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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1400239</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2024.1400239</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The association between HLA-B variants and amoxicillin-induced severe cutaneous adverse reactions in Chinese han population</article-title>
<alt-title alt-title-type="left-running-head">Wang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2024.1400239">10.3389/fphar.2024.1400239</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Wang</surname>
<given-names>Ting</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<name>
<surname>Yang</surname>
<given-names>Jin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<sup>&#x2020;</sup>
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<name>
<surname>Yang</surname>
<given-names>Fanping</given-names>
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<sup>2</sup>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<sup>4</sup>
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<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Ye</given-names>
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<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Zichong</given-names>
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<sup>5</sup>
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<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Bei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<name>
<surname>Yang</surname>
<given-names>Linlin</given-names>
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<sup>6</sup>
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<surname>Xing</surname>
<given-names>Qinghe</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Luo</surname>
<given-names>Xiaoqun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Children&#x2019;s Hospital of Fudan University</institution>, <institution>Institutes of Biomedical Sciences of Fudan</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Allergy and Immunology</institution>, <institution>Huashan Hospital</institution>, <institution>Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Dermatology</institution>, <institution>Huashan Hospital</institution>, <institution>Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Research Center of Allergy and Diseases</institution>, <institution>Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>College of Chemistry</institution>, <institution>Green Catalysis Center</institution>, <institution>Zhengzhou University</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Pharmacology</institution>, <institution>School of Basic Medical Sciences</institution>, <institution>Zhengzhou University</institution>, <addr-line>Zhengzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1138761/overview">Yijing He</ext-link>, Central South University, China</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/351274/overview">Zhipeng Liu</ext-link>, Purdue University, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1814583/overview">Kushneet Kaur Sodhi</ext-link>, University of Delhi, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Linlin Yang, <email>yanglin-89@zzu.edu.cn</email>; Qinghe Xing, <email>xingqinghe@hotmail.com</email>; Xiaoqun Luo, <email>luoxiaoqun913@126.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1400239</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Wang, Yang, Yang, Cheng, Huang, Li, Yang, Xing and Luo.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wang, Yang, Yang, Cheng, Huang, Li, Yang, Xing and Luo</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Amoxicillin (AMX) is among the most prescribed and the best tolerated antimicrobials worldwide. However, it can occasionally trigger severe cutaneous adverse reactions (SCAR) with a significant morbidity and mortality. The genetic factors that may be relevant to AMX-induced SCAR (AMX-SCAR) remain unclear. Identification of the genetic risk factor may prevent patients from the risk of AMX exposure and resume therapy with other falsely implicated drugs.</p>
</sec>
<sec>
<title>Methodology</title>
