic with pyridoxine. The analysis was based on 30 studies (<xref ref-type="bibr" rid="B11">Carrieri et al., 1988</xref>; <xref ref-type="bibr" rid="B73">Steiner et al., 1988</xref>; <xref ref-type="bibr" rid="B74">Stewart et al., 1988</xref>; <xref ref-type="bibr" rid="B40">Lucking et al., 1988</xref>; <xref ref-type="bibr" rid="B10">Bussone et al., 1999</xref>; <xref ref-type="bibr" rid="B17">Diener et al., 2001a</xref>; <xref ref-type="bibr" rid="B19">Diener et al., 2001b</xref>; <xref ref-type="bibr" rid="B55">Pradalier et al., 2001</xref>; <xref ref-type="bibr" rid="B72">Silvestrini et al., 2003</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Assarzadegan et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B13">Choudhary et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B23">Gazerani et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B68">Shanmugam et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B28">Hedayat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B47">Mosarrezaii et al., 2025</xref>; <xref ref-type="bibr" rid="B60">Roghani et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B41">Luo et al., 2012</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>) with 3162 patients. CoQ10 indicates Coenzyme Q10, and folic indicates folic acid.</p>
</caption>
<graphic xlink:href="fphar-16-1620887-g001.tif">
<alt-text content-type="machine-generated">Plot A shows a migraine frequency forest plot with various treatments. The x-axis indicates the ROM with a 95% confidence interval, highlighting whether a treatment or placebo is favored. Plot B presents a network graph of migraine treatments connected by lines, illustrating comparisons among them.</alt-text>
</graphic>
</fig>
<p>Covariate meta-regression analyses indicated that age, follow-up duration, migraine with aura, diagnostic criteria, and proportion of males did not significantly influence the results (<xref ref-type="sec" rid="s13">Supplementary Table S4</xref>).</p>
<p>These findings confirm the efficacy of topiramate, valproate, and propranolol, and suggest potential roles for memantine, melatonin, and vitamin D3. Combination therapies such as flunarizine plus topiramate and valproate plus magnesium also showed significant benefits.</p>
</sec>
</sec>
<sec id="s3-2">
<title>Secondary outcomes</title>
<sec id="s3-2-1">
<title>Responder rates &#x2265;50%</title>
<p>Twenty studies (n &#x3d; 1994) reported &#x2265;50% responder rates (<xref ref-type="bibr" rid="B80">Tuca et al., 1989</xref>; <xref ref-type="bibr" rid="B54">Peikert et al., 1996</xref>; <xref ref-type="bibr" rid="B66">Schoenen et al., 1999</xref>; <xref ref-type="bibr" rid="B10">Bussone et al., 1999</xref>; <xref ref-type="bibr" rid="B55">Pradalier et al., 2001</xref>; <xref ref-type="bibr" rid="B21">Edwards et al., 2003</xref>; <xref ref-type="bibr" rid="B72">Silvestrini et al., 2003</xref>; <xref ref-type="bibr" rid="B45">Mei et al., 2004</xref>; <xref ref-type="bibr" rid="B64">Sandor et al., 2005</xref>; <xref ref-type="bibr" rid="B71">Silberstein et al., 2006</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Choudhary et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B30">Hesami et al., 2018b</xref>; <xref ref-type="bibr" rid="B68">Shanmugam et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Chowdhury et al., 2022</xref>; <xref ref-type="bibr" rid="B18">Diener et al., 1996</xref>; <xref ref-type="bibr" rid="B41">Luo et al., 2012</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>). A random-effects model was used due to significant heterogeneity (I<sup>2</sup> &#x3d; 72.7%, Q &#x3d; 17.96, P &#x3d; 0.003). Valproate (RR &#x3d; 2.75; 95%CI &#x3d; 1.08&#x2013;6.99) and topiramate (RR &#x3d; 2.18; 95%CI &#x3d; 1.21&#x2013;3.94) showed significantly higher responder rates than placebo. The network diagram and forest plots are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. Full results, including P-score rankings, publication bias assessments, and network inconsistency tests, are detailed in Supplement 1. Pairwise comparisons are summarized in <xref ref-type="sec" rid="s13">Supplementary