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<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2025.1473475</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>HLA alleles and dengue susceptibility across populations in the era of climate change: a comprehensive review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ghosh</surname>
<given-names>Amit Gourav</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Hie Lim</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="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Khor</surname>
<given-names>Seik-Soon</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Singapore Centre for Environmental Life Sciences Engineering, Nanyang Technological University</institution>, <addr-line>Singapore</addr-line>, <country>Singapore</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>GenomeAsia 100K Consortium</institution>, <addr-line>Singapore</addr-line>, <country>Singapore</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Asian School of the Environment, Nanyang Technological University</institution>, <addr-line>Singapore</addr-line>, <country>Singapore</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Luwen Zhang, University of Nebraska-Lincoln, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Willy A. Valdivia-Granda, Orion Integrated Biosciences, United States</p>
<p>Ye Guoguo, Southern University of Science and Technology, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Seik-Soon Khor, <email xlink:href="mailto:seiksoon@gmail.com">seiksoon@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1473475</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ghosh, Kim and Khor</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ghosh, Kim and Khor</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>
<p>Dengue, a viral infection transmitted by <italic>Aedes</italic> mosquitoes, is an emerging global health threat exacerbated by climate change. Rising temperatures and altered precipitation patterns create favourable conditions for vector proliferation and extended transmission periods, increasing the risk of dengue in endemic regions and facilitating its spread to non-endemic areas. Understanding the interplay between critical genetic factors and dengue susceptibility is crucial for developing effective public health strategies. The <italic>Human Leukocyte Antigen (HLA)</italic> genes encode proteins essential for an effective immune response against pathogens, and their genetic variations influence susceptibility to severe dengue. In this study, we conducted a comprehensive meta-analysis of <italic>HLA</italic> alleles associated with dengue infection and dengue severity. We analysed 19 case-control studies on dengue infections in populations worldwide to infer <italic>HLA</italic> associations with various pathological forms of dengue and to examine differences across different populations. Our findings indicate that <italic>HLA-A*02</italic> increases susceptibility to dengue fever (DF), while <italic>HLA-A*03</italic> increases the risk of Dengue Haemorrhagic Fever (DHF), with these increased susceptibilities primarily observed in Southeast Asian populations. Additionally, <italic>HLA-A*24</italic> is associated with DHF and all symptomatic dengue infections (DEN), contributing to dengue risk in both Southeast Asia and the Caribbean. Conversely, <italic>HLA-A*33</italic> and <italic>HLA-B*44</italic> show a protective effect against DHF but show significant regional heterogeneity, highlighting divergent, population-specific susceptibility profiles. This study underscores the importance of population-specific genetic risk assessments for dengue infection and emphasizes the need for targeted medical interventions and improved predictive models to mitigate dengue&#x2019;s impact, especially as climate change accelerates disease spread.</p>
</abstract>
<kwd-group>
<kwd>dengue</kwd>
<kwd>HLA</kwd>
<kwd>dengue fever (DF)</kwd>
<kwd>dengue haemorrhagic fever</kwd>
<kwd>serotype</kwd>
<kwd>climate change</kwd>
</kwd-group>
<contract-sponsor id="cn001">Ministry of Education - Singapore<named-content content-type="fundref-id">10.13039/501100001459</named-content>
</contract-sponsor>
<counts>
<fig-count count="14"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="114"/>
<page-count count="20"/>
<word-count count="7075"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Viral Immunology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<sec id="s1_1">
<label>1.1</label>
<title>Dengue &#x2013; dengue viruses and pathogenesis</title>
<p>Dengue is a viral infection emerging as a significant threat to global health, caused by the dengue virus (DENV). DENV is primarily transmitted through a human-to-mosquito-to-human cycle by specific mosquito vectors known as <italic>Aedes aegypti</italic> and <italic>Aedes albopictus</italic>. In the year 2023, the number of reported dengue cases reached a historical high of 6.5 million (<xref ref-type="bibr" rid="B1">1</xref>); as of 30 April 2024, the total number of cases had reached a staggering 7.6 million (<xref ref-type="bibr" rid="B2">2</xref>) for the year 2024. It is estimated that 400 million yearly infections occur, and currently, half of the world&#x2019;s population is at the risk of contracting dengue (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B3">3</xref>). Previously endemic to the tropics and subtropics of Asia, the Americas, the Western Pacific, and Africa; it has now been reported to be rapidly expanding into previously non-endemic regions, such as temperate and even high-altitude regions due to climate change (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). This growing burden of dengue infections highlights the importance of a more comprehensive understanding of the virus, its role in disease progression, and its interaction with the human immune system.</p>
<p>Dengue is an acute febrile illness caused by four types of single-stranded DENVs from the <italic>Flavivirus</italic> genus that elicit distinct serological responses with the antibodies in human blood (<xref ref-type="bibr" rid="B6">6</xref>). The four DENV serotypes share about 65% of their genome, with subvariants within each serotype (<xref ref-type="bibr" rid="B7">7</xref>). The DENV genome comprises 10 genes coding for 3 structural and 7 non-structural proteins. The three structural proteins are capsid (C), membrane (M), and envelope (E), while the seven non-structural proteins are NS1, NS2A, NSB, NS3, NS4A, NS4B and NS5 (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). The C protein forms the nucleocapsid of the virus, and the M protein plays a crucial role in viral maturation (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). The E protein is essential for viral entry into the host cell by receptor binding and subsequent fusion (<xref ref-type="bibr" rid="B11">11</xref>). The non-structural proteins NS1, NS2A, NS4A, and NS4B are involved in the RNA replication process, with NS1 and NS5 also serving as antigens to initiate immune responses in the host cell (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>). The NS3 protein has helicase and protease functions, while NS4A is involved in autophagy (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>The replication cycle of the DENV begins with viral binding to the host cell receptors through clathrin-dependent receptor-mediated endocytosis (<xref ref-type="bibr" rid="B15">15</xref>). Inside the host cells, the virus undergoes endosomal processing facilitated by Rab5 and Rab7 proteins. Subsequently, the viral genome is released into the cytoplasm and translated into the endoplasmic reticulum (ER). The newly synthesised components are assembled into immature viral particles in the ER undergo maturation in the Trans-Golgi Network via furin-mediated cleavage and are eventually released from the cell through exocytosis (<xref ref-type="bibr" rid="B16">16</xref>).</p>