<p>Four patients with AMX-SCAR, 1,000 population control and 100 AMX-tolerant individuals were enrolled in this study. Both exome-wide and HLA-based association studies were conducted. Molecular docking analysis was employed to simulate the interactions between AMX and risk HLA proteins.</p>
</sec>
<sec>
<title>Results</title>
<p>Compared with AMX-tolerant controls, a significant association of <italic>HLA-B&#x2a;15:01</italic> with AMX-SCAR was validated [odds ratio (OR) &#x003D; 22.9, 95% confidence interval (CI): 1.68&#x2013;1275.67; <italic>p</italic> &#x003D; 7.34 &#xd7; 10<sup>&#x2212;3</sup>]. Moreover, 75% carriers of <italic>HLA-B&#x2a;15:01</italic> in four patients with AMX-SCAR, and the carrier frequency of 10.7% in 1,000 control individuals and 11.0% in 100 AMX-tolerant controls, respectively. Within HLA-B protein, the S140 present in all cases and demonstrated the strongest association with AMX-SCAR [OR &#x003D; 53.5, <italic>p</italic> &#x003D; 5.18 &#xd7; 10<sup>&#x2212;4</sup>]. Molecular docking results also confirmed the interaction between AMX and S140 of the HLA-B protein, thus eliminating the false-positive results during in association analysis.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Our findings suggest that genetic susceptibility may be involved in the development of AMX-SCAR in Han Chinese. However, whether the HLA-B variants observed in this study can be used as an effective genetic marker of AMX-induced SCAR still needs to be further explored in larger cohort studies and other ethnic populations.</p>
</sec>
</abstract>
<kwd-group>
<kwd>amoxicillin</kwd>
<kwd>severe cutaneous adverse reactions</kwd>
<kwd>HLA-B</kwd>
<kwd>variants</kwd>
<kwd>whole-exome sequencing</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Pharmacogenetics and Pharmacogenomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Amoxicillin (AMX) is among the most prescribed and the best tolerated antimicrobials worldwide (<xref ref-type="bibr" rid="B25">Sharland et al., 2018</xref>). However, AMX is also one of the most common drug allergy labels in the electronic health record, it can occasionally trigger severe cutaneous adverse reactions (SCAR), such as Stevens-Johnson syndrome (SJS), toxic epidermal necrolysis (TEN), drug reactions with eosinophilia and systemic symptoms (DRESS), and drug-induced acute erythroderma, with a significant morbidity and mortality (<xref ref-type="bibr" rid="B1">Aouam et al., 2010</xref>; <xref ref-type="bibr" rid="B10">Girelli et al., 2013</xref>; <xref ref-type="bibr" rid="B21">Pejcic et al., 2023</xref>). In time of the development of SCAR in combination medicines and antibiotic resistant settings, future exposure to all concurrently dosed drugs is contraindicated, seriously restricting the choice of candidate drugs for the patients (<xref ref-type="bibr" rid="B26">Sodhi et al., 2023</xref>). To date, SCAR is considered as immune-mediated delayed hypersensitivity reactions, due to drug-meditated immune response caused by cytotoxic T lymphocytes are specifically activated that occur until at least 3&#x2013;4 days after of exposure to the causative drug (<xref ref-type="bibr" rid="B6">Chessman et al., 2008</xref>; <xref ref-type="bibr" rid="B31">Wei et al., 2012</xref>).</p>
<p>Advances in pharmacogenetics and pharmacogenomics have revealed the relationship between genetics and SCAR and excavated important molecules involved in the pathogenesis of drug hypersensitivity. A growing body of evidence suggested that HLA alleles are strongly associated with the drug-specific SCARs, and pretherapy screening for the risk HLA alleles could effectively reduce the occurrence of related SCARs. Notably, previous studies have identified the strong genetic associations between <italic>HLA-B&#x2a;58:01</italic> and allopurinol-induced SCAR(<xref ref-type="bibr" rid="B11">Hung et al., 2005</xref>) and <italic>HLA-B&#x2a;15:02</italic> and carbamazepine-induced SJS/TEN (<xref ref-type="bibr" rid="B8">Chung et al., 2004</xref>). Besides, <italic>HLA-B&#x2a;57:01</italic> (<xref ref-type="bibr" rid="B18">Mallal et al., 2008</xref>) and <italic>HLA-B&#x2a;13:01</italic> (<xref ref-type="bibr" rid="B33">Zhang et al., 2013</xref>) have also been found strong associations with abacavir hypersensitivity and dapsone hypersensitivity syndrome, respectively. The findings of these strong genetic associations have been applied to clinical screening to prevent the cases of severe drug hypersensitivity (<xref ref-type="bibr" rid="B28">Wang et al., 2021</xref>).</p>