Table S5</xref>. The heat map for &#x2265;50% responder rates is presented in <xref ref-type="sec" rid="s13">Supplementary Figure S9</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Association of Treatment With 50% or Greater Responder Rate. <bold>(A)</bold> &#x2265; 50% Responder rate plot. <bold>(B)</bold> &#x2265; 50% Responder rate graph. Forest plot <bold>(A)</bold> and network graph <bold>(B)</bold> displaying treatments achieving at least a 50% reduction in headache frequency, defined as the number of patients with at least 50% headache frequency reduction after treatment compared with baseline. Risk ratios (RRs) were calculated using a random effects model due to significant heterogeneity (I<sup>2</sup> &#x003d; 72.7%). Valproate, and topiramate showed significant efficacy compared with placebo. Data were derived from 20 studies (<xref ref-type="bibr" rid="B80">Tuca et al., 1989</xref>; <xref ref-type="bibr" rid="B54">Peikert et al., 1996</xref>; <xref ref-type="bibr" rid="B66">Schoenen et al., 1999</xref>; <xref ref-type="bibr" rid="B10">Bussone et al., 1999</xref>; <xref ref-type="bibr" rid="B55">Pradalier et al., 2001</xref>; <xref ref-type="bibr" rid="B21">Edwards et al., 2003</xref>; <xref ref-type="bibr" rid="B72">Silvestrini et al., 2003</xref>; <xref ref-type="bibr" rid="B45">Mei et al., 2004</xref>; <xref ref-type="bibr" rid="B64">Sandor et al., 2005</xref>; <xref ref-type="bibr" rid="B71">Silberstein et al., 2006</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Choudhary et al., 2017</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B30">Hesami et al., 2018b</xref>; <xref ref-type="bibr" rid="B68">Shanmugam et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Chowdhury et al., 2022</xref>; <xref ref-type="bibr" rid="B18">Diener et al., 1996</xref>; <xref ref-type="bibr" rid="B41">Luo et al., 2012</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>) involving 1994 patients.</p>
</caption>
<graphic xlink:href="fphar-16-1620887-g002.tif">
<alt-text content-type="machine-generated">An analysis image consists of two parts: a responder rate plot and a network graph. The upper plot shows various treatments compared to placebo, with a relative risk (RR) and confidence interval (CI) for each. CoQ10 shows the highest RR at 3.33. The lower network graph illustrates connections among treatments and placebo, with lines and labels indicating comparisons.</alt-text>
</graphic>
</fig>
<p>According to the results of the Q-statistic heterogeneity analysis, further sensitivity analysis was conducted on the follow-up duration. After excluding four studies with follow-up &#x3c;16&#xa0;weeks (<xref ref-type="bibr" rid="B71">Silberstein et al., 2006</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Choudhary et al., 2017</xref>), heterogeneity was significantly reduced (I<sup>2</sup> &#x3d; 50.7%, Q &#x3d; 6.09, P &#x3d; 0.107).</p>
<p>These findings confirm the efficacy of valproate and topiramate in migraine prophylaxis and suggest that study duration may affect the consistency of responder rate outcomes.</p>
</sec>
<sec id="s3-2-2">
<title>Pain intensity</title>
<p>Twenty studies (n &#x3d; 1809) reported pain intensity data (<xref ref-type="bibr" rid="B73">Steiner et al., 1988</xref>; <xref ref-type="bibr" rid="B22">Gawel et al., 1992</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Assarzadegan et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B23">Gazerani et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B69">Sherafat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>). A fixed-effects model was used due to low heterogeneity (I<sup>2</sup> &#x3d; 17.8%, Q &#x3d; 3.65, P &#x3d; 0.30). Compared with placebo, valproate plus magnesium (ROM &#x3d; 0.45; 95%CI &#x3d; 0.35&#x2013;0.58), topiramate plus amitriptyline (ROM &#x3d; 0.45; 95%CI &#x3d; 0.25&#x2013;0.83), topiramate (ROM &#x3d; 0.51; 95%CI &#x3d; 0.39&#x2013;0.66), CoQ10 plus L-carnitine (ROM &#x3d; 0.51; 95%CI &#x3d; 0.39&#x2013;0.66), propranolol (ROM &#x3d; 0.57; 95%CI &#x3d; 0.40&#x2013;0.83), pregabalin (ROM &#x3d; 0.59; 95%CI &#x3d; 0.42&#x2013;0.84), and