<p>Four serotypes of DENV have been reported to date (DENV1-4), and each serotype can cause dengue fever (DF), dengue haemorrhagic fever (DHF) (Grades 1-2), and dengue shock syndrome (DSS) (DHF Grades 3 and 4). DENV1-4 are the primary dengue-causing serotypes circulating in humans, with different regions reporting varying profiles of circulating serotypes (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Common symptoms of DHF include high fever, muscle and joint pain, severe headache, vomiting, bleeding from gums, and skin rashes. Without immediate medical treatment, DHF (Grades 1-2) might develop into DSS, the severe form of DHF, characterized by shortness of breath, rapid pulse rate, low blood pressure and severe abdominal pain. 60-80% of individuals with a primary DENV infection are asymptomatic; however, the risk of severe disease increases significantly during a second infection, especially among those with longer intervals since the primary DENV infection (<xref ref-type="bibr" rid="B17">17</xref>). DENV-2 and DENV-4 are more commonly identified in secondary dengue infections, while DENV-1 and DENV-3 often cause primary infections (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B18">18</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Worldwide pattern of dengue endemicity according to WHO and CDC, and the prevalence of dengue serotypes across different regions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g001.tif"/>
</fig>
<p>There is no consensus on the pathogenesis of DENV infection in the scientific community. The three major factors related to the severity of DENV infection include secondary infection, host genetics, and viral virulence (<xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>), with the majority view that secondary infection is the main risk factor for DHF. Primary DENV infection involves the stimulation of interferon gamma (IFN&#x3b3;) (<xref ref-type="bibr" rid="B24">24</xref>). During a secondary infection, non-neutralizing antibodies (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>) from the primary infection can bind to the serotype of the second infection. Instead of neutralizing the virus, these antibodies facilitate its entry into host cells, leading to increased viral replication and a more severe immune response. The phenomenon is commonly known as Antibody-Dependent Enhancement (ADE) (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). This heightened immune response can cause increased vascular permeability, plasma leakage, and other severe symptoms characteristic of DHF. The detection of DENV by RIG-I (retinoic acid-inducible gene I) and MDA5 (melanoma differentiation-associated protein 5) triggers the phosphorylation of IRF3 (interferon regulatory factors 3) and IRF7 (interferon regulatory factors 7), leading to the production of type I and III interferons (IFNs), the activation of the JAK-STAT pathways, and the upregulation of interferon-stimulated genes (ISGs) (<xref ref-type="bibr" rid="B29">29</xref>). During severe infection, immature DENV particles are recognized by TLR2 (Toll-like Receptor 2) and DC-SIGN (Dendritic Cell-Specific Intercellular adhesion molecule-3-Grabbing Non-integrin) on monocytes and immature dendritic cells, resulting in the release of inflammatory mediators like IL-1&#x3b2; (interleukin 1&#x3b2;) and TNF-&#x3b1; (tumour necrosis factor &#x3b1;), which increase endothelial cell permeability or dysfunction, contributing towards severe complications (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). Moreover, excess secretion of anti-DENV antibodies can exacerbate ADE (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), further increasing autoantibody production and its potential glycosylation, a signature seen in severe DHF and DSS (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Adaptive immunity mechanisms which could determine the protective and predisposing outcomes against dengue.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g002.tif"/>
</fig>
<p>Endothelial dysfunction could lead to complications such as hypotension, ascites, pleural effusions, shock, and organ dysfunction (<xref ref-type="bibr" rid="B34">34</xref>). NS1 protein and inflammatory mediators from monocytes, macrophages, dendritic cells, and mast cells contribute to this dysfunction (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>). Elevated cytokines and chemokines, such as IL-1&#x3b2;, IL-6, TNF-&#x3b1;, and MMP-9, directly cause endothelial dysfunction, while others like IL-10 may reduce it (<xref ref-type="bibr" rid="B36">36</xref>). Lipid mediators, including PAF, leukotrienes, prostaglandins, and sPLA2 enzymes, also play a role in vascular permeability (<xref ref-type="bibr" rid="B36">36</xref>). PAF and prostaglandin metabolites are elevated in severe cases and cause endothelial dysfunction (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>). Mast cell products such as histamine, tryptase, chymase, VEGF, and serotonin are linked to disease severity and vascular leakage (<xref ref-type="bibr" rid="B38">38</xref>&#x2013;<xref ref-type="bibr" rid="B40">40</xref>). Recent studies from Nicaragua and India showed that both primary and secondary DENV infections can range from subclinical to severe implications (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>).</p>
<p>DSS also involves severe cases of hepatomegaly and bleeding, especially in gum, nose, and stool. A typical signature of DSS, hepatomegaly and other complications regarding the liver, high levels of aspartate transaminase (AST) levels are inferred to have played an influential role (<xref ref-type="bibr" rid="B43">43</xref>). Secondary hemophagocytic lymphohistiocytosis (HLH), characterized by macrophage activation and cytokine storms, is a significant cause of severe liver dysfunction and high mortality in dengue patients (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>). Dengue can cause various bleeding manifestations, including petechiae, gum bleeding, and hematemesis (<xref ref-type="bibr" rid="B36">36</xref>). Bleeding results from thrombocytopenia, dysfunctional platelets, coagulation pathway abnormalities, and prolonged shock (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B46">46</xref>). Over 50% of hospitalized dengue patients experience severe thrombocytopenia, which correlates with disease severity (<xref ref-type="bibr" rid="B36">36</xref>). Platelets can be directly infected by DENV, leading to activation through multiple pathways, including serotonin release from mast cells and direct activation by the virus (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B47">47</xref>).</p>
</sec>
<sec id="s1_2">
<label>1.2</label>
<title>Human leukocyte antigen and its role in launching immune response against DENV</title>
<p>Since DENV is a foreign body infecting host cells, the genes influencing host defence mechanisms against such foreign infecting agents could play a crucial role in influencing effective response against DENV. One such large complex of genes are the <italic>HLA</italic> genes. <italic>HLA</italic> genes are known to be the most polymorphic regions in the human genome and are the part of Major Histocompatibility Complex (MHC) region located on the short arm of chromosome 6. Class I and class II <italic>HLA</italic> genes encode antigen-recognising sites crucial for adaptive immune responses, recognising between self and non-self. HLA class I proteins present foreign peptides to T-cell receptors on CD8+ T cells (cytotoxic T cells) to launch immune responses. HLA class II proteins are expressed on active immune cells like antigen-presenting cells (APCs) and B cells, where they detect antigens and present them to CD4+ T cells (helper T cells) to initiate immune responses. During Antibody-Dependent Enhancement (ADE) where Fc&#x3b3; receptors (Fc&#x3b3;R) facilitate the increased entry of DENV into immune cells, it could lead to the upregulation of HLA class I molecules, suppressing the activity of NK cells (<xref ref-type="bibr" rid="B48">48</xref>). Such reduced activity could potentially contribute to disease pathogenesis. <italic>HLA</italic> class I alleles further influence the magnitude of CD8+ T cell responses against DENV (<xref ref-type="bibr" rid="B49">49</xref>&#x2013;<xref ref-type="bibr" rid="B51">51</xref>). Therefore, the host&#x2019;s <italic>HLA</italic> allele profile is paramount in determining the immunogenic response to DENV infection. This leads to varied immunopathological outcomes, including susceptibility or protection against DENV infection or more severe outcomes (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>).</p>