<p>However, the genetic factors that may be relevant to AMX-induced SCAR (AMX-SCAR) remain unclear. The associations between genetic markers and beta-lactam antibiotics-induced adverse drug reactions have been reported. Yang et al. previously reported that <italic>HLA-DRB</italic> allele was found to be weakly associated with IgE-mediated-type hypersensitivity to penicillin in Chinese population (<xref ref-type="bibr" rid="B32">Yang et al., 2006</xref>). <italic>HLA-DRB1&#x2a;10:01</italic> allele was found to be associated with penicillin-induced immediate reactions (<xref ref-type="bibr" rid="B20">Nicoletti et al., 2021</xref>)and <italic>HLA-B&#x2a;55:01</italic> was related to penicillin-induced delayed reactions by genome-wide association study (<xref ref-type="bibr" rid="B16">Krebs et al., 2020</xref>) in European population. Romano et al. reported that <italic>HLA-DRB3&#x2a;02:02</italic> allele was strongly associated with penicillin-induced delayed hypersensitivity compared to immediate reaction in Italian population (<xref ref-type="bibr" rid="B23">Romano et al., 2022</xref>). Besides, Wattanachai et al. recently reported that six HLA alleles including <italic>HLA-A&#x2a;01:01, HLA-B&#x2a;50:01, HLA-C&#x2a;06:02, HLA-DRB1&#x2a;15:01, HLA-DQA1&#x2a;03:01,</italic> and <italic>HLA-DQB1&#x2a;03:02</italic>, were associated with the increased risk of beta-lactam antibiotics-related SCARs in Thai population (<xref ref-type="bibr" rid="B30">Wattanachai et al., 2023</xref>). To investigate the genetic predisposition to hypersensitivity reactions induced by AMX antibiotic to prevent patients from the risk of AMX exposure and resume therapy with other falsely implicated drugs in Chinese population, we carried out a case-control association study of patients with AMX-induced SCAR by using whole-exome sequencing (WES) and then further validated the results in AMX-tolerant population. Furthermore, molecular docking modeling was employed to elucidate the potential key amino acid residues of HLA molecules bound to AMX and the specific conformation pattern of ligand-receptor binding.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Subject enrollment</title>
<p>Four cases with AMX-induced SCAR were recruited from Huashan Hospital of Fudan University in Shanghai, China from January 2006 to December 2022. Phenotypes of SCAR were classified according to the consensus definitions of RegiSCAR study criteria (<xref ref-type="bibr" rid="B2">Auquier-Dunant et al., 2002</xref>; <xref ref-type="bibr" rid="B5">Cacoub et al., 2011</xref>; <xref ref-type="bibr" rid="B29">Wang et al., 2018</xref>). The drug causality for each enrolled case was determined by the dermatologist using the algorithm of drug causality for epidermal necrolysis (ALDEN) score published by the RegiSCAR study group or the Naranjo algorithm (<xref ref-type="bibr" rid="B19">Naranjo et al., 1981</xref>; <xref ref-type="bibr" rid="B24">Sassolas et al., 2010</xref>; <xref ref-type="bibr" rid="B14">Kardaun et al., 2013</xref>). Data on patients&#x2019; demography, clinical patterns, causative drugs, treatments, and clinical outcomes were collected from patients&#x2019; case notes. Patients&#x2019; files with incomplete data were excluded. For general population and drug-tolerant controls, we collected clinical data and DNA samples of 1,000 individuals in general population without history of adverse drug reactions as the WES control group as well as 100 drug-tolerant patients who had received amoxicillin for several times and the cumulative duration was for more than 3 months without evidence of adverse reactions were enrolled as tolerant controls (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). The latency period between the intake of the drug and the onset of the skin eruption was recorded. Written informed consent has been collected from all subjects, and the study protocol was approved by the institutional review board of Department of Dermatology, Huashan Hospital.</p>
</sec>