valproate (ROM &#x3d; 0.61; 95%CI &#x3d; 0.49&#x2013;0.76) significantly reduced pain intensity. Several other agents also showed significant effects on pain intensity. The network diagram and forest plots are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. Based on P-scores, the top three interventions were valproate plus magnesium, topiramate, and topiramate plus amitriptyline (<xref ref-type="sec" rid="s13">Supplementary Table S2</xref>). No significant publication bias was detected (<xref ref-type="sec" rid="s13">Supplementary Figure S10</xref>). Pairwise comparisons and network inconsistency tests are detailed in <xref ref-type="sec" rid="s13">Supplementary Table S6</xref> and <xref ref-type="sec" rid="s13">Supplementary Figure S11</xref>, respectively. The heat map for pain intensity is shown in <xref ref-type="sec" rid="s13">Supplementary Figure S12</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Association of Treatment With Pain Intensity. <bold>(A)</bold> Pain intensity reduction plot. <bold>(B)</bold> Pain intensity reduction graph. Forest plot <bold>(A)</bold> and network graph <bold>(B)</bold> displaying treatments that were associated with a significant reduction of the self-reported intensity of headaches. Ratio of means (RoM) values were calculated using a fixed-effects model (I<sup>2</sup> &#x003d; 17.8%). Effective treatments included propranolol with valproate with magnesium, topiramate with amitriptyline, topiramate, CoQ10 with L-carnitine, propranolol, pregabalin, valproate, melatonin, amitriptyline, zonisamide, cinnarizine, memantine, and vitamin D3. The analysis incorporated 20 studies (<xref ref-type="bibr" rid="B73">Steiner et al., 1988</xref>; <xref ref-type="bibr" rid="B22">Gawel et al., 1992</xref>; <xref ref-type="bibr" rid="B55">Pradalier et al., 2001</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Assarzadegan et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B23">Gazerani et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B69">Sherafat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>).</p>
</caption>
<graphic xlink:href="fphar-16-1620887-g003.tif">
<alt-text content-type="machine-generated">A forest plot and network graph depict pain intensity reduction by various treatments compared to placebo. The forest plot shows treatments with their Ratio of Means (ROM) and 95% Confidence Intervals, indicating the effectiveness of each. The network graph visually connects treatments, illustrating direct comparisons.</alt-text>
</graphic>
</fig>
<p>Valproate plus magnesium and topiramate plus amitriptyline showed the most pronounced effects on pain reduction. These findings support the long-term prophylactic benefits of these interventions and highlight the potential value of combination therapies in migraine management.</p>
</sec>
</sec>
<sec id="s3-3">
<title>Migraine duration</title>
<p>Eighteen studies (n &#x3d; 1809) reported data on migraine duration (<xref ref-type="bibr" rid="B11">Carrieri et al., 1988</xref>; <xref ref-type="bibr" rid="B22">Gawel et al., 1992</xref>; <xref ref-type="bibr" rid="B40">Lucking et al., 1988</xref>; <xref ref-type="bibr" rid="B17">Diener et al., 2001a</xref>; <xref ref-type="bibr" rid="B19">Diener et al., 2001b</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>). A fixed-effects model was used due to low heterogeneity (I<sup>2</sup> &#x3d; 0%, Q &#x3d; 2.55, P &#x3d; 0.64). Versus placebo, indobufen (ROM &#x3d; 0.44; 95%CI &#x3d; 0.30&#x2013;0.64), topiramate (ROM &#x3d; 0.45; 95%CI &#x3d; 0.29&#x2013;0.69), valproate plus magnesium (ROM &#x3d; 0.50; 95%CI &#x3d; 0.34&#x2013;0.73), propranolol (ROM &#x3d; 0.53; 95%CI &#x3d; 0.29&#x2013;0.97), CoQ10 plus L-carnitine (ROM &#x3d; 0.56; 95%CI &#x3d; 0.33&#x2013;0.96), valproate (ROM &#x3d; 0.58; 95%CI &#x3d; 0.40&#x2013;0.84) were related to decreased migraine duration. Several other agents also showed significant effects. The network diagram and forest plots are shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. P-score rankings are summarized in <xref ref-type="sec" rid="s13">Supplementary Table S2</xref>. No