<p>Given the crucial role of <italic>HLA</italic> genes in determining the pathophysiology of DENV infection, numerous case-control studies have investigated how <italic>HLA</italic> polymorphisms influence susceptibility to and protection against severe outcomes of DENV infection. By late 1970s, the idea that HLA proteins could determine the susceptibility towards viral infections started gaining ground (<xref ref-type="bibr" rid="B54">54</xref>). <italic>HLA</italic> responses against DENV can also show serotype specificity. A study on the Sri Lankan population has demonstrated that DENV-2-specific responses, likely due to the population&#x2019;s previous history of DENV-2 infection, signifying that epidemiological history could influence serotype-specific immune responses (<xref ref-type="bibr" rid="B51">51</xref>). However, <italic>HLA</italic> allele associations with DENV infection outcomes could be complicated by factors such as <italic>HLA</italic> alleles typing resolution, the population studied, predominant DENV serotypes, <italic>HLA</italic> allele composition, and how the different stages/categories of dengue are defined in the study design. Therefore, usage of standardised pathophysiological classifications for dengue, clear definition of populations studied, and large enough case &amp; control sizes are imperative to derive statistically significant inferences.</p>
<p>The earliest case-control study suggesting the influence of <italic>HLA</italic> alleles in determining susceptibility or protection against DENV infection was performed on Thai children in 1981, identifying several <italic>HLA</italic> class I antigens as potential crucial regulators in the development of severe forms of dengue (<xref ref-type="bibr" rid="B55">55</xref>). Throughout the years, several case-control studies, primarily across Southeast Asia, Central and South America, have further cemented the crucial role of different <italic>HLA</italic> class I alleles in determining dengue susceptibility (<xref ref-type="bibr" rid="B55">55</xref>&#x2013;<xref ref-type="bibr" rid="B73">73</xref>).</p>
</sec>
<sec id="s1_3">
<label>1.3</label>
<title>Dengue - an emerging threat in a warming world: understanding DENV and host HLA interactions</title>
<p>Dengue cases have been rising exponentially over the past five decades with the Americas (Caribbean and Latin American), Southeast Asia, and South Asia, bearing the highest burden of dengue cases (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). From 2022 to 2023, dengue cases more than doubled in 16 Caribbean and 9 Latin American countries, with St Kitts and Nevis and Argentina reporting increases of 28500% and 17364.4%, respectively. Similarly, cases in Bangladesh in South Asia and Thailand in Southeast Asia showed increases of 414.6% and 241.1% (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>), respectively. In Europe, the locally transmitted cases increased significantly in 2023, with Spain, Italy, and France reporting 3, 82, and 45 cases, respectively (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Worldwide dengue case patterns <bold>(A)</bold> Total reported cases for the year 2023 <bold>(B)</bold> Percentage increase in dengue cases from the year 2022-202.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g003.tif"/>
</fig>
<p>The global increase in dengue cases can be attributed to several factors, including viral evolution (<xref ref-type="bibr" rid="B74">74</xref>, <xref ref-type="bibr" rid="B75">75</xref>), human settlement patterns (<xref ref-type="bibr" rid="B76">76</xref>), socioeconomic drivers (<xref ref-type="bibr" rid="B77">77</xref>), human mobility (<xref ref-type="bibr" rid="B78">78</xref>), age (<xref ref-type="bibr" rid="B79">79</xref>) and climate change (<xref ref-type="bibr" rid="B80">80</xref>). A complex interplay of these factors determines the epidemiological fate of dengue for any given population or geographic setting. Specifically, DENV vectors belonging to <italic>Aedes</italic> sp have rapidly expanded into new habitats, driven by warmer and more humid conditions due to climate change (<xref ref-type="bibr" rid="B81">81</xref>&#x2013;<xref ref-type="bibr" rid="B85">85</xref>). Such climatic conditions could result in a shorter extrinsic incubation period (EIP), the period required for a mosquito to become dengue-transmittable after having an infectious meal, increasing dengue risk (<xref ref-type="bibr" rid="B86">86</xref>). Furthermore, rising temperatures have been found to increase the biting incidence of dengue vectors, while extended periods of warmer conditions lengthen the suitable period for dengue transmission, heightening the risk of severe epidemics (<xref ref-type="bibr" rid="B87">87</xref>).</p>
<p>It is projected that within the next six decades, close to two-thirds of the world&#x2019;s population will be vulnerable to dengue infection (<xref ref-type="bibr" rid="B82">82</xref>). Without adequate preparations, the potential surge of dengue cases could overwhelm medical infrastructures, particularly considering emerging infectious diseases like COVID-19. This growing threat underscores the importance of understanding genetic factors that influence dengue susceptibility and severity.</p>
<p>In the context of the rising dengue cases due to climate change and other anthropogenic factors, we review and perform a meta-analysis of the known associations of <italic>HLA</italic> alleles with dengue. As key regulators of adaptive immunity, HLA molecules present viral peptides to T cells, influencing immune activation and viral clearance. Variability in <italic>HLA</italic> alleles has been linked to differences in dengue susceptibility, severity, and immune response efficiency (<xref ref-type="bibr" rid="B88">88</xref>&#x2013;<xref ref-type="bibr" rid="B90">90</xref>). Understanding these associations is crucial to gaining deeper insights into how our adaptive immune system functions and influences DENV infection outcomes.</p>
</sec>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Dengue epidemiological data</title>
<p>Global DENV infection cases and endemicity data were compiled and collected from WHO&#x2019;s 2024 reports (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>) and ECDC (<xref ref-type="bibr" rid="B91">91</xref>), latest until 24 June 2024. Missing data from DENV infection cases was collected from the official reported figures mentioned governmental health ministry and infectious disease surveillance website for each respective country (<xref ref-type="bibr" rid="B92">92</xref>). We had a total of 75 countries reporting endemic dengue cases until the start of 2024.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Association of <italic>HLA</italic> alleles with dengue worldwide</title>
<p>To look for candidate papers for <italic>HLA</italic>-Dengue association meta-analysis, we searched two databases, PUBMED and Semantic Scholar. In order to make the best use of the two datasets, custom search strategies were used for each, mentioned below:</p>
<list list-type="bullet">
<list-item>
<p>PUBMED.</p>
</list-item>
<list-item>
<p>We entered the following query in the search option to optimise the retrieval of appropriate studies &#x2013; (Dengue) AND (HLA) AND ((association) OR (associated)). The submitted query returned 101 potential study candidates.</p>
</list-item>
<list-item>
<p>Semantic Scholar.</p>
</list-item>
<list-item>
<p>We utilised the elicit (<xref ref-type="bibr" rid="B93">93</xref>) tool to streamline the searching process from Semantic Scholar. For a query of &#x201c;What are the <italic>HLA</italic> alleles associated with Dengue infection outcomes in humans?&#x201d;, it was ensured that the words &#x201c;Dengue&#x201d;, &#x201c;<italic>HLA</italic>&#x201d;, &#x201c;association&#x201d; or &#x201c;associated&#x201d; will should be present within the abstract. This search strategy returned a total of 264 study candidates from an initial 32,604 when searched directly on Semantic Scholar.</p>
</list-item>
</list>
<p>With the studies obtained from the above search strategies, we followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines (<xref ref-type="bibr" rid="B94">94</xref>) to screen and finalise studies which would be included in the meta-analysis (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). During the selection of the studies to be included for the meta-analyses, the investigators decided on the final set of candidates without any conflicting viewpoints or opinions.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>PRISMA flow diagram for the selection of studies for dengue-associated HLA meta-analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g004.tif"/>
</fig>