<sec id="s2-2">
<title>HLA genotyping</title>
<p>The whole-exome sequencing (WES) method include steps such as DNA sample extraction, library building, and sequencing, following the methods reported previously by (<xref ref-type="bibr" rid="B13">Jiang et al., 2022</xref>). Typing of HLA alleles were performed using HLA-HD version 1.3.0 (<xref ref-type="bibr" rid="B15">Kawaguchi et al., 2017</xref>) with sequence mapped to the reference sequence of six-digit HLA alleles from the IMGT/HLA database in default settings (<xref ref-type="bibr" rid="B3">Barker et al., 2023</xref>). High-resolution four-digit HLA-B allele genotyping was performed by Weihe Biotechnology (Jiangsu, China) using the polymerase chain reaction-sequence based typing (PCR-SBT) method.</p>
</sec>
<sec id="s2-3">
<title>Molecular modeling</title>
<p>We conducted molecular docking studies via the Maestro (version 2019) software to investigate the interaction patterns between AMX and HLA protein. The protein and nucleotide sequences of HLA-B&#x2a;15:01, HLA-B&#x2a;46:01, HLA-B&#x2a;15:02, and HLA-B&#x2a;35:05 were obtained from the IMGT/HLA database. The structure of these four HLA protein molecules were obtained from SWISS-MODEL server, and HLA-B&#x2a;15:01, HLA-B&#x2a;15:02, HLA-B&#x2a;35:05 and HLA-B&#x2a;46:01 were modeled based on the following crystal structures, respectively: 5TXS (100% identity), 6UZM (100% identity), 7SIF (100% identity) and 4LCY (100% identity). AMX molecule was used as ligands and HLA molecule was used as receptors for docking modeling. The receptor molecule obtained the dominant conformation after repairing the missing residues and minimizing the energy using Maestro software. Ligprep module was used to generate 32 3D conformations of AMX molecules, and the optimal conformation was selected for modeling. The above receptor and ligand molecules were protonated at human physiological PH value. All parameters were set to the software default parameters. The docking simulation of the optimized ligand receptor was performed, and the docking models of the top 20 outputs were displayed. According to the docking scores and results, the optimal binding mode of AMX docking with each HLA molecule was selected.</p>
</sec>
<sec id="s2-4">
<title>Statistical analysis</title>
<p>The statistical analyses were carried out using R version 4.2.3 (The R Foundation for Statistical Computing, Vienna, Austria). Individuals who tested positive for at least one copy of a specific allele were considered as carriers. Fisher exact test was applied to compare the carrier frequency between specific HLA allele for AMX-SCAR patients and population controls as well as AMX-tolerant controls. Overall odd ratios (ORs) with corresponding 95% confidence intervals (CIs) were calculated to quantify the association. When zero cell counts were included, ORs were calculated using Haldane&#x2019;s modification, which adds 0.5 to all cells to accommodate possible zero counts to reduce bias in estimating ORs. In the HLA protein sequence analysis, the &#x3c7;<sup>2</sup> test and Fisher&#x2019;s exact test were used to analyse the polymorphic position and amino acid residue between the AMX-SCAR group and two control groups, respectively. A two-tailed <italic>p</italic>-value of &#x003c;0.05 was considered as statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3-1">
<title>Demographic and clinical characteristics of patients</title>
<p>Herein, we described four patients with AMX-SCAR recruited from the dermatology ward from Huashan Hospital of Fudan University between 2010 and 2021, who have been diagnosed with SJS, TEN, DRESS and Acute Erythroderma, respectively (<xref ref-type="table" rid="T1">Table 1</xref>). One out of four patients underwent oral AMX monotherapy, and the remaining three were on oral AMX combined with other drugs, for which we have ruled out other possible combined drugs as the culprit based on the medical history and ALDEN score or Naranjo algorithm. Latency period ranged from 1 to 9 days, with an average of 6.5 &#xb1; 2.6 days. Among them, three out of four patients had fever (&#x2265;37.5&#xb0;C), 2 cases presented increased white blood cell count (&#x2265;0.5&#xd7;10<sup>9</sup>/L), 1 case exhibited drug induced liver injury, and 2 cases had a history of penicillin allergy implying cross-reactivity with other penicillins.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Clinical characteristics and HLA-B genotypes of patients with amoxicillin-induced severe cutaneous adverse reactions.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Gender/age</th>
