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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">841879</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2022.841879</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>HLA-DRB1 and &#x2013;DQB1 Alleles, Haplotypes and Genotypes in Emirati Patients with Type 1 Diabetes Underscores the Benefits of Evaluating Understudied Populations</article-title>
<alt-title alt-title-type="left-running-head">Al Yafei et al.</alt-title>
<alt-title alt-title-type="right-running-head">HLA Class II and Type 1 Diabetes</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Al Yafei</surname>
<given-names>Zain</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mack</surname>
<given-names>Steven J.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Alvares</surname>
<given-names>Marion</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ali</surname>
<given-names>Bassam R.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/77361/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Afandi</surname>
<given-names>Bachar</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Beshyah</surname>
<given-names>Salem A.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sharma</surname>
<given-names>Charu</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1610220/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Osman</surname>
<given-names>Wael</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mirghani</surname>
<given-names>Rajaa</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nasr</surname>
<given-names>Amre</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Al Remithi</surname>
<given-names>Sareea</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Al Jubeh</surname>
<given-names>Jamal</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Almawi</surname>
<given-names>Wasim Y.</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>AlKaabi</surname>
<given-names>Juma</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>ElGhazali</surname>
<given-names>Gehad</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1608474/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Sheikh Khalifa Medical City</institution>, <institution>Purehealth</institution>, <addr-line>Abu Dhabi</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Pediatrics</institution>, <institution>University of California, San Francisco</institution>, <addr-line>San Francisco</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Genetics and Genomics</institution>, <institution>College of Medicine and Health Sciences</institution>, <institution>United Arab Emirates University</institution>, <addr-line>Al Ain</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Internal Medicine</institution>, <institution>Tawam Hospital</institution>, <addr-line>Al Ain</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Medicine</institution>, <institution>Dubai Medical College</institution>, <addr-line>Dubai</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Internal Medicine</institution>, <institution>United Arab Emirates University</institution>, <addr-line>Al Ain</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>College of Arts and Sciences</institution>, <institution>Khalifa University</institution>, <addr-line>Abu Dhabi</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Higher College of Technology</institution>, <addr-line>Abu Dhabi</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Department of Basic Medical Sciences</institution>, <institution>College of Medicine</institution>, <institution>King Saud Bin Abdulaziz University for Health Sciences</institution>, <addr-line>Riyadh</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Department of Biomedical Sciences</institution>, <institution>Nazarbayev University School of Medicine</institution>, <addr-line>Astana</addr-line>, <country>Kazakhstan</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/1362390/overview">Tina Bharani</ext-link>, Thomas Jefferson University Hospital, Jefferson University Hospitals, United States</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/109668/overview">Narinder K. Mehra</ext-link>, All India Institute of Medical Sciences, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1487825/overview">Amal Bishara</ext-link>, Hadassah Medical Center, Israel</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1312336/overview">Faming Zhu</ext-link>, Blood Center of Zhejiang Province, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1160038/overview">Avneesh Gautam</ext-link>, Brigham and Women&#x2019;s Hospital and Harvard Medical School, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Gehad ElGhazali, <email>gelghazali@union71.ae</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Immunogenetics, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>841879</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Al Yafei, Mack, Alvares, Ali, Afandi, Beshyah, Sharma, Osman, Mirghani, Nasr, Al Remithi, Al Jubeh, Almawi, AlKaabi and ElGhazali.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Al Yafei, Mack, Alvares, Ali, Afandi, Beshyah, Sharma, Osman, Mirghani, Nasr, Al Remithi, Al Jubeh, Almawi, AlKaabi and ElGhazali</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>
<bold>Background:</bold> HLA class II (DR and DQ) alleles and antigens have historically shown strong genetic predisposition to type 1 diabetes (T1D). This study evaluated the association of <italic>DRB1</italic> and <italic>DQB1</italic> alleles, genotypes, and haplotypes with T1D in United Arab Emirates.</p>
<p>
<bold>Materials and Methods:</bold> Study subjects comprised 149 patients with T1D, and 147 normoglycemic control subjects. Cases and controls were Emiratis and were <italic>HLA-DRB1</italic> and <italic>-DQB1</italic> genotyped using sequence-based typing. Statistical analysis was performed using Bridging Immunogenomic Data-Analysis Workflow Gaps R package.</p>
<p>
<bold>Results:</bold> In total, 15 <italic>DRB1</italic> and 9 <italic>DQB1</italic> alleles were identified in the study subjects, of which the association of <italic>DRB1&#x2a;03:01, DRB1&#x2a;04:02, DRB1&#x2a;11:01, DRB1&#x2a;16:02,</italic> and <italic>DQB1&#x2a;02:01, DQB1&#x2a;03:02, DQB1&#x2a;03:01</italic>, and <italic>DQB1&#x2a;06:01</italic> with altered risk of T1D persisted after correcting for multiple comparisons. Two-locus haplotype analysis identified <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic> [0.44 vs. 0.18, OR (95% CI) &#x3d; 3.44 (2.33&#x2013;5.1), <italic>Pc</italic> &#x3d; 3.48 &#xd7; 10<sup>&#x2212;10</sup>]; <italic>DRB1&#x2a;04:02&#x223c;DQB1&#x2a;03:02</italic> [0.077 vs. 0.014, OR &#x3d; 6.06 (2.03&#x2013;24.37), <italic>Pc</italic> &#x3d; 2.3 &#xd7; 10<sup>&#x2212;3</sup>] and <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;03:02</italic> [0.060 vs. 0.010, OR &#x3d; 6.24 (1.79&#x2013;33.34), <italic>Pc</italic> &#x3d; 0.011] as positively associated, and <italic>DRB1&#x2a;16:02&#x223c;DQB1&#x2a;05:02</italic> [0.024 vs. 0.075, OR &#x3d; 0.3 (0.11&#x2013;0.74), <italic>Pc</italic> &#x3d; 0.041] as negatively associated with T1D, after applying Bonferroni correction. Furthermore, the highest T1D risk was observed for <italic>DR3/DR4</italic> [0.104 vs. 0.006, OR &#x3d; 25.03 (8.23&#x2013;97.2), <italic>Pc</italic> &#x3d; 2.6 &#xd7; 10<sup>&#x2212;10</sup>], followed by <italic>DR3/DR3</italic> [0.094 vs. 0.010, OR &#x3d; 8.72 (3.17&#x2013;25.32), <italic>Pc</italic> &#x3d; 3.18 &#xd7; 10<sup>&#x2212;8</sup>] diplotypes.</p>
<p>
<bold>Conclusion:</bold> While <italic>DRB1</italic> and <italic>DQB1</italic> alleles and haplotypes associated with T1D in Emiratis showed similarities to Caucasian and non-Caucasian populations, several alleles and haplotypes associated with T1D in European, African, and Asian populations, were not observed. This underscores the contribution of ethnic diversity and possible diverse associations between <italic>DRB1</italic> and <italic>DQB1</italic> and T1D across different populations.</p>