<p>A total of 19 studies have been included in the meta-analysis (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), DENV infection phenotypes such as DF, DHF and DSS were comprehensively extracted. Symptomatic DENV infection cases defined as DEN and the sum of DF and DHF was considered as DEN in our meta-analysis. Cochrane RevMan Web (<xref ref-type="bibr" rid="B99">99</xref>) was used for calculation of effect sizes of the studies, confidence intervals (CIs), heterogeneity across studies (I<sup>2</sup> statistics) and generation of forest plots. Fixed-effects model was used to calculate the pooled effect sizes and corresponding 95% CIs. Statistical significance was set at Mantel-Haenszel <italic>P</italic>&#x2009;&lt;&#x2009;0.05. Forest plots were plotted based on dengue phenotypes (DF, DHF and DEN) and further stratified by populations.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>List of previously reported case-control <italic>HLA</italic> association study with respect to dengue included in the meta-analysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">No</th>
<th valign="middle" align="center">Country</th>
<th valign="middle" align="center">Study (Author Name, reference)</th>
<th valign="middle" align="center">Year</th>
<th valign="middle" align="center">Population</th>
<th valign="middle" align="center">Cases</th>
<th valign="middle" align="center">Control</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center" style="">
<italic>1</italic>
</td>
<td valign="middle" align="center">Brazil</td>
<td valign="middle" align="center">Cardozo DM., et&#xa0;al. (<xref ref-type="bibr" rid="B59">59</xref>)</td>
<td valign="middle" align="center">2014</td>
<td valign="middle" align="center">Southern Brazilian</td>
<td valign="middle" align="center" style="">95</td>
<td valign="middle" align="center">173</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>2</italic>
</td>
<td valign="middle" align="center">Brazil</td>
<td valign="middle" align="center">Polizel JR., et&#xa0;al. (<xref ref-type="bibr" rid="B68">68</xref>)</td>
<td valign="middle" align="center">2004</td>
<td valign="middle" align="center">White Brazilian</td>
<td valign="middle" align="center">64</td>
<td valign="middle" align="center">667</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>3</italic>
</td>
<td valign="middle" align="center">Cuba</td>
<td valign="middle" align="center">Sierra B., et&#xa0;al. (<xref ref-type="bibr" rid="B69">69</xref>)</td>
<td valign="middle" align="center">2007</td>
<td valign="middle" align="center">Cuban</td>
<td valign="middle" align="center" style="">120</td>
<td valign="middle" align="center">189</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>4</italic>
</td>
<td valign="middle" align="center">Cuba</td>
<td valign="middle" align="center">Paradoa P&#xe9;rez ML., et&#xa0;al. (<xref ref-type="bibr" rid="B95">95</xref>)</td>
<td valign="middle" align="center">1987</td>
<td valign="middle" align="center">Cuban</td>
<td valign="middle" align="center">82</td>
<td valign="middle" align="center">276</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>5</italic>
</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Alagarasu K., et&#xa0;al. (<xref ref-type="bibr" rid="B60">60</xref>)</td>
<td valign="middle" align="center">2013</td>
<td valign="middle" align="center">Marathi</td>
<td valign="middle" align="center" style="">114</td>
<td valign="middle" align="center">224</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>6</italic>
</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Alagarasu K., et&#xa0;al. (<xref ref-type="bibr" rid="B61">61</xref>)</td>
<td valign="middle" align="center">2013</td>
<td valign="middle" align="center">Marathi</td>
<td valign="middle" align="center">114</td>
<td valign="middle" align="center">224</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>7</italic>
</td>
<td valign="middle" align="center">Jamaica</td>
<td valign="middle" align="center">Brown MG., et&#xa0;al. (<xref ref-type="bibr" rid="B72">72</xref>)</td>
<td valign="middle" align="center">2011</td>
<td valign="middle" align="center">Jamaica</td>
<td valign="middle" align="center" style="">50</td>
<td valign="middle" align="center">177</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>8</italic>
</td>
<td valign="middle" align="center">Malaysia</td>
<td valign="middle" align="center">Appanna R., et&#xa0;al. (<xref ref-type="bibr" rid="B67">67</xref>)</td>
<td valign="middle" align="center">2010</td>
<td valign="middle" align="center">Malay, Chinese, Indian</td>
<td valign="middle" align="center">92</td>
<td valign="middle" align="center">95</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>9</italic>
</td>
<td valign="middle" align="center">Mexico</td>
<td valign="middle" align="center">Falc&#xf3;n-Lezama JA., et&#xa0;al. (<xref ref-type="bibr" rid="B70">70</xref>)</td>
<td valign="middle" align="center">2009</td>
<td valign="middle" align="center">Mestizo</td>
<td valign="middle" align="center" style="">39</td>
<td valign="middle" align="center">34</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>10</italic>
</td>
<td valign="middle" align="center">Mexico</td>
<td valign="middle" align="center">LaFleur C., et&#xa0;al. (<xref ref-type="bibr" rid="B63">63</xref>)</td>
<td valign="middle" align="center">2002</td>
<td valign="middle" align="center">Mestizo</td>
<td valign="middle" align="center">81</td>
<td valign="middle" align="center">99</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>11</italic>
</td>
<td valign="middle" align="center">Philippines</td>
<td valign="middle" align="center">Mercado ES., et&#xa0;al. (<xref ref-type="bibr" rid="B56">56</xref>)</td>
<td valign="middle" align="center">2015</td>
<td valign="middle" align="center">Filipino Children</td>
<td valign="middle" align="center" style="">190</td>
<td valign="middle" align="center">300</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>12</italic>
</td>
<td valign="middle" align="center">Sri Lanka</td>
<td valign="middle" align="center">Weiskopf D., et&#xa0;al. (<xref ref-type="bibr" rid="B96">96</xref>)</td>
<td valign="middle" align="center">2016</td>
<td valign="middle" align="center">Sri Lankan</td>
<td valign="middle" align="center">440</td>
<td valign="middle" align="center">150</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>13</italic>
</td>
<td valign="middle" align="center">Sri Lanka</td>
<td valign="middle" align="center">Malavige GN., et&#xa0;al. (<xref ref-type="bibr" rid="B71">71</xref>)</td>
<td valign="middle" align="center">2011</td>
<td valign="middle" align="center">Sri Lankan</td>
<td valign="middle" align="center" style="">110</td>
<td valign="middle" align="center">119</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>14</italic>
</td>
<td valign="middle" align="center">Thailand</td>
<td valign="middle" align="center">Vejbaesya S., et&#xa0;al. (<xref ref-type="bibr" rid="B64">64</xref>)</td>
<td valign="middle" align="center">2015</td>
<td valign="middle" align="center">Thai</td>
<td valign="middle" align="center">440</td>
<td valign="middle" align="center">227</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>15</italic>
</td>
<td valign="middle" align="center">Thailand</td>
<td valign="middle" align="center">Stephens HA., et&#xa0;al. (<xref ref-type="bibr" rid="B97">97</xref>)</td>
<td valign="middle" align="center">2002</td>
<td valign="middle" align="center">Thai</td>
<td valign="middle" align="center" style="">263</td>
<td valign="middle" align="center">140</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>16</italic>
</td>
<td valign="middle" align="center">Thailand</td>
<td valign="middle" align="center">Chiewsilp P., et&#xa0;al. (<xref ref-type="bibr" rid="B55">55</xref>)</td>
<td valign="middle" align="center">1981</td>
<td valign="middle" align="center">Thai</td>
<td valign="middle" align="center">87</td>
<td valign="middle" align="center">138</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>17</italic>
</td>
<td valign="middle" align="center">Venezuela</td>
<td valign="middle" align="center">Mercedes T. F (<xref ref-type="bibr" rid="B98">98</xref>),</td>
<td valign="middle" align="center">2009</td>
<td valign="middle" align="center">Mixed descent Venezuelan</td>
<td valign="middle" align="center" style="">71</td>
<td valign="middle" align="center">127</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>18</italic>
</td>
<td valign="middle" align="center">Vietnam</td>
<td valign="middle" align="center">N. T. Lan., et&#xa0;al. (<xref ref-type="bibr" rid="B62">62</xref>)</td>
<td valign="middle" align="center">2008</td>
<td valign="middle" align="center">Kinh</td>
<td valign="middle" align="center">629</td>
<td valign="middle" align="center">450</td>
</tr>
<tr>
<td valign="middle" align="center" style="">
<italic>19</italic>
</td>
<td valign="middle" align="center">Vietnam</td>
<td valign="middle" align="center">Loke H., et&#xa0;al. (<xref ref-type="bibr" rid="B66">66</xref>)</td>
<td valign="middle" align="center">2001</td>
<td valign="middle" align="center">Vietnamese</td>