significant publication bias was detected (<xref ref-type="sec" rid="s13">Supplementary Figure S13</xref>). Pairwise comparisons and network inconsistency tests are detailed in <xref ref-type="sec" rid="s13">Supplementary Table S7</xref> and <xref ref-type="sec" rid="s13">Supplementary Figure S14</xref>, respectively. The heat map for migraine duration is presented in <xref ref-type="sec" rid="s13">Supplementary Figure S15</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Association of Treatment With Headache Duration. <bold>(A)</bold> Migraine duration plot. <bold>(B)</bold> Migraine duration graph. Forest plot <bold>(A)</bold> and network graph <bold>(B)</bold> displaying the effect of treatments on the duration of migraine attacks. The data includes the ratio of means (RoM) for each treatment compared with placebo, calculated using a fixed-effects model due to heterogeneity (I<sup>2</sup> &#x003d; 0%). Significant reductions were observed with indobufen, topiramate, volproate with magnesium, propranolol, CoQ10 with l-carnitine, valproate, amitriptyline, melatonin, magnesium, and vitamin d3. The analysis was based on 18 studies (<xref ref-type="bibr" rid="B11">Carrieri et al., 1988</xref>; <xref ref-type="bibr" rid="B22">Gawel et al., 1992</xref>; <xref ref-type="bibr" rid="B40">Lucking et al., 1988</xref>; <xref ref-type="bibr" rid="B17">Diener et al., 2001a</xref>; <xref ref-type="bibr" rid="B19">Diener et al., 2001b</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B27">Hajihashemi et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Ghorbani et al., 2020</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Askari et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>) with 1809 patients.</p>
</caption>
<graphic xlink:href="fphar-16-1620887-g004.tif">
<alt-text content-type="machine-generated">A bar plot and a network graph illustrate migraine duration data. The bar plot shows various treatments, with results indicating favor toward treatment or placebo, including confidence intervals. The network graph connects different treatments, demonstrating comparisons between them. Dark lines and numbers indicate the degree of connection among treatments.</alt-text>
</graphic>
</fig>
<p>Indobufen, topiramate, and valproate plus magnesium showed significant efficacy in reducing migraine duration. These findings support the long-term prophylactic benefits of these interventions and highlight the potential value of multi-target approaches in migraine prevention.</p>
<sec id="s3-3-1">
<title>QoL</title>
<p>Seven studies reported data on health-related QoL and disability (<xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B69">Sherafat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B20">Ebrahimi-Monfared et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>). A fixed-effects model was used based on low heterogeneity (Q &#x3d; 0; I<sup>2</sup> not reported). Compared with placebo, Topiramate (ROM &#x3d; 0.45; 95%CI &#x3d; 0.27&#x2013;0.76), valproate plus magnesium (ROM &#x3d; 0.65; 95%CI &#x3d; 0.56&#x2013;0.75), memantine (ROM &#x3d; 0.65; 95%CI &#x3d; 0.62&#x2013;0.69), valproate (ROM &#x3d; 0.69; 95%CI &#x3d; 0.61&#x2013;0.78), melatonin (ROM &#x3d; 0.74; 95%CI &#x3d; 0.64&#x2013;0.85), and magnesium (ROM &#x3d; 0.75; 95%CI &#x3d; 0.66&#x2013;0.86) were related to improved QoL. The network diagram and forest plots are shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. No publication bias was observed (<xref ref-type="sec" rid="s13">Supplementary Figure S16</xref>). Pairwise comparisons are detailed in <xref ref-type="sec" rid="s13">Supplementary Table S8</xref>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Association of Treatment With Quality of Life. <bold>(A)</bold> Quality of life improvement plot. <bold>(B)</bold> Quality of life improvement graph. Forest plot <bold>(A)</bold> and network graph <bold>(B)</bold> displaying the association of various treatments with quality of life, measured using the Migraine Disability Assessment tool. Topiramate, valproate with magnesium, memantine, valproate, melatonin, and magnesium showed significant improvements in quality of life compared with placebo. The analysis faced limitations due to the small number of studies per treatment.</p>