</abstract>
<kwd-group>
<kwd>type 1 diabetes</kwd>
<kwd>HLA</kwd>
<kwd>haplotypes</kwd>
<kwd>Emiratis</kwd>
<kwd>ethnicity</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Type I diabetes (T1D) is a complex autoimmune disorder characterized by insulin deficiency resulting from autoimmune destruction of insulin-secreting pancreatic &#x3b2;-cells in genetically predisposed individuals (<xref ref-type="bibr" rid="B9">Eisenbarth, 2010</xref>).</p>
<p>The International Diabetes Federation estimates that more than 1.1 million individuals below the age of 20&#xa0;years are diagnosed with T1D worldwide (<xref ref-type="bibr" rid="B21">International Diabetes Federation, 2019</xref>). In this regard, it was reported that the incidence of T1D in children (15&#xa0;years or younger) varies greatly among different ethnic and racial groups, highlighted by high to intermediate incidence among Europeans e.g., 5.2/100,000 per year in Finland (<xref ref-type="bibr" rid="B21">International Diabetes Federation, 2019</xref>; <xref ref-type="bibr" rid="B24">Knip, 2021</xref>), and the low incidence among Asians e.g., 1.8/100,000 per year in China (<xref ref-type="bibr" rid="B14">Gong et al., 2015</xref>; <xref ref-type="bibr" rid="B21">International Diabetes Federation, 2019</xref>). Among Arab populations of the Middle East, it was estimated that there are about 60,000 children with T1D under the age 15&#xa0;years (<xref ref-type="bibr" rid="B51">Zayed, 2016</xref>). Of these, Kuwait and Saudi Arabia rank among the top ten countries worldwide in T1D prevalence, with rates of 44.5/100,000 and 33.5/100,000, respectively (<xref ref-type="bibr" rid="B26">Majeed et al., 2014</xref>; <xref ref-type="bibr" rid="B41">Shaltout et al., 2017</xref>; <xref ref-type="bibr" rid="B21">International Diabetes Federation, 2019</xref>). No reliable data have yet been reported on the T1D incidence in the United Arab Emirates (UAE). While the reason underlying the differences in T1D prevalence rate according to ethnicity and geographical locations is not known (<xref ref-type="bibr" rid="B36">Patterson et al., 2014</xref>; <xref ref-type="bibr" rid="B21">IDF 2019</xref>), it was suggested that both environmental parameters and genetic influence the initiation of T1D development (<xref ref-type="bibr" rid="B9">Eisenbarth, 2010</xref>; <xref ref-type="bibr" rid="B7">Blanter et al., 2019</xref>; <xref ref-type="bibr" rid="B49">Xia et al., 2019</xref>).</p>
<p>More than 60 genetic loci were reported in the literature as associated with altered T1D susceptibility (<xref ref-type="bibr" rid="B46">Todd et al., 2007</xref>; <xref ref-type="bibr" rid="B6">Bergholdt et al., 2012</xref>; <xref ref-type="bibr" rid="B49">Xia et al., 2019</xref>), of which the Human Leukocyte Antigens (HLA) class II genes contributed to approximately one-half of T1D genetic risk (<xref ref-type="bibr" rid="B28">Noble et al., 1996</xref>; <xref ref-type="bibr" rid="B38">Pociot et al., 2010</xref>). Individual <italic>DRB1</italic> and <italic>DQB1</italic> alleles, or allelic combinations were associated with the altered risk of T1D, and both susceptible and protective DRB1, DQA1, and DQB1 alleles were reportedly implicated with T1D pathogenesis (<xref ref-type="bibr" rid="B28">Noble et al., 1996</xref>; <xref ref-type="bibr" rid="B12">Erlich et al., 2008</xref>). This was highlighted by the association of <italic>DRB1&#x2a;03:01:01&#x223c;DQB1&#x2a;02:01</italic> and <italic>DRB1&#x2a;04:01:01&#x223c;DQB1&#x2a;03:02</italic> haplotypes with increased susceptibility to T1D among Bahraini Arabs (<xref ref-type="bibr" rid="B4">Al-Jenaidi et al., 2005</xref>). As the frequencies of <italic>HLA</italic> alleles, haplotypes, and genotypes show considerable population and ethnic differences, population studies confirmed that the relationship of <italic>HLA</italic> with T1D also varies according to the geographical location and ethnic background (<xref ref-type="bibr" rid="B4">Al-Jenaidi et al., 2005</xref>; <xref ref-type="bibr" rid="B1">Ahmadov et al., 2018</xref>; <xref ref-type="bibr" rid="B13">Fawwad et al., 2019</xref>; <xref ref-type="bibr" rid="B50">Zabeen et al., 2019</xref>). Compared to numerous studies performed on European populations, limited numbers of studies have been conducted on populations in the Middle East-North Africa (MENA) region (<xref ref-type="bibr" rid="B4">Al-Jenaidi et al., 2005</xref>; <xref ref-type="bibr" rid="B29">Noble et al., 2013</xref>).</p>
<p>This is the first case-control study investigating the association of <italic>HLA</italic> with T1D in the Emirati population. The present-day UAE national population is characterized by high rates of consanguinity, endogamy, along with sizeable extended families, and tribal community nature (<xref ref-type="bibr" rid="B51">Zayed, 2016</xref>). These and other features further justify investigating the association of <italic>HLA</italic>-class II antigens in T1D among Emirati Arabs. In addition to screening individual alleles, we aimed to assess the prevalence of <italic>DRB1&#x223c;DQB1</italic> haplotype combination in search of specific susceptible and protective haplotypes.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Study Population</title>
<p>The study subjects comprised 149 unrelated <bold>patients</bold> with T1D and 147 unrelated normoglycemic controls who were recruited from outpatient T1D clinics at Sheikh Khalifa Medical City (Abu Dhabi, UAE) and Tawam Hospital (Al-Ain, UAE). T1D was diagnosed based on clinical features and laboratory findings and on the 1985 World Health Organization (WHO) criteria (WHO Technical Report Series 727; <xref ref-type="bibr" rid="B48">World Health Organization, 1985</xref>) and the classification of diabetes mellitus document, WHO, Geneva; 2019 (<xref ref-type="bibr" rid="B48">World Health Organization, 1985</xref>; <xref ref-type="bibr" rid="B47">World Health Organisation, 2019</xref>). The inclusion criteria were patients who presented with acute symptoms of diabetes (e.g., polyuria, polydipsia and weight loss), had random blood glucose &#x3e;200&#xa0;mg/dl (11.1&#xa0;mmol/L), C-peptide levels of &#x3c;0.3&#xa0;mmol/L, and had required long term insulin therapy since the time of diagnosis. Exclusion criteria included monogenic diabetes recognized by autosomal dominant mode of inheritance, type 2 diabetes as manifested by obesity and signs of insulin resistance, diabetes diagnosed before the age of 12&#xa0;months or chronic diseases (especially autoimmune diseases) and patients/guardians who were unable to provide consent to participate in the study. Control individuals consisted of university students and healthy children with normal fasting/random blood glucose levels, no family history of T1D or other autoimmune diseases and were matched for age and gender with patients with T1D. Healthy children (&#x2264;16&#xa0;years) were enrolled during routine hospital visits for other complaints while medical students (adolescents/adults) were recruited from the Tawam teaching hospital (Al Ain, UAE). For each recruited patient with T1D, a control was matched for age and gender to the extend possible. The mean &#xb1; SD age were 18.32 &#xb1; 7.45 (range 6&#x2013;26&#xa0;years) and 19.71 &#xb1; 6.93 (6&#x2013;24) of cases and controls, respectively. Patients with T1D and their controls were Emirati nationals with grandparents born in the United Arab Emirates. <xref ref-type="table" rid="T1">Table 1</xref> presents basic clinical and demographic characteristics of the study population.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Clinical and demographic characteristics of the study population. </p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variable</th>