<td valign="middle" align="center" style="">309</td>
<td valign="middle" align="center">251</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>Following the PRISMA guideline (<xref ref-type="bibr" rid="B94">94</xref>) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), a total 19 case-control studies were included in our meta-analysis (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). After selecting the candidate studies, we performed a meta-analysis of the most commonly associated alleles across dengue fever (DF), dengue haemorrhagic fever (DHF) or all symptomatic dengue outcomes taken together (DEN). We also conducted a meta-analysis based on the origin of populations to observe susceptibility tendencies at a population-specific scale for each <italic>HLA</italic> allele against DEN.</p>
<sec id="s3_1">
<label>3.1</label>
<title>
<italic>HLA-A*02</italic>
</title>
<p>The <italic>HLA-A*02</italic> allele shows a significant amount of heterogeneity (<italic>P</italic> = 1.0E-03) across the five tested studies when DF is compared with healthy controls. Despite such heterogeneity, <italic>HLA-A*02</italic> [<italic>P</italic> = 2.0E-03, OR = 1.37 (1.13&#x2013;1.67)] is inferred to have a predisposing effect towards DF development (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Meta-analysis of <italic>HLA-A*02</italic> for dengue fever (DF), dengue haemorrhagic fever (DHF) and DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g005.tif"/>
</fig>
<p>When comparing DHF with healthy controls, the data from seven selected studies also show significant heterogeneity [<italic>P</italic> = 1.0E-02]. The combined odds ratio for <italic>HLA-A*02</italic> for DHF against healthy controls is insignificant [<italic>P</italic> = 0.07, OR = 1.18 (0.99&#x2013;1.40)], with a tendency towards being more predisposing to DHF (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<p>When comparing DEN with healthy controls based on 13 studies, the combined odds ratio [<italic>P</italic> = 2.0E-02, OR = 1.16 (1.02&#x2013;1.32)] suggests a predisposing influence of <italic>HLA-A*02</italic> despite the significant heterogeneity in the observation [<italic>P</italic> = 1.0E-04] (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<p>To infer the regional tendencies of the <italic>HLA-A*02</italic> allele influencing the susceptibility to any forms of DEN, we calculated the odds ratio after grouping the studies based on their region of origin (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Based on a single study conducted in Jamaica (<xref ref-type="bibr" rid="B72">72</xref>), the allele showed a tendency towards being a risk allele with the Caribbean region with the statistics remaining insignificant [<italic>P</italic> = 0.06, OR = 2.02 (0.97&#x2013;4.22)]. Meanwhile, in Latin America, no significant trend was observed [<italic>P</italic> = 0.93, OR = 1.01 (0.81&#x2013;1.25)].</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Meta-analysis of <italic>HLA-A*02</italic> across different populations for DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g006.tif"/>
</fig>
<p>In South Asia, the two studies based on Sri Lankan (<xref ref-type="bibr" rid="B71">71</xref>) and Indian (<xref ref-type="bibr" rid="B61">61</xref>) cohorts reported an insignificant association with dengue with respect to <italic>HLA-A*02</italic>. The combined odds ratio remained insignificant [<italic>P</italic> = 0.19, OR = 0.78 (0.53&#x2013;1.14)], with a tendency towards being protective (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). In Southeast Asia, despite significant heterogeneity across studies [<italic>P</italic> = 2.0E-03] driven primarily by the Vietnamese study done in 2001 (<xref ref-type="bibr" rid="B66">66</xref>) and the study on Filipino children in 2015 (<xref ref-type="bibr" rid="B56">56</xref>), a clear trend of risk emerged. Based on the six selected studies across Thailand, Vietnam, Malaysia, and Philippines, <italic>HLA-A*02</italic> is inferred to be a statistically significant risk allele for DEN [<italic>P</italic> = 2.0E-03, OR = 1.31 (1.10&#x2013;1.57)] (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>).</p>
<p>When combined across different regions and accounting for significant heterogeneity (<italic>P</italic> = 8.0E-04), the risk predisposition characteristic of <italic>HLA-A*02</italic> stands [<italic>P</italic> = 4.0E-02, OR = 1.14 (1.01&#x2013;1.30)] (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). It is very likely that this inference is driven primarily by the Southeast Asian studies, given their higher weight in the analysis conducted. Moreover, regardless of significant associations with either being a risk or protective against DEN within each region, the tendency of odds ratio differs significantly between each regional group (<italic>P</italic> = 2.0E-02). This difference among different region groups suggests a population-specific variability of the susceptibility profile of <italic>HLA-A*02</italic>.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>
<italic>HLA-A*03</italic>
</title>
<p>
<italic>HLA-A*03</italic> do not show any significant effect on DF susceptibility when compared to healthy controls across four studies [<italic>P</italic> = 0.72, OR = 0.95 (0.70&#x2013;1.28)] (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). When DHF is compared with healthy samples, significant heterogeneity between the four included studies was observed (<italic>P</italic> = 1.0E-03). Despite this heterogeneity, the combined odds ratio [<italic>P</italic> = 1.0E-04, OR = 1.83 (1.34&#x2013;2.50)] suggests a predisposing effect of <italic>HLA-A*03</italic> towards DHF, primarily driven by the Thai study conducted in 2005 (<xref ref-type="bibr" rid="B64">64</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Meta-analysis of <italic>HLA-A*03</italic> for dengue fever (DF), dengue haemorrhagic fever (DHF) and DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g007.tif"/>
</fig>
<p>When DEN was compared with healthy controls, no significant associations towards risk or protection were observed [<italic>P</italic> = 0.81, OR = 1.03 (0.82&#x2013;1.28)]. Overall, <italic>HLA-A*03</italic> shows a statistically insignificant [<italic>P</italic> = 0.07, OR = 1.15 (0.99&#x2013;1.34)] tendency to be a risk allele. Within the three tested outcomes, DF, DHF, and DEN, a significant difference between each group was observed [<italic>P</italic> = 4.0E-03] (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>).</p>
<p>Within the Caribbean [<italic>P</italic> = 0.07, OR = 2.22 (0.95&#x2013;5.23)] and Latin American [<italic>P</italic> = 0.21, OR = 1.12 (0.81&#x2013;1.56)] populations, statistically insignificant influence of <italic>HLA-A*03</italic> on DEN susceptibility was observed (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). In South Asia [<italic>P</italic> = 0.80, OR = 0.92 (0.50&#x2013;1.71)] and Southeast Asia [<italic>P</italic> = 0.34, OR = 0.84 (0.58&#x2013;1.21)], no significant influence of <italic>HLA-A*03</italic> on DEN was inferred (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). Overall, when all regions are compared, <italic>HLA-A*03</italic>, does not show any significant effect on DEN susceptibility [<italic>P</italic> = 0.81, OR = 1.03 (0.82&#x2013;1.28)].</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Meta-analysis of <italic>HLA-A*03</italic> across different populations for DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g008.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>
<italic>HLA-A*24</italic>
</title>
<p>
<italic>HLA-A*24</italic> (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>) shows no statistically significant protective or predisposing effect for DF [<italic>P</italic> = 0.85, OR = 1.04 (0.83&#x2013;1.30)]. When we compare DHF with healthy controls across eight studies, the significant combined odds ratio [<italic>P</italic> = 3.0E-04, OR = 1.38 (1.16&#x2013;1.64)] suggests a predisposing influence of <italic>HLA-A*24</italic> towards DHF.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Meta-analysis of <italic>HLA-A*24</italic> for dengue fever (DF), dengue haemorrhagic fever (DHF) and DEN (CI = Confidence interval; M-H = Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g009.tif"/>
</fig>
<p>When we compare DEN with the healthy control across 12 studies (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>), the predisposing influence of <italic>HLA-A*24</italic> [<italic>P</italic> &lt; 1.0E-05, OR = 1.40 (1.23&#x2013;1.60)] stands despite significant heterogeneity [<italic>P</italic> = 1.0E-03] across different studies.</p>