<th align="left">SCAR</th>
<th align="left">Fever</th>
<th align="left">WBC</th>
<th align="left">EP</th>
<th align="left">AST</th>
<th align="left">ALT</th>
<th align="left">ALP</th>
<th align="left">GGT</th>
<th align="left">Latency (days)</th>
<th align="left">Allergic history</th>
<th align="left">Combined drug</th>
<th align="left">Hospitalization time (days)</th>
<th align="left">
<italic>HLA-B</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">M/60</td>
<td align="left">DRESS</td>
<td align="left">38&#xb0;C</td>
<td align="left">31.7&#x2191;</td>
<td align="left">3.6&#x2191;</td>
<td align="left">735&#x2191;</td>
<td align="left">786&#x2191;</td>
<td align="left">1,448&#x2191;</td>
<td align="left">1,021&#x2191;</td>
<td align="left">5</td>
<td align="left">-</td>
<td align="left">Niuhuang Jiedu Tablet</td>
<td align="left">11</td>
<td align="left">
<italic>13:01/</italic>
<bold>
<italic>15:01</italic>
</bold>
</td>
</tr>
<tr>
<td align="left">F/28</td>
<td align="left">TEN</td>
<td align="left">39.5&#xb0;C</td>
<td align="left">13.0 &#x2191;</td>
<td align="left">0.5</td>
<td align="left">17</td>
<td align="left">35</td>
<td align="left">27</td>
<td align="left">11</td>
<td align="left">9</td>
<td align="left">-</td>
<td align="left">Acetaminophen</td>
<td align="left">14</td>
<td align="left">
<bold>
<italic>15:01</italic>
</bold>
<italic>/51:01</italic>
</td>
</tr>
<tr>
<td align="left">F/49</td>
<td align="left">Acute Erythroderma</td>
<td align="left">-</td>
<td align="left">9.9</td>
<td align="left">0</td>
<td align="left">14</td>
<td align="left">22</td>
<td align="left">46</td>
<td align="left">13</td>
<td align="left">1</td>
<td align="left">Penicillin</td>
<td align="left">-</td>
<td align="left">6</td>
<td align="left">
<bold>
<italic>15:01</italic>
</bold>
<italic>/37:01</italic>
</td>
</tr>
<tr>
<td align="left">F/56</td>
<td align="left">SJS</td>
<td align="left">37.5&#xb0;C</td>
<td align="left">12.1 &#x2191;</td>
<td align="left">0.8 &#x2191;</td>
<td align="left">11</td>
<td align="left">12</td>
<td align="left">28</td>
<td align="left">7</td>
<td align="left">4</td>
<td align="left">Penicillin</td>
<td align="left">chlorphenazine</td>
<td align="left">9</td>
<td align="left">
<italic>39:01/35:05</italic>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Abbreviations: F, female; M, male; SCAR, severe cutaneous adverse reaction; DRESS, drug reaction with eosinophilia and systemic symptoms; SJS, Stevens-Johnson syndrome; TEN, toxic epidermal necrolysis; WBC, white cell count; EP, eosinophil; AST, aspartate transaminase; ALT, alanine transaminase; ALP, alkaline phosphatase; GGT, gamma-glutamyl transferase; HLA, human leukocyte antigen. The bold entries highlight that HLA-B&#x2a;15:01 is positive in these patients.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-2">
<title>Associations of HLA alleles and amino acids with AMX-SCAR</title>
<p>The HLA analysis detected three carriers of <italic>HLA-B&#x2a;15:01</italic> in four patients with AMX-SCAR, and the carrier frequency of <italic>HLA-B&#x2a;15:01</italic> is 10.7% in 1,000 population controls and 11.0% in 100 AMX-tolerant controls, implying a significant association of HLA-B with AMX-SCAR (<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>, <xref ref-type="table" rid="T2">Table 2</xref>). Previous studies suggested that amino acid motifs rather than classical alleles were the major drives conferring disease risk (<xref ref-type="bibr" rid="B12">Illing et al., 2012</xref>; <xref ref-type="bibr" rid="B22">Raychaudhuri et al., 2012</xref>). In the present study, three out of four patients harbored <italic>HLA-B&#x2a;15:01</italic>, suggesting it may play an important role in the pathogenesis of AMX-SCAR (<xref ref-type="table" rid="T1">Table 1</xref>). Then, we further analyzed the frequencies of amino acids in HLA-B proteins in cases