<th align="center">Patients (149)</th>
<th align="center">Control (147)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Age</td>
<td align="center">18.32 &#xb1; 7.45&#xa0;years</td>
<td align="center">19.71 &#xb1; 6.93</td>
</tr>
<tr>
<td colspan="3" align="left">Gender</td>
</tr>
<tr>
<td align="left">&#x2003;Male</td>
<td align="center">69 (46.2)</td>
<td align="center">65 (44.2)</td>
</tr>
<tr>
<td align="left">&#x2003;Female</td>
<td align="center">80 (53.8)</td>
<td align="center">82 (55.8)</td>
</tr>
<tr>
<td colspan="3" align="left">Mode of presentation for TID</td>
</tr>
<tr>
<td align="left">&#x2003;DKA</td>
<td align="center">64 (42.9)</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">&#x2003;Hyperglycemia</td>
<td align="center">68 (45.6)</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Duration of diabetes</td>
<td align="center">10.51 &#xb1; 6.15</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">&#x2003;&#x3c;5&#xa0;years</td>
<td align="center">33 (22.1)</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">&#x2003;5&#x2013;10&#xa0;years</td>
<td align="center">42 (28.5)</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">&#x2003;&#x3e;10&#xa0;years</td>
<td align="center">74 (49.7)</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">HbA1c (%)</td>
<td align="center">8.6 &#xb1; 1.9</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Established autoimmune diseases</td>
<td align="center">23 (17.2)</td>
<td align="center">None</td>
</tr>
<tr>
<td align="left">&#x2003;Celiac disease</td>
<td align="center">5 (3.6)</td>
<td align="center">None</td>
</tr>
<tr>
<td align="left">&#x2003;Thyroid disease</td>
<td align="center">18 (12.1)</td>
<td align="center">None</td>
</tr>
<tr>
<td align="left">Family History of T1D</td>
<td align="center">50 (33.6)</td>
<td align="center">None</td>
</tr>
<tr>
<td align="left">Family history of autoimmune diseases</td>
<td align="center">62 (42)</td>
<td align="center">None</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>This study was performed following the guidelines of the Declaration of Helsinki (1993). The study protocol was approved by the Institutional Review Boards at SKMC (REC-25-10-2016 RS-445) and United Arab Emirates University (AAMDHREC 2016-4255 16-002), and informed consent was acquired from all study subjects or their guardians before performing the study.</p>
</sec>
<sec id="s2-2">
<title>Human Leukocyte Antigen Typing</title>
<p>All samples were analysed in our laboratory, which is a well-established clinical laboratory accredited by both the College of American Pathologists (CAP) and ISO15189. Total genomic DNA was extracted from EDTA-anticoagulated peripheral blood of study subjects using Qiagen DNA Mini kit on automated QIAcube, according to the manufacturer instructions (Qiagen, Hilden, Germany). DNA concentrations were determined using NanoDrop-2000 (Wilmington, DE, United States), and <italic>HLA-DRB1</italic> and -<italic>DQB1</italic> genotyping was performed by sequence-based typing (SBT), using GenDx AlleleSEQR kits (GenDx, <ext-link ext-link-type="uri" xlink:href="https://www.gendx.com/">https://www.gendx.com/</ext-link>, Netherland). Based on the method, exon 2 was sequenced for HLA-DRB1(AlleleSEQR HLA-DRB1, product code 08K63-03), and exon 2 and 3 were sequenced for HLA-DQB1 (AlleleSEQR HLA-DQBQ1, product code 08K64-03). All reagents necessary for primary amplification and sequencing were included in the HLA-DRB1 and &#x2013;DQB1 AlleleSEQR SBT kits (GenDx, Netherland). Briefly, following the primary amplification using 9700 thermal cycler (Applied Biosystems, United States), the PCR products were purified by ExoSAP-IT and the PCR products were sequenced using BigDye Terminatory chemistry and the ABI-3130 genetic sequencer (Applied Biosystems, Foster City, CA). Finally, the sequence data were analysed using the GenDx SBTengine <italic>HLA</italic> typing software (<ext-link ext-link-type="uri" xlink:href="http://www.gendx.com/product_line/sbtengine/">http://www.gendx.com/product_line/sbtengine/</ext-link>), as described in the manufacturer&#x2019;s protocol. Quality control measures consisted of randomly-chossing 10% of cases and control samples for retyping; concordance was 100%. In addition, six samples from the CAP External Quality Control Proficiency testing program were used to ensure control for the genotyping procedures.</p>
</sec>
<sec id="s2-3">
<title>Statistical Analysis</title>
<p>The association of <italic>HLA-DRB1</italic> and -<italic>DQB1</italic> alleles and haplotypes with T1D was analysed using the Bridging Immunogenomic Data-Analysis Workflow Gaps (BIGDAWG) package (version 2.1) (<xref ref-type="bibr" rid="B33">Pappas et al., 2016</xref>), with 95% confidence intervals (CI), odds ratios (OR), and <italic>p</italic>-values (P) reported. BIGDAWG&#x2019;s haplotype estimation function, which required the R &#x201c;haplo.stats&#x201d; package (version 1.7.7), was also used. Allele counts &#x003c;&#x2009;5 in study subjects were collapsed automatically through BIGDAWG into &#x201c;binned&#x201d; category (<xref ref-type="bibr" rid="B33">Pappas et al., 2016</xref>). The same analyses were performed at the haplotype level, which were estimated by the expectation-maximization (EM) approach (<xref ref-type="bibr" rid="B8">Dempster et al., 1977</xref>), and haplotypes with counts of three or fewer were binned. The corrected <italic>p</italic> values (Pc) for multiple comparisons were calculated using the Benferroni method. Analysis of Hardy-Weinberg equilibrium (HWE) deviations for specific haplotypes and individual loci was performed using PyPop (version 0.8.0), and Guo and Thompson&#x2019;s exact method was used in identifying significant locus-level HWE deviations (<xref ref-type="bibr" rid="B15">Guo and Thompson, 1992</xref>; <xref ref-type="bibr" rid="B25">Lancaster et al., 2007</xref>). Individual haplotype deviations from HWE expectations were determined by Chen&#x2019;s method (<xref ref-type="bibr" rid="B15">Guo and Thompson, 1992</xref>), at a significance of 0.05.</p>
<p>The pould (phased or unphased LD) R package (version 0.10.4.9000) (<ext-link ext-link-type="uri" xlink:href="https://cran.r-project.org/package=pould">https://cran.r-project.org/package&#x3d;pould</ext-link>) (<xref ref-type="bibr" rid="B32">Osoegawa et al., 2019</xref>) was used to calculate D&#x2032;, <italic>W</italic>
<sub>
<italic>n</italic>
</sub>, <italic>W</italic>
<sub>
<italic>a/b</italic>
</sub>, and <italic>W</italic>
<sub>
<italic>b/a</italic>
</sub> global linkage disequilibrium (LD) values for <italic>DRB1&#x223c;DQB1</italic> haplotypes (<xref ref-type="bibr" rid="B44">Thomson and Single 2014</xref>), in the range of 0 (equilibrium) to 1 (linkage). In LD, D&#x2019; signifies the weighted average of normalized disequilibrium (D<sub>ij</sub>) values, and it is less sensitive to variation across haplotypes of polymorphic loci than the other measures. Moreover, <italic>W</italic>
<sub>
<italic>n</italic>
</sub> indicates a correlation coefficient describing the association between alleles at two loci. The conditional asymmetric LD (ALD) measures, including <italic>W</italic>
<sub>
<italic>a/b</italic>
</sub> and <italic>W</italic>
<sub>
<italic>b/a</italic>
</sub>, extend the <italic>W</italic>
<sub>
<italic>n</italic>
</sub> measure for variation at one locus (a) conditioned on the variation at the second (b) (<xref ref-type="bibr" rid="B42">Single et al., 2016</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Deviation From HWE</title>