<p>In terms of combined influence of <italic>HLA-A*24</italic> across the three different subtypes of dengue infection, the statistics [<italic>P</italic> &lt; 1.0E-05, OR = 1.32 (1.20&#x2013;1.45)] (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>) suggest an overall predisposing influence towards dengue.</p>
<p>In terms of population specific tendencies (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>), <italic>HLA-A*24</italic> shows significant predisposition towards DEN in the Caribbean population [<italic>P</italic> = 1.0E-03, OR = 14.29 (2.90&#x2013;70.35)]. It is noted that the wide confidence interval for the study is due to its small sample size and should be interpreted with caution. In the three Latin American studies (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B69">69</xref>), <italic>HLA-A*24</italic> does not show statistically significant associations with being a risk or a protective factor for DEN [<italic>P</italic> = 0.57, OR = 1.10 (0.78&#x2013;1.55)]. Having said that, the tendency of the allele could be considered towards being predisposed to DEN.</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Meta-analysis of <italic>HLA-A*24</italic> across different populations for DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g010.tif"/>
</fig>
<p>Among South Asians, <italic>HLA-A*24</italic> shows a similar trend to that of Latin Americans, with no statistically significant associations towards being a risk or protective factor for DEN [<italic>P</italic> = 0.33, OR = 1.19 (0.84&#x2013;1.69)], while having a tendency towards being a risk allele for DEN (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). However, in Southeast Asia, <italic>HLA-A*24</italic> is inferred to be a risk allele for DEN based on the combined odds ratio [<italic>P</italic> = 3.0E-04, OR = 1.33 (1.14&#x2013;1.56)] (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>).</p>
<p>When all the regional populations are considered together, <italic>HLA-A*24</italic> is inferred to be a predisposing allele for DEN [<italic>P</italic> &lt; 1.0E-05, OR = 1.30 (1.14&#x2013;1.49)] (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). This inference is significantly driven by the outcomes from the studies on Southeast Asian populations, which contributed to a higher number of sample counts.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>
<italic>HLA-A*33</italic>
</title>
<p>For <italic>HLA-A*33</italic> (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>), when comparing DF with healthy controls based on four studies, no significant influence of <italic>HLA-A*33</italic> on DF was inferred [<italic>P</italic> = 0.71, OR = 0.94 (0.68&#x2013;1.30)]. Whereas, when we compared DHF with healthy controls, <italic>HLA-A*33</italic> shows significant protective influence against DHF [<italic>P</italic> = 6.0E-04, OR = 0.63 (0.48&#x2013;0.82)], despite a significant degree of heterogeneity [<italic>P</italic> = 5.0E-02].</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>Meta-analysis of <italic>HLA-A*33</italic> for dengue fever (DF), dengue haemorrhagic fever (DHF) and DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g011.tif"/>
</fig>
<p>Despite significant heterogeneity observed across studies [<italic>P</italic> = 3.0E-04], <italic>HLA-A*33</italic> was found to confer a protective effect against DEN [<italic>P</italic> = 3.0E-02, OR = 0.80 (0.66&#x2013;0.98)] (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>). When observed across all the three different tested scenarios for dengue (DF, DHF, DEN), <italic>HLA-A*33</italic> was inferred to have a protective effect [P = 4.0E-04, OR = 0.77 (0.67&#x2013;0.89)] (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>). Such an inference could have been driven by <italic>HLA-A*33</italic>&#x2019;s stronger protective influence against DHF.</p>
<p>When compared across worldwide populations (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12</bold>
</xref>), <italic>HLA-A*33</italic> is observed to be a risk factor for DEN in the Caribbean population [<italic>P</italic> = 3.0E-03, OR = 4.51 (1.65&#x2013;12.33)], a trend completely disparate from the general trend observed for <italic>HLA-A*33</italic> in the previous set of inference. Furthermore, the small sample size could have played a significant role in the wide confidence interval observed for the Caribbeans. Interestingly, in Latin America, a study on the Brazilian population (<xref ref-type="bibr" rid="B68">68</xref>) showed a similar predisposing tendency for <italic>HLA-A*33</italic> as the Caribbeans (<xref ref-type="bibr" rid="B72">72</xref>), whereas another study on Cubans (<xref ref-type="bibr" rid="B69">69</xref>) demonstrated a protective tendency. Overall, <italic>HLA-A*33</italic> does not demonstrate any significant protective or predisposing effect with respect to DEN to the Caribbeans [P = 0.76, OR = 0.92 (0.52&#x2013;1.61)].</p>
<fig id="f12" position="float">
<label>Figure&#xa0;12</label>
<caption>
<p>Meta-analysis of <italic>HLA-A*33</italic> across different populations for DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g012.tif"/>
</fig>
<p>Similar to Latin America, <italic>HLA-A*33</italic> does not show an association with a protective or predisposing effect towards DEN in South Asians [<italic>P</italic> = 0.53, OR = 1.13 (0.77&#x2013;1.65)] (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12</bold>
</xref>). In contrast, in Southeast Asia, <italic>HLA-A*33</italic> is inferred to confer protection against DEN [P &lt; 1.0E-4, OR = 0.57 (0.43&#x2013;0.75)] (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12</bold>
</xref>). When examined individually across the four Southeast Asian studies included in the analysis, the protective trend remains consistent throughout (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B97">97</xref>).</p>
<p>Considering the four regional population groups together, <italic>HLA-A*33</italic> is inferred to be a protective allele against DEN [P = 3.0E-02, OR = 0.80 (0.66&#x2013;0.98)] (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12</bold>
</xref>). This inference is primarily driven by the associations inferred from the analysis of the Southeast Asian populations, having a higher sample size. The statistically significant difference in the combined odds ratio across the different regions further highlights the population-specific difference in the influence of <italic>HLA-A*33</italic> on DEN.</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>
<italic>HLA-B*44</italic>
</title>
<p>
<italic>HLA-B*44</italic> (<xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref>) showed no significant protective or predisposing association with DF when compared to healthy controls [<italic>P</italic> = 0.28, OR = 0.88 (0.70&#x2013;1.11)]. Nonetheless, the observed tendency was towards being protective against DF. When&#xa0;we compare DHF with healthy controls, <italic>HLA-B*44</italic> was found to have a protective effect against DHF [<italic>P</italic> = 1.0E-03, OR = 0.60 (0.44&#x2013;0.82)]. However, this observation does not stand true when comparing DEN with healthy controls [P = 0.77, OR = 0.97 (0.81&#x2013;1.17)], as no significant protective or predisposing effect is observed.</p>
<fig id="f13" position="float">
<label>Figure&#xa0;13</label>
<caption>
<p>Meta-analysis of <italic>HLA-B*44</italic> for dengue fever (DF), dengue haemorrhagic fever (DHF) and DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g013.tif"/>
</fig>
<p>The overall tendency of <italic>HLA-B*44</italic> allele suggests a protective effect against dengue [P = 2.0E-02, OR = 0.86 (0.75&#x2013;0.98)] (<xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref>). The significant difference between each subgroup highlights <italic>HLA-B*44</italic>&#x2019;s increased protective influence on DHF likely have influenced the overall role for the allele with respect to dengue.</p>
<p>Comparing regional population tendencies (<xref ref-type="fig" rid="f14">
<bold>Figure&#xa0;14</bold>
</xref>), in the Caribbean, no protective or predisposing influence of <italic>HLA-B*44</italic> was observed [P = 0.38, OR = 1.56 (0.58&#x2013;4.22)], although the observed trend was towards being predisposing. In Latin America, despite showing significant heterogeneity [<italic>P</italic> = 3.0E-02], <italic>HLA-B*44</italic> is inferred to have predisposing influence towards DEN [P = 4.0E-02, OR = 1.37 (1.02&#x2013;1.85)].</p>
<fig id="f14" position="float">