and 100 AMX-tolerant controls, detecting 28 amino acids significantly enriched in patients (<italic>p</italic> &#x003c; 0.05). Among them, S140 (<italic>p</italic> &#x003D; 5.18 &#xd7; 10<sup>&#x2212;4</sup>) demonstrated the strongest association, followed by A48 (<italic>p</italic> &#x003D; 4.45 &#xd7; 10<sup>&#x2212;3</sup>), L187 (<italic>p</italic> &#x003D; 4.45 &#xd7; 10<sup>&#x2212;3</sup>), R121 (<italic>p</italic> &#x003D; 6.84 &#xd7; 10<sup>&#x2212;3</sup>), W14 (<italic>p</italic> &#x003D; 6.84 &#xd7; 10<sup>&#x2212;3</sup>), V17 (<italic>p</italic> &#x003D; 6.84 &#xd7; 10<sup>&#x2212;3</sup>), and W180 (<italic>p</italic> &#x003D; 7.34 &#xd7; 10<sup>&#x2212;3</sup>) (<xref ref-type="sec" rid="s11">Supplementary Table S3</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Frequencies of HLA alleles in patients with amoxicillin-induced severe cutaneous adverse reactions and amoxicillin-tolerant controls.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center" rowspan="2">
<italic>HLA-B</italic> genotype</th>
<th align="center" colspan="2">Carrier, No. (%)</th>
<th align="left" rowspan="2">
<italic>P</italic>
</th>
<th align="left" rowspan="2">OR (95% CI)</th>
</tr>
<tr>
<th align="center">AMX-SCAR (4)</th>
<th align="center">AMX-tolerant controls (100)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>B&#x2a;13:01</italic>
</td>
<td align="left">1 (25)</td>
<td align="left">10 (10)</td>
<td align="left">0.3650</td>
<td align="left">2.95 (0.05&#x2013;41.08)</td>
</tr>
<tr>
<td align="left">
<italic>B&#x2a;15:01</italic>
</td>
<td align="left">3 (75)</td>
<td align="left">11 (11)</td>
<td align="left">
<bold>7.34 &#xd7; 10</bold>
<sup>
<bold>&#x2212;3</bold>
</sup>
</td>
<td align="left">22.9 (1.68&#x2013;1275.67)</td>
</tr>
<tr>
<td align="left">
<italic>B&#x2a;35:05</italic>
</td>
<td align="left">1 (25)</td>
<td align="left">2 (2)</td>
<td align="left">0.1120</td>
<td align="left">14.99 (0.21&#x2013;375.00)</td>
</tr>
<tr>
<td align="left">
<italic>B&#x2a;37:01</italic>
</td>
<td align="left">1 (25)</td>
<td align="left">4 (4)</td>
<td align="left">0.1810</td>
<td align="left">7.64 (0.12&#x2013;125.78)</td>
</tr>
<tr>
<td align="left">
<italic>B&#x2a;39:01</italic>
</td>
<td align="left">1 (25)</td>
<td align="left">2 (2)</td>
<td align="left">0.1120</td>
<td align="left">14.99 (0.21&#x2013;375.00)</td>
</tr>
<tr>
<td align="left">
<italic>B&#x2a;51:01</italic>
</td>
<td align="left">1 (25)</td>
<td align="left">11 (11)</td>
<td align="left">0.3920</td>
<td align="left">2.66 (0.05&#x2013;36.68)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Abbreviations: HLA, human leukocyte antigen; AMX, amoxicillin; SCAR, severe cutaneous adverse reaction; OR, odds ratio; CI, confidence interval; Significant differences indicate that <italic>p</italic> &#x003c; 0.05. The bold entries emphasize that <italic>HLA-B&#x2a;15:01</italic> indeed differ significantly between patients and amoxicillin-tolerant controls. Bold entries indicate that <italic>p</italic> &#x003c; 0.05.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-3">
<title>In silico analysis and molecular docking</title>
<p>Given the strong associations of AMX-SCAR with specific amino acids of HLA-B, molecular modeling was conducted to further confirm the interaction between AMX and HLA-B proteins to eliminate false-positive results. The docking results revealed that amino acid at position 140 and 180 in HLA-B play a crucial role in binding to AMX. In HLA-B&#x2a;15:01, S140, K170, W171, and E176 can form hydrogen bonds, R121 and W180 formed cation-&#x3c0; hydrophobic interactions with AMX. These combined effects gave rise to relatively low steric hindrance, which was conducive for AMX binding in the pocket with a low-energy conformation (<xref ref-type="fig" rid="F1">Figure 1A</xref>). In HLA-B&#x2a;15:02 (belongs to the same serotype and differs from HLA-B&#x2a;15:01 by only 5 amino acids), W180 became L180, which greatly increased steric hindrance (<xref ref-type="fig" rid="F1">Figure 1B</xref>). In HLA-B&#x2a;35:05 (presents in patient 4), although the conversion of W180 to L180 slightly weakens the binding to the AMX molecule, S140 remains to be a key amino acid in forming hydrogen bonds. In addition, W171 