<p>There was no deviation from HWE at <italic>DRB1</italic> and <italic>DQB1</italic> loci among controls, and no HWE deviation for <italic>DRB1</italic> locus in patients, however, the <italic>DQB1</italic> locus indicated an overall deviation from HWE (<italic>p</italic> &#x3d; 0.0006) in patients. No trend toward excess heterozygosity or homozygosity was detected in patients. This deviation was due to the presence of five rare <italic>DQB1</italic> genotypes&#x2014;<italic>DQB1&#x2a;02:03&#x2b;DQB1&#x2a;03:04</italic> [1 observed (obs); 0.0268 expected (exp); <italic>p</italic> &#x3d; 0.0271], <italic>DQB1&#x2a;03:03&#x2b;DQB1&#x2a;04:01</italic> (1 obs; 0.0067 exp; <italic>p</italic> &#x3d; 0.0073), <italic>DQB1&#x2a;02:03&#x2b;DQB1&#x2a;06:03</italic> (1 obs; 0.0403 exp; <italic>p</italic> &#x3d; 0.0388), <italic>DQB1&#x2a;06:03&#x2b;DQB1&#x2a;06:03</italic> (1 obs 0.0151 exp; <italic>p</italic> &#x3d; 0.0106), and <italic>DQB1&#x2a;05:01&#x2b;DQB1&#x2a;06:09</italic> (1 obs; 0.0469 exp; <italic>p</italic> &#x3d; 0.0358). Many of these alleles are observed less than five times in patients or controls (<xref ref-type="sec" rid="s12">Supplementary Tables S1, S3</xref>).</p>
</sec>
<sec id="s3-2">
<title>HLA-DRB1 and -DQB1 Allele Frequencies</title>
<p>Significant DRB1 allelic differences were seen between T1D patients and control subjects, 10 of 31 alleles differing significantly (<italic>p</italic> &#x3c; 0.05). When the Bonferroni correction was applied, differences were significant for only 4, which comprised <italic>DRB1&#x2a;03:01</italic> [0.44 vs. 0.187, OR (95% CI) &#x3d; 3.46 (2.35&#x2013;5.11), <italic>Pc</italic> &#x3d; 3.2 &#xd7; 10<sup>&#x2212;10</sup>] and <italic>DRB1&#x2a;04:02</italic> [0.081 vs. 0.014, OR &#x3d; 6.35 (2.14&#x2013;25.44), <italic>Pc</italic> &#x3d; 2.0 &#xd7; 10<sup>&#x2212;3</sup>], which were higher among patients, and <italic>DRB1&#x2a;11:01</italic> [0.003 vs. 0.044, OR &#x3d; 0.07 (0&#x2013;0.49), <italic>Pc</italic> &#x3d; 0.015] and <italic>DRB1&#x2a;16:02</italic> [0.023 vs. 0.078, OR &#x3d; 0.28 (0.1&#x2013;0.7), <italic>Pc</italic> &#x3d; 0.030], which were higher in control subjects (<xref ref-type="table" rid="T2">Table 2</xref>). Similarly, significant allelic differences were seen at the <italic>DQB1</italic> locus, 5 of 9 alleles differing significantly after the Bonferroni correction. These comprised <italic>DQB1&#x2a;02:01</italic> [0.48 vs. 0.19, OR &#x3d; 3.78 (2.58&#x2013;5.57), <italic>Pc</italic> &#x3d; 3.04 &#xd7; 10<sup>&#x2212;12</sup>] and <italic>DQB1&#x2a;03:02</italic> [0.21 vs. 0.08, OR &#x3d; 3.1 (1.82&#x2013;5.40), <italic>Pc</italic> &#x3d; 6.01 &#xd7; 10<sup>&#x2212;5</sup>] which were higher among patients, and <italic>DQB1&#x2a;03:01</italic> [0.02 vs. 0.11, OR &#x3d; 0.16 (0.05&#x2013;0.40), <italic>Pc</italic> &#x3d; 5.64 &#xd7; 10<sup>&#x2212;5</sup>], <italic>DQB1&#x2a;05:01</italic> [0.05 vs. 0.11, OR &#x3d; 0.40 (0.19&#x2013;0.80), <italic>Pc</italic> &#x3d; 0.044], and <italic>DQB1&#x2a;06:01</italic> [0.003 vs. 0.06, OR &#x3d; 0.05 (0&#x2013;0.33), <italic>Pc</italic> &#x3d; 5.84 &#xd7; 10<sup>&#x2212;4</sup>], which were higher among control subjects (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Associations of <italic>DRB1</italic> alleles with T1D in Emirati study subjects.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Allele</th>
<th align="center">Patient<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th align="center">Control<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th align="center">OR (95%CI)</th>
<th align="center">
<italic>p</italic>-value</th>
<th align="center">
<italic>P</italic>
<sub>
<italic>corrected</italic>
</sub> <xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">01:01</td>
<td align="char" char="(">4 (0.013)<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
<td align="char" char="(">7 (0.024)</td>
<td align="char" char="(">0.56 (0.12&#x2013;2.22)</td>
<td align="center">0.349</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">01:02</td>
<td align="char" char="(">5 (0.017)</td>
<td align="char" char="(">8 (0.027)</td>
<td align="char" char="(">0.61 (0.16&#x2013;2.15)</td>
<td align="center">0.386</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">03:01</td>
<td align="char" char="(">132 (0.44)</td>
<td align="char" char="(">55 (0.187)</td>
<td align="char" char="(">3.46 (2.35&#x2013;5.11)</td>
<td align="center">2.1 &#xd7; 10<sup>&#x2212;11</sup>
</td>
<td align="center">
<bold>3.2 &#xd7; 10</bold>
<sup>
<bold>&#x2212;10</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">04:02</td>
<td align="char" char="(">24 (0.081)</td>
<td align="char" char="(">4 (0.014)</td>
<td align="char" char="(">6.35 (2.14&#x2013;25.44)</td>
<td align="center">1.3 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">
<bold>2.0 &#xd7; 10</bold>
<sup>
<bold>&#x2212;3</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">04:03</td>
<td align="char" char="(">6 (0.02)</td>
<td align="char" char="(">15 (0.051)</td>
<td align="char" char="(">0.38 (0.12&#x2013;1.06)</td>
<td align="center">0.042</td>
<td align="center">0.630</td>
</tr>
<tr>
<td align="left">04:05</td>
<td align="char" char="(">24 (0.081)</td>
<td align="char" char="(">8 (0.027)</td>
<td align="char" char="(">3.13 (1.33&#x2013;8.19)</td>
<td align="center">4.0 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">0.060</td>
</tr>
<tr>
<td align="left">07:01</td>
<td align="char" char="(">25 (0.084)</td>
<td align="char" char="(">31 (0.105)</td>
<td align="char" char="(">0.78 (0.43&#x2013;1.4)</td>
<td align="center">0.370</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">10:01</td>
<td align="char" char="(">6 (0.020)</td>
<td align="char" char="(">13 (0.044)</td>
<td align="char" char="(">0.44 (0.14&#x2013;1.28)</td>
<td align="center">0.096</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">11:01</td>
<td align="char" char="(">1 (0.003)</td>
<td align="char" char="(">13 (0.044)</td>
<td align="char" char="(">0.07 (0&#x2013;0.49)</td>
<td align="center">1.0 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">
<bold>0.015</bold>
</td>
</tr>
<tr>
<td align="left">11:04</td>
<td align="char" char="(">1 (0.003)</td>
<td align="char" char="(">10 (0.034)</td>
<td align="char" char="(">0.1 (0&#x2013;0.68)</td>
<td align="center">6.0 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">0.086</td>
</tr>
<tr>
<td align="left">13:02</td>
<td align="char" char="(">1 (0.003)</td>
<td align="char" char="(">10 (0.034)</td>
<td align="char" char="(">0.1 (0&#x2013;0.68)</td>
<td align="center">6.0 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">0.086</td>
</tr>
<tr>
<td align="left">15:01</td>
<td align="char" char="(">3 (0.01)</td>
<td align="char" char="(">12 (0.041)</td>
<td align="char" char="(">0.24 (0.04&#x2013;0.9)</td>
<td align="center">0.017</td>
<td align="center">0.227</td>
</tr>
<tr>
<td align="left">15:02</td>
<td align="char" char="(">2 (0.007)</td>
<td align="char" char="(">10 (0.034)</td>
<td align="char" char="(">0.19 (0.02&#x2013;0.91)</td>
<td align="center">0.018</td>
<td align="center">0.238</td>
</tr>
<tr>
<td align="left">16:01</td>
<td align="char" char="(">18 (0.060)</td>
<td align="char" char="(">16 (0.054)</td>
<td align="char" char="(">1.12 (0.53&#x2013;2.39)</td>
<td align="center">0.754</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">16:02</td>
<td align="char" char="(">7 (0.023)</td>
<td align="char" char="(">23 (0.078)</td>
<td align="char" char="(">0.28 (0.1&#x2013;0.7)</td>
<td align="center">2.0 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">
<bold>0.030</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>a</label>
<p>Study subjects comprised 149 T1D patients and 147 normoglycemic healthy controls. Significant differences are reported in bold.</p>
</fn>
<fn id="Tfn2">
<label>b</label>
<p>Pcorrected &#x3d; corrected <italic>p</italic> value, calculated as P x n, where <italic>n</italic> &#x3d; number of comparisons.</p>
</fn>
<fn id="Tfn3">
<label>c</label>