<label>Figure&#xa0;14</label>
<caption>
<p>Meta-analysis of <italic>HLA-B*44</italic> across different populations for DEN (CI, Confidence interval; M-H, Mantel-Haenszel fixed effect test for Odds Ratio).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1473475-g014.tif"/>
</fig>
<p>In South Asia, <italic>HLA-B*44</italic> shows a tendency towards being predisposing; however, no significant association was observed [P = 0.75, OR = 1.07 (0.69&#x2013;1.67)] (<xref ref-type="fig" rid="f14">
<bold>Figure&#xa0;14</bold>
</xref>). In contrast, from the two Thai-based study in Southeast Asia, we can infer a protective effect of <italic>HLA-B*44</italic> against DEN [P = 4.0E-03, OR = 0.65 (0.49&#x2013;0.87] (<xref ref-type="fig" rid="f14">
<bold>Figure&#xa0;14</bold>
</xref>).</p>
<p>
<italic>HLA-B*44</italic> shows no significant association with DEN when all four regions are taken together (<xref ref-type="fig" rid="f14">
<bold>Figure&#xa0;14</bold>
</xref>). However, significant heterozygosity [<italic>P</italic> = 4.0E-03] is observed across each region, highlighting the population-specific influence of <italic>HLA-B*44</italic> towards DEN.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Given the observed historical trends, dengue could continue its rapid expansion across the globe, potentially increasing the number of people at risk of infection. Countries in Southeast Asia, South Asia, Caribbean, and Latin America share the primary burden of severe epidemics with longer dengue transmission seasons. For instance, Argentina&#x2019;s severe dengue epidemic of 2023 (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, B</bold>
</xref>), was characterised by a significantly more humid and hotter summer, leading to more favourable climatic conditions for <italic>Aedes aegypti</italic> to survive (<xref ref-type="bibr" rid="B100">100</xref>). Brazil reported 1.5 million cases more in 2023 compared to 2022 (<xref ref-type="bibr" rid="B1">1</xref>), driven by fragmentation and degradation of the Amazon for infrastructure development (<xref ref-type="bibr" rid="B101">101</xref>, <xref ref-type="bibr" rid="B102">102</xref>) and climate change (<xref ref-type="bibr" rid="B103">103</xref>). These factors contribute to the spread of dengue to the most remote regions within Brazil, leaving many previously unexposed populations vulnerable to dengue.</p>
<p>South Asia and Southeast Asia continue to have a significant burden of dengue. Bangladesh recorded its worst dengue epidemic in 2023 with more than 300,000 cases, characterised by 414.4% annual increase (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, B</bold>
</xref>). Such a severe epidemic was attributed to climate change-related factors in the deltaic and primarily riverine country, leading to the spread of dengue far beyond the urban centres to the remotest rural areas (<xref ref-type="bibr" rid="B4">4</xref>). In fact, South Asia and Southeast Asia are one of the most endemic regions in the world, especially India, Sri Lanka, Myanmar, Thailand, and Indonesia (<xref ref-type="bibr" rid="B2">2</xref>). A significant and relatively well understood exception in Southeast Asia is Singapore, which reported a 69% drop in dengue cases from 2022 to 2023 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>) due to effective governmental controls despite increased conduciveness for dengue due to climate change (<xref ref-type="bibr" rid="B104">104</xref>).</p>
<p>It has been estimated that dengue cases could rise by 13% for each 1&#xb0;C increase in temperature (<xref ref-type="bibr" rid="B105">105</xref>). Studies have also taken into consideration of GDP and economic growth as predictive variables and suggested future economic growth could counterbalance dengue case increase, while population growth could be the driving factor in case of any increase in the number of cases (<xref ref-type="bibr" rid="B106">106</xref>). Nevertheless, climate change could raise dengue risk further in future, having serious implications for human health (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B106">106</xref>, <xref ref-type="bibr" rid="B107">107</xref>). To mitigate this risk, understanding <italic>HLA</italic>&#x2019;s role across different populations and dengue outcomes is crucial.</p>
<p>From the meta-analysis, we infer that <italic>HLA-A*02</italic> is associated with predisposition towards DF and DEN, while also showing a tendency to be a risk factor for DHF. We demonstrate a significant difference between the tendencies of <italic>HLA-A*02</italic> associations towards DEN across different regional populations (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The predisposition towards dengue infection is primarily driven by the Southeast Asian populations, which signifies that <italic>HLA-A*02</italic> could be considered as a risk allele for Southeast Asia in particular (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Our inferences about <italic>HLA-A*02</italic> provide a significant improvement compared to previous meta-analyses by delving into different pathological outcomes and population-specific patterns of associations (<xref ref-type="bibr" rid="B89">89</xref>, <xref ref-type="bibr" rid="B90">90</xref>). In Southeast Asia, <italic>HLA-A*02</italic> is a common <italic>HLA</italic> allele across numerous populations throughout the region (<xref ref-type="bibr" rid="B108">108</xref>), thereby could be considered as a warning signal for preparing effective medical and policy measures to prevent future dengue outbreaks.</p>
<p>We highlight that <italic>HLA-A*03</italic> is a risk allele for DHF (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). However, this observation is primarily driven by a Thai population-based study showing a strong predisposition for DHF compared to other studies in the same group (<xref ref-type="bibr" rid="B64">64</xref>). However, such inference may not be enough to conclude the mentioned association at the scale of Southeast Asia (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). More studies within Southeast Asia and Thailand are needed to confirm this association.</p>
<p>
<italic>HLA-A*24</italic> is inferred to be a predisposing allele towards DHF and DEN (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>), similar to a previous meta-analysis with smaller statistical power (<xref ref-type="bibr" rid="B89">89</xref>). However, we uncover the population-specific association in much higher resolution, indicating that <italic>HLA-A*24</italic> could be a risk allele for Southeast Asia, while showing similar tendencies in South America and South Asia (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). In Southeast Asia, <italic>HLA-A*24</italic> is relatively common, with the highest frequency within indigenous populations of Malaysia, Myanmar, and Northeastern Thailand, which could make them susceptible to the disease (<xref ref-type="bibr" rid="B108">108</xref>). Although showing similar tendencies, the number of South Asian and Latin American studies remain limited, which may not reveal the true tendencies for association.</p>
<p>
<italic>HLA-B*44</italic> was inferred to have an overall protective association with significant heterogeneity across different studies (<xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref>). However, it revealed contrast in association tendencies when the studies were stratified based on regional populations. In Latin America, driven primarily by Daniela et&#xa0;al., 2014 (<xref ref-type="bibr" rid="B59">59</xref>), <italic>HLA-B*44</italic> showed predisposition towards dengue, with South Asia and Caribbean following the same tendency (<xref ref-type="fig" rid="f14">
<bold>Figure&#xa0;14</bold>
</xref>). In contrast, <italic>HLA-B*44</italic> is found to be associated with protection against DEN in Southeast Asians, driven by a homogenous tendency within the Southeast Asian studies reporting the allele (<xref ref-type="fig" rid="f14">
<bold>Figure&#xa0;14</bold>
</xref>). Within Latin America, this <italic>HLA</italic> allele is most common within mestizos in Cuba, Argentina, Ecuador, and Brazil, especially in the Amazonia region (<xref ref-type="bibr" rid="B108">108</xref>). Interestingly, <italic>HLA-B*44</italic> is most common primarily in the Iberian Peninsula, which could point specifically to the colonial origin of this risk to those regions.</p>