</caption>
<graphic xlink:href="fphar-16-1620887-g005.tif">
<alt-text content-type="machine-generated">Part A is a forest plot showing the quality of life improvement for various treatments. It compares treatments to a placebo with a ratio of means, favoring treatment when less than one. The treatments include Topiramate, Valproate plus Magnesium, Memantine, Valproate, Melatonin, Magnesium, Cinnarizine, Selenium, and Atorvastatin plus Nortriptyline. Part B is a network graph illustrating connections between treatments, including Magnesium, Cinnarizine, Atorvastatin plus Nortriptyline, Valproate plus Magnesium, Valproate, Selenium, Topiramate, Placebo, Memantine, and Melatonin, with lines indicating connections.</alt-text>
</graphic>
</fig>
<p>Topiramate, valproate plus magnesium, memantine, valproate, melatonin, and magnesium showed significant effects on improving health-related quality of life in patients with migraine. However, due to the limited number of studies, these findings should be interpreted with caution.</p>
</sec>
<sec id="s3-3-2">
<title>Safety</title>
<p>Twenty-eight studies (n &#x3d; 3,090) reported data on adverse events (<xref ref-type="bibr" rid="B11">Carrieri et al., 1988</xref>; <xref ref-type="bibr" rid="B73">Steiner et al., 1988</xref>; <xref ref-type="bibr" rid="B22">Gawel et al., 1992</xref>; <xref ref-type="bibr" rid="B66">Schoenen et al., 1999</xref>; <xref ref-type="bibr" rid="B10">Bussone et al., 1999</xref>; <xref ref-type="bibr" rid="B17">Diener et al., 2001a</xref>; <xref ref-type="bibr" rid="B19">Diener et al., 2001b</xref>; <xref ref-type="bibr" rid="B72">Silvestrini et al., 2003</xref>; <xref ref-type="bibr" rid="B45">Mei et al., 2004</xref>; <xref ref-type="bibr" rid="B64">Sandor et al., 2005</xref>; <xref ref-type="bibr" rid="B71">Silberstein et al., 2006</xref>; <xref ref-type="bibr" rid="B5">Ashtari et al., 2008</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Sadeghi et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Assarzadegan et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Noruzzadeh et al., 2016</xref>; <xref ref-type="bibr" rid="B29">Hesami et al., 2018a</xref>; <xref ref-type="bibr" rid="B68">Shanmugam et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Chowdhury et al., 2022</xref>; <xref ref-type="bibr" rid="B28">Hedayat et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Balali et al., 2024</xref>; <xref ref-type="bibr" rid="B44">Mehramiri et al., 2024</xref>; <xref ref-type="bibr" rid="B60">Roghani et al., 2024</xref>; <xref ref-type="bibr" rid="B18">Diener et al., 1996</xref>; <xref ref-type="bibr" rid="B33">Keskinbora and Aydinli, 2008</xref>; <xref ref-type="bibr" rid="B41">Luo et al., 2012</xref>; <xref ref-type="bibr" rid="B26">Gon&#xe7;alves et al., 2016</xref>). A fixed-effects model was used due to low heterogeneity (I<sup>2</sup> &#x3d; 22.8%, Q &#x3d; 12.96, P &#x3d; 0.23). Topiramate (RR &#x3d; 1.43; 95%CI &#x3d; 1.23&#x2013;1.65), flunarizine (RR &#x3d; 1.47; 95%CI &#x3d; 1.01&#x2013;2.15), propranolol (RR &#x3d; 1.53; 95%CI &#x3d; 1.09&#x2013;2.13), valproate (RR &#x3d; 2.09; 95%CI &#x3d; 1.36&#x2013;3.22), amitriptyline (RR &#x3d; 2.12; 95%CI &#x3d; 1.59&#x2013;2.83), cinnarizine (RR &#x3d; 2.27; 95%CI &#x3d; 1.36&#x2013;3.81), and nortriptyline (RR &#x3d; 2.93; 95%CI &#x3d; 1.39&#x2013;6.16) were associated with higher rates of adverse events compared with placebo. The forest plots and network diagrams are shown in <xref ref-type="sec" rid="s13">Supplementary Figure S17, S18</xref>. No significant publication bias was detected (<xref ref-type="sec" rid="s13">Supplementary Figure S19</xref>). Pairwise comparisons are detailed in <xref ref-type="sec" rid="s13">Supplementary Table S9</xref>, and network inconsistency tests are shown in <xref ref-type="sec" rid="s13">Supplementary Figure S20</xref>. The heat map for adverse events is presented in <xref ref-type="sec" rid="s13">Supplementary Figure S21</xref>.</p>