<p>Number (frequency).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Associations of <italic>DQB1</italic> alleles with T1D in Emirati study subjects.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Allele</th>
<th align="center">T1D patient<xref ref-type="table-fn" rid="Tfn4">
<sup>a</sup>
</xref>
</th>
<th align="center">Control<xref ref-type="table-fn" rid="Tfn4">
<sup>a</sup>
</xref>
</th>
<th align="center">OR (95%CI)</th>
<th align="center">
<italic>p</italic>-value</th>
<th align="center">
<italic>P</italic>
<sub>
<italic>corrected</italic>
</sub> <xref ref-type="table-fn" rid="Tfn5">
<sup>b</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">02:01</td>
<td align="char" char="(">142 (0.48)<xref ref-type="table-fn" rid="Tfn6">
<sup>c</sup>
</xref>
</td>
<td align="char" char="(">57 (0.19)</td>
<td align="char" char="(">3.78 (2.58&#x2013;5.57)</td>
<td align="center">3.38 &#xd7; 10<sup>&#x2212;13</sup>
</td>
<td align="center">
<bold>3.04 &#xd7; 10</bold>
<sup>
<bold>&#x2212;12</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">02:02</td>
<td align="char" char="(">26 (0.09)</td>
<td align="char" char="(">28 (0.10)</td>
<td align="center">0.91 (0.5&#x2013;1.65)</td>
<td align="center">0.736</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">03:01</td>
<td align="char" char="(">6 (0.02)</td>
<td align="char" char="(">33 (0.11)</td>
<td align="char" char="(">0.16 (0.05&#x2013;0.4)</td>
<td align="center">6.27 &#xd7; 10<sup>&#x2212;6</sup>
</td>
<td align="center">
<bold>5.64 &#xd7; 10</bold>
<sup>
<bold>&#x2212;5</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">03:02</td>
<td align="char" char="(">62 (0.21)</td>
<td align="char" char="(">23 (0.08)</td>
<td align="char" char="(">3.1 (1.82&#x2013;5.4)</td>
<td align="center">6.68 &#xd7; 10<sup>&#x2212;6</sup>
</td>
<td align="center">
<bold>6.01 &#xd7; 10</bold>
<sup>
<bold>&#x2212;5</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">04:02</td>
<td align="char" char="(">2 (0.007)</td>
<td align="char" char="(">12 (0.04)</td>
<td align="char" char="(">0.16 (0.02&#x2013;0.72)</td>
<td align="center">6.00 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">0.053</td>
</tr>
<tr>
<td align="left">05:01</td>
<td align="char" char="(">14 (0.05)</td>
<td align="char" char="(">32 (0.11)</td>
<td align="char" char="(">0.4 (0.19&#x2013;0.8)</td>
<td align="center">5.00 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">
<bold>0.044</bold>
</td>
</tr>
<tr>
<td align="left">05:02</td>
<td align="char" char="(">28 (0.09)</td>
<td align="char" char="(">46 (0.16)</td>
<td align="char" char="(">0.56 (0.33&#x2013;0.95)</td>
<td align="center">0.021</td>
<td align="center">0.174</td>
</tr>
<tr>
<td align="left">06:01</td>
<td align="char" char="(">1 (0.003)</td>
<td align="char" char="(">18 (0.06)</td>
<td align="char" char="(">0.05 (0&#x2013;0.33)</td>
<td align="center">6.49 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center">
<bold>5.84 &#xd7; 10</bold>
<sup>
<bold>&#x2212;4</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">06:03</td>
<td align="char" char="(">3 (0.01)</td>
<td align="char" char="(">8 (0.03)</td>
<td align="char" char="(">0.36 (0.06&#x2013;1.54)</td>
<td align="center">0.122</td>
<td align="center">NA</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn4">
<label>a</label>
<p>Study subjects comprised 149 T1D patients and 147 normoglycemic healthy controls. Significant differences are reported in bold.</p>
</fn>
<fn id="Tfn5">
<label>b</label>
<p>P<sub>corrected</sub>, &#x3d; corrected <italic>p</italic> value, calculated as P x n, where n &#x3d; number of comparisons.</p>
</fn>
<fn id="Tfn6">
<label>c</label>
<p>Number (frequency).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-3">
<title>Distribution of DRB1-DQB1 Haplotypes</title>
<p>In total, 95 distinct <italic>DRB1&#x223c;DQB1</italic> haplotypes were identified (<xref ref-type="sec" rid="s12">Supplementary Table S2</xref>), of which 42 had counts of &#x2265;2 in controls or patients, and thus were considered common. In total, four individual haplotypes showing a statistically significant association with T1D (<xref ref-type="table" rid="T4">Table 4</xref>). The full list of <italic>DRB1&#x223c;DQB1</italic> haplotypes that were binned due to low expected counts is given in <xref ref-type="sec" rid="s12">Supplementary Table S4</xref>. Higher frequencies of <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic> [0.44 vs. 0.18, OR &#x3d; 3.44 (2.33&#x2013;5.10), <italic>Pc</italic> &#x3d; 3.48 &#xd7; 10<sup>&#x2212;10</sup>], <italic>DRB1&#x2a;04:02&#x223c;DQB1&#x2a;03:02</italic> [0.077 vs. 0.014, OR &#x3d; 6.06 (2.03&#x2013;24.37), <italic>Pc</italic> &#x3d; 2.3 &#xd7; 10<sup>&#x2212;3</sup>], and <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;03:02</italic> [0.06 vs. 0.01, OR &#x3d; 6.24 (1.79&#x2013;33.34), <italic>Pc &#x3d;</italic> 0.011] haplotypes, and lower frequency of DRB<italic>1&#x2a;16:02&#x223c;DQB1&#x2a;05:02</italic> haplotype [0.024 vs. 0.075, OR (95% CI) &#x3d; 0.30 (0.11&#x2013;0.74), <italic>Pc &#x3d;</italic> 0.041] were seen in T1D patients compared to controls. This assigned T1D susceptibility and protective nature to these haplotypes, respectively (<xref ref-type="table" rid="T3">Table 4</xref>).</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Association of <italic>DRB1-DQB1</italic> Haplotypes with T1D in Emirati study subjects.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Haplotype</th>
<th align="center">T1D patient<xref ref-type="table-fn" rid="Tfn7">
<sup>a</sup>
</xref>
</th>
<th align="center">Controls<xref ref-type="table-fn" rid="Tfn7">
<sup>a</sup>
</xref>
</th>
<th align="center">OR (95%CI)</th>
<th align="center">
<italic>p</italic>-value</th>
<th align="center">
<italic>P</italic>
<sub>
<italic>corrected</italic>
</sub>
<xref ref-type="table-fn" rid="Tfn8">
<sup>b</sup>
</xref>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>DRB1&#x2a;01:01&#x223c;DQB1&#x2a;05:01</italic>
</td>
<td align="char" char="(">4 (0.013)<xref ref-type="table-fn" rid="Tfn9">
<sup>c</sup>
</xref>
</td>
<td align="char" char="(">7 (0.024)</td>
<td align="char" char="(">0.56 (0.12&#x2013;2.22)</td>
<td align="center">0.35</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;01:02&#x223c;DQB1&#x2a;05:01</italic>
</td>
<td align="char" char="(">4 (0.013)</td>
<td align="char" char="(">8 (0.027)</td>
<td align="char" char="(">0.49 (0.11&#x2013;1.84)</td>
<td align="center">0.23</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic>
</td>
<td align="char" char="(">130 (0.44)</td>
<td align="char" char="(">54 (0.18)</td>
<td align="char" char="(">3.44 (2.33&#x2013;5.1)</td>
<td align="center">3.16 &#xd7; 10<sup>&#x2212;11</sup>
</td>
<td align="center">
<bold>3.48 &#xd7; 10</bold>
<sup>
<bold>&#x2212;10</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;04:02&#x223c;DQB1&#x2a;03:02</italic>
</td>
<td align="char" char="(">23 (0.077)</td>
<td align="char" char="(">4 (0.014)</td>
<td align="char" char="(">6.06 (2.03&#x2013;24.37)</td>
<td align="center">2.1 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">
<bold>2.3 &#xd7; 10</bold>
<sup>
<bold>&#x2212;3</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;04:03&#x223c;DQB1&#x2a;03:02</italic>
</td>
<td align="char" char="(">5 (0.017)</td>
<td align="char" char="(">15 (0.051)</td>
<td align="char" char="(">0.32 (0.09&#x2013;0.94)</td>
<td align="center">0.021</td>
<td align="center">0.208</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;03:02</italic>
</td>
<td align="char" char="(">18 (0.060)</td>
<td align="char" char="(">3 (0.010)</td>
<td align="char" char="(">6.24 (1.79&#x2013;33.34)</td>
<td align="center">9.6 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">
<bold>0.011</bold>
</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;07:01&#x223c;DQB1&#x2a;02:02</italic>
</td>
<td align="char" char="(">21 (0.071)</td>