<p>The general tendencies of <italic>HLA</italic> allele associations could be attributed to the possible results of host-pathogen co-evolution (<xref ref-type="bibr" rid="B109">109</xref>). This could be especially true for <italic>HLA</italic>, where there is much support for the idea of pathogen diversity influencing the high polymorphism of the <italic>HLA</italic> gene regions. A previous study inferred lower binding efficiency for <italic>HLA</italic> class I A02 and A24 supertypes for all four dengue serotypes, which could explain their observed predisposing tendency towards DEN (<xref ref-type="bibr" rid="B110">110</xref>). Similarly, B44 supertypes demonstrated significantly higher binding efficiency, which could explain its protective association within Southeast Asians, however it fails to explain the contrasting observation within Latin Americans (<xref ref-type="bibr" rid="B110">110</xref>). Interestingly, dengue and other flavivirus species showed unique binding characteristics with respect to <italic>HLA</italic> (<xref ref-type="bibr" rid="B110">110</xref>).</p>
<p>The overwhelming majority of <italic>HLA</italic> class I alleles influencing dengue risk highlights their crucial role in dengue pathogenesis. It has been postulated that <italic>HLA</italic> class I restricted CD8<sup>+</sup> T cell lymphocytes determined the immune response and risk towards more DHF. Two ways could mediate such influence by secretion of anti-viral cytokines and cytolysis of infected cells (<xref ref-type="bibr" rid="B66">66</xref>). Moreover, secreted inflammatory cytokines can affect vascular cell permeability (<xref ref-type="bibr" rid="B111">111</xref>), which could severely damage the cell integrity when DENV epitopes mimic host proteins leading to the loss of self-tolerance of the T cells (<xref ref-type="bibr" rid="B112">112</xref>). Such scenarios could lead to serious vascular damage and leaking, leading to DHF complications. Moreover, <italic>HLA</italic> class I alleles were also found to be upregulated when infected with DENV <italic>in vivo</italic>, which led to the suppression of natural killer cell response, suggesting a crucial role in dengue pathogenesis for <italic>HLA</italic> class I alleles (<xref ref-type="bibr" rid="B48">48</xref>).</p>
<p>Despite having valuable inferences from previously published case-control studies, we could be missing out on further potentially vital insights on how <italic>HLA</italic> allele variations influence dengue. The&#xa0;main factors contributing to this potential missing out of vital insights is the lack of case-control studies from the majority of dengue endemic regions or usage of small sample sizes in association studies, hampering association powers. Until now, vast region of tropical Africa having dengue endemic regions remains unrepresented. Whereas in South Asia, which has witnessed several dengue epidemics in recent years, there have been limited <italic>HLA</italic> association studies with statistically significant sample size. To our knowledge, studies from a single cohort each from vast countries like India (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B61">61</xref>) and Sri Lanka (<xref ref-type="bibr" rid="B71">71</xref>) are the only studies reporting <italic>HLA</italic> association with dengue. Given the diverse genetic landscapes across such under-represented regions, we may find further crucial insights into how human <italic>HLA</italic> diversity influences dengue risk, which could shape regional medical strategies and deeper understanding of disease pathogenesis. Sufficient sample size for significant association power, proper consideration of demographic profiles of populations which play crucial role in determining dengue risk and pathogenesis, like age (<xref ref-type="bibr" rid="B79">79</xref>) and gender (<xref ref-type="bibr" rid="B113">113</xref>, <xref ref-type="bibr" rid="B114">114</xref>) (especially considering immune modulation by sex hormones) should be considered and investigated in detail to understand the full spectrum of HLA mediated immune reaction towards dengue. We further suggest applying population genetics approach on&#xa0;a&#xa0;finer scale to determine <italic>HLA</italic>-associated dengue risk characterisation. For instance, in a population with multiple ancestries, will the frequency of dengue-associated HLA alleles vary based on the proportion of any particular ancestral component in the genomic makeup of the samples? This could be more pronounced in the recently admixed populations in the Americas, such as mestizos with Native American, European, and African ancestries. Such inferences may help to shape mitigation strategies based on such risk.</p>
<p>Overall, due to current climate change, the populations at risk in the future are bound to increase by many folds. Without effective preparedness, dengue is bound to have serious negative repercussions on public health, influencing the global and national economy and straining medical infrastructures. Conducting a meta-analysis on <italic>HLA</italic> allele-associated dengue risk, considering the impacts of climate change and evolutionary influences, can yield numerous long-term benefits. Studying the crucial immune gene <italic>HLA</italic>&#x2019;s associated with different forms of dengue potentially aid in understanding host genetic factors and mechanism influencing the pathogenesis of dengue, leading to improved predictive models and more effective personalised medical approaches. This comprehensive knowledge could guide public health policies, allowing for targeted interventions and informed policymaking, leading to improved regional and national preparedness. For instance, since our study highlighted the population-specific association of <italic>HLA</italic> alleles with dengue, the inferences could be utilised to determine the level of risk within a specific population based on the frequency of such <italic>HLA</italic> allele, aiding in targeted intervention of health policies.</p>
<p>Climate-informed genetic risk assessments, which integrate future climatic projections under various scenarios of climate change, urbanization, and population growth, along with other demographic, environmental, and societal factors, could play a vital role. By considering these elements alongside the genetic makeup of the studied population, these assessments can help understand population-level predispositions to diseases. Such assessments support effective adaptation strategies and resource allocation, bolstering policy advocacy and community resilience. Understanding the relationship between <italic>HLA</italic> binding and the evolutionary conservation of viral proteins can provide insights into host-pathogen interactions, informing the design of more effective therapies and vaccines (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B7">7</xref>). This guidance could be crucial since no specific treatments for dengue currently exist. Overall, these benefits significantly enhance dengue prevention and control efforts in the context of changing climate and inform medical policies.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="author-contributions">
<title>Author contributions</title>
<p>AG: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Resources, Software, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. HK: Conceptualization, Funding acquisition, Project administration, Supervision, Writing &#x2013; review &amp; editing. S-SK: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s6" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. The authors acknowledge the financial support from GenomeAsia 100K (<ext-link ext-link-type="uri" xlink:href="https://www.genomeasia100k.org/">https://www.genomeasia100k.org/</ext-link>). This research is supported by the Ministry of Education, Singapore, under its RG35/24 MOE AcRF Tier 1 Award.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We used Grammarly and its assistive generative AI technology (Grammarly Inc., San Fransisco, USA) to check for grammatical coherence and language consistency. <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> was plotted on Tableau Desktop 2021.1 through openly available OpenStreetMap data. OpenStreetMap&#xae; is open data, licensed under the Open Data Commons Open Database License (ODbL) by the OpenStreetMap Foundation (OSMF). <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> was created in Biorender along with a Publication License: Created in BioRender. Ghosh, A. (2025) <uri xlink:href="https://BioRender.com/6i14p3g">https://BioRender.com/6i14p3g</uri>.</p>
</ack>
<sec id="s7" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s8" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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