<p>Topiramate, valproate, and propranolol were significantly linked to higher rates of adverse events than placebo. These results underscore the need to carefully assess the risk&#x2013;benefit ratio in migraine prophylaxis.</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>In this NMA, we evaluated oral medications for migraine prevention. Topiramate, propranolol, and valproate significantly reduced migraine frequency, intensity, and duration, consistent with the 2019 European Headache Federation guidelines, which classify topiramate and propranolol as Level A recommendations and valproate as Level B (<xref ref-type="bibr" rid="B62">Sacco et al., 2019</xref>). These agents are also recognized as first-line options in the 2024 International Headache Society Global Practice Recommendations, which synthesize existing evidence on established oral therapies alongside emerging biologics (<xref ref-type="bibr" rid="B57">Puledda et al., 2024a</xref>). Despite their efficacy, these medications are associated with higher rates of adverse events, highlighting the need for careful risk&#x2013;benefit assessment in clinical practice. This study supports the potential role of memantine, melatonin, and vitamin D3 in the prevention of migraine. Although these drugs are not traditionally considered preventive medications, their multi-target mechanisms offer a broader range of therapeutic options for specific patient populations. Specifically, memantine may alleviate migraine attacks by modulating the glutamate signaling pathway, thereby reducing neuronal hyperexcitability (<xref ref-type="bibr" rid="B12">Charles, 2021</xref>). Melatonin may indirectly reduce the frequency and pain intensity by regulating circadian rhythms and improving sleep quality (<xref ref-type="bibr" rid="B52">Ong et al., 2018</xref>; <xref ref-type="bibr" rid="B48">Nagtegaal et al., 1998</xref>). Vitamin D3 may demonstrate significant efficacy in improving migraine by modulating neurotransmitter levels and reducing inflammatory responses (<xref ref-type="bibr" rid="B79">Tseng et al., 2024</xref>). However, it is important to note that evidence for these agents is primarily derived from small or single studies, which limits the generalizability of these findings. Therefore, future studies should further explore the mechanisms of action and clinical efficacy of these drugs to verify their long-term effects and safety in migraine prevention.</p>
<p>In addition, this study systematically evaluated the efficacy and safety of various combination therapies. The results showed that flunarizine plus topiramate, valproate plus magnesium, and folic plus pyridoxine were significantly more effective in reducing the frequency, intensity, and duration of migraine attacks compared to monotherapy, and were associated with favorable safety profiles. These combination therapies may generate synergistic effects through distinct mechanisms of action, thus enhancing their preventive efficacy. For example, the combination of valproate and magnesium may enhance the antimigraine effects of valproate by supplementing intraneuronal magnesium ion levels (<xref ref-type="bibr" rid="B34">Khani et al., 2021</xref>). Due to the limitations of current network meta-analysis models, the specific contribution of each drug in combination therapies cannot be clearly distinguished. While valproate, topiramate, and amitriptyline are well-established first-line treatments, the added value of adjuncts like magnesium remains uncertain. However, some of these combinations were supported by limited evidence, and larger trials are needed to confirm these findings. Future studies should further investigate the long-term effects and potential side effects of these combination therapy regimens, particularly their efficacy and safety across different patient populations. Investigating the long-term impact of these combination therapies on patients&#x2019; QoL, as well as determining the optimal dosage and treatment duration, will be important directions for future research.</p>