<td align="char" char="(">27 (0.092)</td>
<td align="char" char="(">0.75 (0.39&#x2013;1.42)</td>
<td align="center">0.34</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;10:01&#x223c;DQB1&#x2a;05:01</italic>
</td>
<td align="char" char="(">5 (0.017)</td>
<td align="char" char="(">13 (0.044)</td>
<td align="char" char="(">0.37 (0.1&#x2013;1.12)</td>
<td align="center">0.05</td>
<td align="center">0.431</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;11:01&#x223c;DQB1&#x2a;03:01</italic>
</td>
<td align="char" char="(">1 (0.003)</td>
<td align="char" char="(">10 (0.034)</td>
<td align="char" char="(">0.1 (0&#x2013;0.68)</td>
<td align="center">5.7 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">0.061</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;16:01&#x223c;DQB1&#x2a;05:02</italic>
</td>
<td align="char" char="(">18 (0.060)</td>
<td align="char" char="(">16 (0.054)</td>
<td align="char" char="(">1.12 (0.53&#x2013;2.39)</td>
<td align="center">0.75</td>
<td align="center">NA</td>
</tr>
<tr>
<td align="left">
<italic>DRB1&#x2a;16:02&#x223c;DQB1&#x2a;05:02</italic>
</td>
<td align="char" char="(">7 (0.024)</td>
<td align="char" char="(">22 (0.075)</td>
<td align="char" char="(">0.3 (0.11&#x2013;0.74)</td>
<td align="center">3.8 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">
<bold>0.041</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn7">
<label>a</label>
<p>Study subjects comprised 149 T1D patients and 147 normoglycemic healthy controls. Significant differences are reported in bold.</p>
</fn>
<fn id="Tfn8">
<label>b</label>
<p>Pcorrected, &#x3d; corrected <italic>p</italic> value for multiple comparisons as per Bonferroni correction method.</p>
</fn>
<fn id="Tfn9">
<label>c</label>
<p>Number (frequency).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-4">
<title>Distribution of DRB1-DQB1 Diplotypes</title>
<p>Parallel to the differential distribution of 2-locus haplotypes among T1D patients and controls, distinct <italic>DRB1&#x223c;DQB1 &#x2b; DRB1&#x223c;DQB1</italic> diplotypes were seen in T1D patients. Extensive diversity in the diplotypes identified was seen, and as such we focused on the DRB1&#x2a;03- and DRB1&#x2a;04-containing diplotypes for analysis. As shown in <xref ref-type="table" rid="T5">Table 5</xref>, <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01 &#x2b; DRB1&#x2a;04:02/05&#x223c;DQB1&#x2a;03:02</italic> 0.104 vs. 0.006, OR &#x3d; 25.03 (8.23&#x2013;97.20, <italic>p</italic> &#x3d; 2.6 &#xd7; 10<sup>&#x2212;10</sup>) followed by the homozygous <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01 &#x2b; DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic> [0.094 vs. 0.01, OR &#x3d; 8.72 (3.17&#x2013;25.32), <italic>p</italic> &#x3d; 3.18 &#xd7; 10<sup>&#x2212;8</sup>] were associated with heightened risk for T1D.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Associations of <italic>DRB1</italic>&#x223c;<italic>DQB1</italic> diplotypes with T1D in the study subjects.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Diplotype<xref ref-type="table-fn" rid="Tfn10">
<sup>a</sup>
</xref>
</th>
<th align="center">Patient<xref ref-type="table-fn" rid="Tfn11">
<sup>b</sup>
</xref>
</th>
<th align="center">Control<xref ref-type="table-fn" rid="Tfn11">
<sup>b</sup>
</xref>
</th>
<th align="center">OR (95% CI)</th>
<th align="center">
<italic>p</italic>-value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">03:01&#x2013;02:01/04:xx&#x223c;03:02<xref ref-type="table-fn" rid="Tfn12">
<sup>c</sup>
</xref>
</td>
<td align="char" char="(">31 (0.104)<xref ref-type="table-fn" rid="Tfn13">
<sup>d</sup>
</xref>
</td>
<td align="char" char="(">2 (0.006)</td>
<td align="center">25.03 (8.23&#x2013;97.2)</td>
<td align="center">
<bold>2.6 x 10</bold>
<sup>
<bold>&#x2212;10</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">03:01&#x2013;02:01/03:01&#x2013;02:01</td>
<td align="char" char="(">28 (0.094)</td>
<td align="char" char="(">3 (0.010)</td>
<td align="center">8.72 (3.17&#x2013;25.32)</td>
<td align="center">
<bold>3.18 x 10</bold>
<sup>
<bold>&#x2212;8</bold>
</sup>
</td>
</tr>
<tr>
<td align="left">04:xx&#x223c;03:02/04:xx&#x223c;03:02</td>
<td align="char" char="(">4 (0.013)</td>
<td align="char" char="(">0 (0.000)</td>
<td align="center">NA</td>
<td align="center">NA</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn10">
<label>a</label>
<p>DRB1&#x223c;DQB1/DRB1&#x223c;DQB1 diplotype.</p>
</fn>
<fn id="Tfn11">
<label>b</label>
<p>Study subjects consisted of 149 T1D subjects and 147 normoglycemic control subjects. Significant differences are reported in bold.</p>
</fn>
<fn id="Tfn12">
<label>c</label>
<p>xx &#x3d; HLA-DRB1&#x2a;04 alleles &#x2a;04:02 and &#x2a;04:05.</p>
</fn>
<fn id="Tfn13">
<label>d</label>
<p>Number (frequency).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-5">
<title>Linkage Disequilibrium Between DRB1 and DQB1 Loci</title>
<p>D&#x2032; and <italic>W</italic>
<sub>
<italic>n</italic>
</sub> values, as well as <italic>W</italic>
<sub>
<italic>DRB1/DQB1</italic>
</sub> and <italic>W</italic>
<sub>
<italic>DQB1/DRB1</italic>
</sub> measures<italic>,</italic> which assess the global linkage disequilibrium (LD) between <italic>DRB1</italic> and <italic>DQB1</italic> loci in T1D patients and control groups are shown in <xref ref-type="sec" rid="s12">Supplementary Table S5</xref>. There were no substantial differences between T1D cases and controls in terms of LD. Strong LD between <italic>DRB1</italic> and <italic>DQB1</italic> loci is illustrated by the high D&#x2019; measure (0.92 in patients and 0.95 in controls), and to a lesser extent by <italic>W</italic>
<sub>
<italic>n</italic>
</sub> (0.75 in patients and 0.72 in controls). The ALD measures (<italic>W</italic>
<sub>
<italic>DRB1/DQB1</italic>
</sub> and <italic>W</italic>
<sub>
<italic>DQB1/DRB</italic>
</sub>) dissect the variation on each locus conditioned on the other. Comparison of the W<sub>
<italic>DRB1/DQB1</italic>
</sub> (0.89 in patients and 0.90 in controls) with <italic>W</italic>
<sub>
<italic>DQB1/DRB1</italic>
</sub> (0.71 in both groups) indicated less variation among <italic>DRB1</italic> alleles related to <italic>DQB1</italic>, when compared to <italic>DQB1</italic> alleles related to <italic>DRB1</italic>.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The HLA contribution to T1D genetic susceptibility differs between populations and ethnic groups (<xref ref-type="bibr" rid="B29">Noble et al., 2013</xref>), largely due to varied frequencies and functional associations of <italic>DRB1</italic> and <italic>DQB1</italic> alleles and haplotypes (susceptible, protective). Key <italic>DRB1</italic> and <italic>DQB1</italic> alleles and haplotypes associated with T1D were reported for Caucasian and non-Caucasian populations (<xref ref-type="bibr" rid="B37">Petrone et al., 2001</xref>; <xref ref-type="bibr" rid="B12">Erlich et al., 2008</xref>; <xref ref-type="bibr" rid="B20">Ilonen et al., 2009</xref>; <xref ref-type="bibr" rid="B29">Noble et al., 2013</xref>), which included <italic>DRB1&#x2a;03:01</italic>, <italic>DRB1&#x2a;04:02, DRB1&#x2a;04:05, DQB1&#x2a;02:01,</italic> and <italic>DQB1&#x2a;03:02</italic> along with <italic>DRB1&#x2a;03:01</italic>&#x223c;DQB1&#x2a;02:01 (DR3), <italic>DRB1&#x2a;04:02&#x223c;DQB1&#x2a;03:02</italic> (DR4), and <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;03:02</italic> haplotypes also observed in this study and studies on other Arab populations from Bahrain, Tunisia, Lebanon and Saudi Arabia (<xref ref-type="bibr" rid="B3">Al-Harbi et al., 2004</xref>; <xref ref-type="bibr" rid="B4">Al-Jenaidi et al., 2005</xref>; <xref ref-type="bibr" rid="B43">Stayoussef et al., 2009</xref>; <xref ref-type="bibr" rid="B27">Manan et al., 2010</xref>; <xref ref-type="bibr" rid="B10">El-Amir et al., 2015</xref>; <xref ref-type="bibr" rid="B11">Eltayeb-Elsheikh et al., 2020</xref>). It is noteworthy that no DR3 or DR4 haplotype linked with T1D was detected in East and Southeast Asians (<xref ref-type="bibr" rid="B16">Hashimoto et al., 1994</xref>; <xref ref-type="bibr" rid="B23">Kawabata et al., 2002</xref>).</p>
<p>
<italic>DRB1&#x2a;04:01</italic>&#x223c;<italic>DQB1&#x2a;03:02</italic> (0.34% controls frequency) and <italic>DRB1&#x2a;04:01&#x223c;DQB1&#x2a;03:</italic>01 (not seen in controls) were rare in Emiratis. This was reminiscent of findings in Europeans where <italic>DRB1&#x2a;04:01</italic>&#x223c;<italic>DQB1&#x2a;03:02</italic> haplotype the second susceptibility haplotype, compared to <italic>DRB1&#x2a;04:01</italic>&#x223c;<italic>DQB1&#x2a;03:01</italic> which was protective in Europeans (<xref ref-type="bibr" rid="B12">Erlich et al., 2008</xref>; Noble et alel., 2013), but not Africans (<xref ref-type="bibr" rid="B31">Onengut-Gumuscu et al., 2019</xref>). In our study, the <italic>DRB1&#x2a;04:03</italic> allele and <italic>DRB1&#x2a;04:03&#x223c;DQB1&#x2a;03:02</italic> haplotype were more prevalent in the healthy controls but were not statistically different after correcting for multiple comparisons. The highest T1D risk in Emiratis was conferred by <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;03:02</italic>, <italic>DRB1&#x2a;04:02&#x223c;DQB1&#x2a;03:02</italic> and <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic> haplotypes. By comparison, the highest risk in European was imparted by <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;03:02</italic>, <italic>DRB1&#x2a;04:01&#x223c;DQB1&#x2a;03:02</italic>, <italic>DRB1&#x2a;04:02&#x223c;DQB1&#x2a;03:02</italic>, and <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic> (<xref ref-type="bibr" rid="B12">Erlich et al., 2008</xref>).</p>
<p>
<italic>DQB1&#x2a;03:03</italic>, <italic>DRB1&#x2a;08:01</italic>, <italic>DRB1&#x2a;08:02,</italic> and <italic>DRB1&#x2a;09:01</italic> were rare among patients or controls in the present study. Moreover, <italic>DRB1&#x2a;03:02</italic> was rare in the Emirati study population (<xref ref-type="bibr" rid="B2">Al-Yafei et al., 2019</xref>; <xref ref-type="bibr" rid="B5">Arnaiz-Villena et al., 2019</xref>) and European derived populations; and frequent in <italic>DQB1&#x2a;04:02</italic>-containing haplotypes in Africans, protecting against T1D (<xref ref-type="bibr" rid="B18">Howson et al., 2013</xref>). <italic>DQB1&#x2a;04:01</italic>, common in East Asians (<xref ref-type="bibr" rid="B23">Kawabata et al., 2002</xref>), is rare in Emiratis (<xref ref-type="bibr" rid="B2">Al-Yafei et al., 2019</xref>; <xref ref-type="bibr" rid="B5">Arnaiz-Villena et al., 2019</xref>). Furthermore, several <italic>DRB1&#x223c;DQB1</italic> haplotypes associated with T1D in Europeans, Asians, and Africans were not observed here. For example, the <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;02:01</italic> haplotype predisposed to T1D susceptibility in African Americans, while the African DR3 (<italic>DRB1&#x2a;03:02&#x223c;DQB1&#x2a;04:02</italic>) haplotype was protective (<xref ref-type="bibr" rid="B29">Noble et al., 2013</xref>). In addition to DR3 (DRB1&#x2a;03:01<italic>&#x223c;DQB1&#x2a;02:01</italic>) and DR4 (DRB1&#x2a;04<italic>&#x223c;DQB1&#x2a;03:02</italic>, <italic>DRB1&#x2a;08:01</italic>&#x223c;<italic>DQB1&#x2a;04:02</italic> is a T1D predisposing haplotype in Europeans (<xref ref-type="bibr" rid="B45">Thomson et al., 2007</xref>). The African <italic>DRB1&#x2a;03:02&#x223c;DQB1&#x2a;04:02</italic> and <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;02:01</italic> haplotypes were rare in our study and in European populations. The <italic>DQB1&#x2a;04:02</italic> allele was more prevalent in the Emirati healthy controls but was not statistically different after correcting for multiple comparisons. <italic>DRB1&#x2a;xx:xx</italic> &#x223c; <italic>DQB1&#x2a;04:02</italic> haplotypes were detected at low counts. The <italic>DRB1&#x2a;08:02&#x223c;DQB1&#x2a;03:02, DRB1&#x2a;09:01&#x223c;DQB1&#x2a;03:03</italic>, and <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;04:01 </italic>haplotypes, associated with increased T1D susceptibility in East Asians (<xref ref-type="bibr" rid="B19">Ikegami et al., 2008</xref>; <xref ref-type="bibr" rid="B22">Katahira et al., 2009</xref>), were rare in the current study population (<xref ref-type="sec" rid="s12">Supplementary Tables S2, S4</xref>). The <italic>DRB1&#x2a;04:05&#x223c;DQB1&#x2a;04:01</italic> haplotype common in East Asia populations (Japanese, Taiwanese, Philippines), is rare in Europeans and African Americans (<xref ref-type="bibr" rid="B45">Thomson et al., 2007</xref>), in line with the findings here. On the other hand, <italic>DRB1&#x2a;09:01&#x223c;DQB1&#x2a;03:03</italic>, also rare in African Americans, is found in Europeans and East Asians (<xref ref-type="bibr" rid="B45">Thomson et al., 2007</xref>). It should be noted that a unique (DR9) <italic>DRB1&#x2a;09:01&#x223c;DQA1&#x2a;03:01&#x223c;DQB1&#x2a;02:02</italic> haplotype (but not the <italic>DRB1&#x2a;09:01&#x223c;DQB1&#x2a;03:03</italic>) haplotype has been detected in Africans (<xref ref-type="bibr" rid="B29">Noble et al., 2013</xref>).</p>
<p>While high prevalence of <italic>DRB1&#x2a;07:01&#x223c;DQB1&#x2a;02:02</italic> was seen in controls (9.18%) and cases (7.05%), no significant difference in its distribution between cases and controls was seen. <italic>DRB1&#x2a;07:01&#x223c;DQA1&#x2a;02:01&#x223c;DQB1&#x2a;02:02</italic> conferred some protection against T1D in Europeans (<xref ref-type="bibr" rid="B12">Erlich et al., 2008</xref>), while <italic>DRB1&#x2a;07:01&#x223c;DQA1&#x2a;03:01&#x223c;DQB1&#x2a;02:02</italic> was susceptible for T1D in Africans (<xref ref-type="bibr" rid="B29">Noble et al., 2013</xref>). Varied T1D risk of <italic>DR7</italic>-containing haplotypes was dependent on the <italic>DQA1</italic> allele contained in the <italic>DRB1&#x2a;07:01&#x223c;DQA1&#x2a;xx:xx&#x223c;DQB1&#x2a;02:02</italic> haplotype. <xref ref-type="bibr" rid="B29">Noble et al. (2013)</xref> showed that the <italic>DRB1&#x2a;07:01&#x223c;DQB1&#x2a;03:03</italic> haplotype was protective of T1D in Europeans but was rare in Africans; this haplotype is rare in the current study (0.34% in both groups). Moreover, the distribution of <italic>DRB1&#x2a;01:01&#x223c;DQB1&#x2a;05:01</italic>, <italic>DRB1&#x2a;01:02&#x223c;DQB1&#x2a;05:02</italic>, <italic>DRB1&#x2a;16:01&#x223c;DQB1&#x2a;05:02</italic>, and <italic>DRB1&#x2a;10:01&#x223c;DQB1&#x2a;05:01</italic> haplotypes were comparable between T1D cases and controls. While <italic>DRB1&#x2a;01:01/01:02&#x223c;DQB1&#x2a;05:01</italic> was shown earlier to be associated with increased susceptibility to T1D (<xref ref-type="bibr" rid="B45">Thomson et al., 2007</xref>), this was not consistent with subsequent studies (<xref ref-type="bibr" rid="B12">Erlich et al., 2008</xref>). The <italic>DRB1&#x2a;16:02&#x223c;DQB1&#x2a;05:02</italic> haplotype was protective for T1D while <italic>DRB1&#x2a;11:01&#x223c;DQB1&#x2a;03:01</italic> and <italic>DRB1&#x2a;10:01&#x223c;DQB1&#x2a;05:01</italic> were more prevalent in the healthy controls but were not statistically different after correcting for multiple comparisons. <italic>DRB1&#x2a;15:01&#x223c;DQB1&#x2a;06:02</italic>, <italic>DRB1&#x2a;14:01&#x223c;DQB&#x2a;05:03</italic>, and <italic>DRB1&#x2a;07:01&#x223c;DQB1&#x2a;03:</italic>03 (<xref ref-type="bibr" rid="B28">Noble et al., 1996</xref>; <xref ref-type="bibr" rid="B37">Petrone et al., 2001</xref>; <xref ref-type="bibr" rid="B30">Noble et al., 2011</xref>) are protective in Europeans but were observed at low frequencies in the present study and were binned (Supplemental S2 and S4). <italic>DRB1&#x2a;15:01-DQB1&#x2a;06:02</italic> was seen in approximately 20% of Europeans, but in only 1% of T1D individuals (<xref ref-type="bibr" rid="B28">Noble et al., 1996</xref>). <italic>DRB1&#x2a;16:02-DQB1&#x2a;05:02</italic> is common in controls (7.48%) and patients (2.35%), but is rare in Europeans, Africans, and Asians (<xref ref-type="bibr" rid="B16">Hashimoto et al., 1994</xref>). <italic>DRB1&#x2a;16:01&#x223c;DQB1&#x2a;05:02</italic>, a common DR2 haplotype in the studied population (6.04 and 5.44% in patients and controls, respectively), was not associated with T1D. In addition, <italic>DRB1&#x2a;15:01&#x223c;DQB1&#x2a;06:02,</italic> a T1D protective haplotype in most ethnicities (<xref ref-type="bibr" rid="B32">Osoegawa et al., 2019</xref>), was detected at low frequency in patients (0.67%) and controls (1.67%). Moreover, the (protective) <italic>DRB1&#x2a;15:03&#x223c;DQB1&#x2a;06:02</italic>, <italic>DRB1&#x2a;08:04&#x223c;DQB1&#x2a;03:01</italic>, and <italic>DRB1&#x2a;03:02&#x223c;DQB1&#x2a;04:02</italic> African haplotypes were rare in our study population.</p>