<p>In the analysis of the 50% response rate, moderate heterogeneity was observed (I<sup>2</sup> &#x3d; 72.7%), and a random-effects model was used to account for between-study variability. Excluding studies with less than 16&#xa0;weeks of follow-up (<xref ref-type="bibr" rid="B71">Silberstein et al., 2006</xref>; <xref ref-type="bibr" rid="B1">Afshari et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Bostani et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Choudhary et al., 2017</xref>) reduced heterogeneity (I<sup>2</sup> &#x3d; 50.7%). In contrast, low heterogeneity (I<sup>2</sup> &#x3c; 25%) was found for migraine frequency, duration, pain intensity, and quality of life (QoL), supporting the use of a fixed-effect model for these outcomes. The consistency across studies for these endpoints suggests reliable results. The heterogeneity in the 50% response rate may be influenced by follow-up duration; therefore, future studies should standardize follow-up periods to improve comparability. This study found that topiramate, flunarizine, propranolol, valproate, amitriptyline, cinnarizine, and nortriptyline were associated with improved QoL. However, given that the evidence is derived from a limited number of studies, these findings should be interpreted cautiously in clinical practice. Although drugs such as valsartan and a-dihydroergocryptine have shown therapeutic effects, these findings are largely based on individual studies and require further investigation to be confirmed.</p>
<p>34.7% of the participants were from Iran, which may introduce regional bias and limit the generalizability of our findings. Although the included Iranian studies were methodologically sound and met our inclusion criteria, differences in demographics, genetics, or healthcare practices compared to other populations may affect the external validity. Future studies should include more diverse populations to confirm the applicability of these findings across different regions and clinical contexts.</p>
<p>Rimegepant and Atogepant have been approved for migraine prevention (<xref ref-type="bibr" rid="B77">Tepper, , 2020</xref>; <xref ref-type="bibr" rid="B15">Deeks, 2022</xref>). However, our systematic literature review found no RCTs focusing on these drugs for migraine prevention in patients aged 18&#x2013;65 years. Some studies have covered a broader age range, such as 18&#x2013;80 years (<xref ref-type="bibr" rid="B67">Schwedt et al., 2022</xref>). This suggests that these drugs may have significant clinical value for a wider patient population. Focusing on patients aged 18&#x2013;65 years may limit the applicability of our findings. Future research should include a broader age range, such as individuals aged 18 and above, for a more comprehensive perspective. It should also focus on age-stratified studies to better understand the drugs&#x2019; therapeutic effects and tolerability.</p>
<p>This study not only validated the efficacy of traditional drugs such as topiramate, valproate, and propranolol, but also focused on uncovering the potential value of non-traditional preventive medications and combination therapies. These agents and combination strategies offer novel approaches to migraine prevention, especially for patients who cannot tolerate conventional therapies. Future studies should further investigate the mechanisms of action and clinical efficacy of these agents to validate their long-term effectiveness and safety in migraine prophylaxis. In addition, given the multi-target nature of these drugs, exploring differences in their efficacy across various patient subgroups will be of considerable importance. QoL measures should be more comprehensively incorporated into future studies to better evaluate the impact of treatment on patients&#x2019; daily functioning and overall wellbeing.</p>
</sec>
<sec id="s5">
<title>Limitations</title>