<p>Differential contribution of <italic>DR&#x223c;DQ</italic> haplotypes to T1D risk were recognized; this was dictated by the specific ethnic background. Most of our T1D patients carried (<italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic>) (<italic>DR3</italic>) or (<italic>DRB1&#x2a;04:02/05&#x223c;DQB1&#x2a;03:02</italic>) (<italic>DR4</italic>) haplotypes (87%), and 23% of these were carriers of the heterozygous <italic>DR3</italic>/<italic>DR4</italic> diplotype. In particular, the <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic>/<italic>DRB1&#x2a;04:02/05&#x223c;DQB1&#x2a;03:02</italic> (heterozygous) diplotype imparted the highest T1D risk, followed by <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic>/<italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:</italic>01 (homozygous) diplotype. This was comparable to Europeans, where most (90%) T1D patients were <italic>DR3</italic> or <italic>DR4</italic> carriers, with 40% carrying the DR3/DR4 diplotype (<xref ref-type="bibr" rid="B40">Ronningen et al., 1991</xref>; <xref ref-type="bibr" rid="B28">Noble et al., 1996</xref>), which is higher than the 12% <italic>DR3</italic>/<italic>DR4</italic> diplotype carrier rate seen in Africans (<xref ref-type="bibr" rid="B28">Noble et al., 1996</xref>). Furthermore, the highest risk for T1D in Europeans was conferred by the <italic>DR3</italic>/<italic>DR4</italic> diplotype, rather than <italic>DR3/DR3</italic> (<xref ref-type="bibr" rid="B28">Noble et al., 1996</xref>; <xref ref-type="bibr" rid="B17">Hermann et al., 2003</xref>; <xref ref-type="bibr" rid="B12">Erlich et al., 2008</xref>), while in East Asians, the highest T1D risk was conferred by the <italic>DR4</italic>/<italic>DR9</italic> diplotype (<xref ref-type="bibr" rid="B19">Ikegami et al., 2008</xref>). This absence of <italic>DR3</italic> might explain the low prevalence of T1D in these populations, as suggested earlier (<xref ref-type="bibr" rid="B19">Ikegami et al., 2008</xref>).</p>
<p>The apparent discrepancies between our results and those of other populations can be attributed to several factors, including race/ethnicity, incidence of T1D, sample size, genotyping methods, and other factors (<xref ref-type="bibr" rid="B34">Park, 2007</xref>; <xref ref-type="bibr" rid="B39">Polychronakos and Li 2011</xref>). This was highlighted by the <italic>HLA</italic> allele/haplotype frequencies between our population and Europeans, Africans, and East Asians (<xref ref-type="bibr" rid="B2">Al-Yafei et al., 2019</xref>; <xref ref-type="bibr" rid="B5">Arnaiz-Villena et al., 2019</xref>). This in turn explains, at least in part, the variations in T1D prevalence and incidence (<xref ref-type="bibr" rid="B35">Patterson et al., 2012</xref>). The high LD values between <italic>DRB1</italic> and <italic>DQB1</italic> loci were found in Emiratis, consistent with the findings in other ethnic groups. LD values were similar in cases and controls, and were identical for <italic>W</italic>
<sub>
<italic>DQB1/DRB1</italic>
</sub>, suggesting equivalent diversity of <italic>DQB1</italic> alleles within <italic>DRB1&#x223c;DQB1</italic> haplotypes between the groups. The intermediate <italic>W</italic>
<sub>
<italic>n</italic>
</sub> LD measure value relative to <italic>W</italic>
<sub>
<italic>DRB1/DQB1</italic>
</sub> and <italic>W</italic>
<sub>
<italic>DQB1/DRB1</italic>
</sub> measures in patients illustrates the importance for applying the ALD measures for highly polymorphic genetic systems.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>The highest T1D risk was imparted by the <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic>/<italic>DRB1&#x2a;04:02-05&#x223c;DQB1&#x2a;03:02</italic> diplotype followed by the <italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic>/<italic>DRB1&#x2a;03:01&#x223c;DQB1&#x2a;02:01</italic> diplotype. Emiratis showed similarities with and differences from European, Asian, and African populations in terms of <italic>HLA-DRB1</italic> and -<italic>DQB1</italic> alleles and haplotypes and their associations with T1D. However, our study had some shortcomings, namely the relatively small sample size, and lack of <italic>DQA1</italic> genotyping (especially for <italic>DR7</italic>&#x2b; samples). An interesting dimension of ethnic diversity and possible diverse relationships is highlighted between <italic>HLA</italic>-<italic>DRB1</italic> and -<italic>DQB1</italic> genes and T1D across different populations.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>All sequences were submitted to the Short Read Archive (SRA) at GenBank and assigned BioSample accession numbers between SAMN26674334 and SAMN26674604 under BioProject PRJNA609073.</p>
</sec>
<sec id="s7">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Institutional Review Boards at SKMC (REC-25-10-2016 RS-445) and United Arab Emirates University (AAMDHREC 2016-4255 16-002). Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin. </p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>ZA, GE, JA and BRA draft the idea of the research and the research proposal. MA and CS conducted the laboratory and genetic analysis. RM and AN did data cleaning. SM, WO and WA conducted the data analysis, prepared the tables and contributed to the writing of the statistical components of the study. ZA wrote the first draft of the manuscript under supervision of GE. BA, SB, SA, JA, RM and AN contributed to participant&#x2019;s recruitment and reviewed the manuscript. RM, AN and WO prepare the manuscript for publication. All authors reviewed the final version of the manuscript and gave approval for submission for publication of this manuscript. </p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This work was funded by the College of Medicine and Health Sciences; United Arab Emirates University grant code 21M103-4 IRCA. This work was also supported by National Institutes of Health (NIH) National Institute of Allergy and Infectious Disease (NIAID) grant R01AI28775 (SM). The content is solely the responsibility of the authors and does not necessarily reflect the official views of the NIAID, NIH or United States Government. </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="disclaimer" id="s11">
<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>
<ack>
<p>The authors are most grateful to all the patients and parents/guardians who for participation to the study, all physicians, diabetes educators and nurses who helped identification of appropriate patients, and admin and technical staff for data entry and support.</p>
</ack>
<sec id="s12">
<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/fgene.2022.841879/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2022.841879/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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