<p>Although this study comprehensively evaluated the effects of various oral medications on migraine prevention in adults, it has several limitations. First, variations in the initial measurements of certain endpoints (e.g., frequency, intensity, MIDAS score, and duration) may have affected the reliability of the findings. Second, the validity of the NMA was limited by the inclusion of some medications tested in fewer than 100 patients, which may have introduced small-study bias and influenced the reported results. Third, the evaluation of outcomes such as QoL was based on a restricted number of studies, leading to insufficient statistical power. Fourth, Iran contributed the largest proportion of participants (approximately 34.7% of the total 4,612), which may represent an additional potential source of regional bias. Fifth, this study did not include newer oral preventive agents such as rimegepant and atogepant, which have recently been approved for migraine prevention. This was primarily due to the limited number of RCTs in the predefined age group (18&#x2013;65 years). These drugs represent emerging treatment options and should be considered in future comparative studies with broader inclusion criteria. In addition, some medications included in this analysis, such as indobufen and cinnarizine, are not approved by the US Food and Drug Administration (FDA), although they have been commonly prescribed in several countries outside the US.</p>
</sec>
<sec sec-type="conclusion" id="s6">
<title>Conclusion</title>
<p>This network meta-analysis confirms the significant efficacy of traditional agents such as topiramate, valproate, and propranolol in reducing migraine frequency, pain intensity, and duration. However, these medications are associated with a higher incidence of adverse events, highlighting the need for careful risk&#x2013;benefit assessments. Additionally, the study found that non-traditional medications such as memantine, melatonin, and vitamin D3 may have potential therapeutic effects. Combination therapies, such as flunarizine plus topiramate and valproate plus magnesium, demonstrate superior efficacy and a lower incidence of adverse events compared to monotherapy. When traditional treatments are not tolerated or prove ineffective, combination therapies or non-traditional medications may be considered. For high-risk patients, treatment decisions should prioritize drug safety. Future research should further evaluate the long-term effectiveness and safety of non-traditional preventive medications and combination therapies, particularly in different patient subgroups and in relation to QoL. Overall, this study provides important support for clinical decision-making and highlights potential directions for future research on migraine prevention.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s13">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>JiW: Formal Analysis, Investigation, Methodology, Software, Writing &#x2013; original draft. JuW: Formal Analysis, Investigation, Methodology, Software, Writing &#x2013; original draft. JZ: Investigation, Methodology, Writing &#x2013; review and editing. BL: Investigation, Software, Writing &#x2013; original draft. XS: Investigation, Methodology, Writing &#x2013; original draft. YW: Methodology, Software, Writing &#x2013; original draft. FT: Investigation, Software, Writing &#x2013; original draft. YD: Conceptualization, Funding acquisition, Writing &#x2013; review and editing. PW: Conceptualization, Data curation, Funding acquisition, Methodology, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. The study was funded by the Qihuang scholar in the National Support Program for Leading Talents of Traditional Chinese Medicine ([2018] No. 12); National Administration of Traditional Chinese Medicine&#x2019;s Program for Enhancing Evidence-Based Capacity and Platform Construction in the Treatment of Cerebral Diseases (2019XZZX-NB003).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s11">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<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="s13">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2025.1620887/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphar.2025.1620887/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Supplementaryfile1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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