and N104 also form hydrogen bonds, and this binding mode allows AMX to be surrounded by polar amino acids, promoting the formation of stable complexes in the dynamic binding process (<xref ref-type="fig" rid="F1">Figure 1C</xref>). In HLA-B&#x2a;46:01 (shows a high frequency in tolerant controls), AMX&#x2019;s phenolic head is surrounded by polar amino acids such as E87, and the increased steric hindrance prevents AMX from remaining in a low-energy conformation in the pocket. Consequently, AMX loses the hydrophobic effect with W180 and the polar effect with S140 (<xref ref-type="fig" rid="F1">Figure 1D</xref>). Overall, AMX tends to bind with S140 in the antigen-binding cleft of HLA-B, differing from unrelated HLA molecules HLA-B&#x2a;46:01, which indicates that predisposition to AMX-SCAR is related to one essential amino acid residue in the peptide binding pocket of HLA-B.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Binding modes of Amoxicillin in four HLA proteins and the sequence alignment. The binding modes of amoxicillin (AMX) in HLA-B&#x2a;15:01 <bold>(A)</bold>, HLA-B&#x2a;15:02 <bold>(B)</bold>, HLA-B&#x2a;35:05 <bold>(C)</bold> and HLA -B&#x2a;46:01 <bold>(D)</bold> are shown in the green cartoon representation. AMX (yellow carbons) and HLA residues (green carbons or pink carbons) that involve ligand bindings are shown in the stick representation. Hydrogen bonds are displayed as red dashed lines, &#x3c0;-&#x3c0; hydrophobic interactions and cation-&#x3c0; hydrophobic interactions are shown as blue dashed lines. For clarity, two-dimensional schematic representations of the AMX-HLA interactions are shown next to the three-dimensional models. In the sequence alignment <bold>(E)</bold> results, identical residues are shown with a red background; partially conserved residues are shown as white letter with a red background; Non-conserved residues are displayed with a green background, with the first type residue colored in yellow and the second type residue colored in black, and these residues are denoted as red stars at the bottom.</p>
</caption>
<graphic xlink:href="fphar-15-1400239-g001.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Genetic predictors of AMX-induced SCAR</title>
<p>For HLA-B proteins, amino acid residues S140, L187, A48, R121, W14, V17, I306, T329, and W180 are encoded by coding sequence variants C419, CT559-560, G142, G363, G41, G49, A916, A985, and T538, respectively. The distribution of these genetic variants in the AMX-SCAR and AMX-tolerant groups is consistent with amino acids. From the perspective of genetic variants as predictors of AMX-SCAR, where C419, CT559-560, G142, G363, G41, G49, A916, and A985 showed the highest sensitivity (up to 100%), followed by T538 with 75%. In terms of specificity, variant T538 exhibited the highest value (up to 89%), followed by C419 (87%), CT559-560 and G142 (76%), G363, G41, and G49 (73%), and A916 and A985 (72%). According to the current results, S140 of HLA-B or its genetic allele C419 (also known as rs4997052), present in all 4 subjects with AMX-SCAR but only 13 of the 100 AMX-tolerant controls, can serve as a clinical predictor of AMX-induced SCAR with a sensitivity of 100% and specificity of 87% (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Predictive efficiency of pharmacogenetic predictors for amoxicillin-induced severe cutaneous adverse reactions.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center" rowspan="2">Predictor</th>
<th align="center" colspan="2">Carrier, No. (%)</th>
<th align="center" rowspan="2">
<italic>P</italic>
</th>
<th align="center" rowspan="2">OR (95% CI)</th>
<th align="center" rowspan="2">Sensitivity (%)</th>
<th align="center" rowspan="2">Specificity (%)</th>
</tr>
<tr>
<th align="center">AMX-SCAR (4)</th>
<th align="center">AMX-tolerant controls (100)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<italic>HLA-B&#x2a;15:01</italic>
</td>
<td align="center">3 (75)</td>
<td align="center">11 (11)</td>
<td align="center">7.34 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">22.9 (1.64&#x2013;1262.54)</td>
<td align="center">75</td>
<td align="center">89</td>
</tr>
<tr>
<td align="center">
<italic>T538</italic>
</td>
<td align="center">3 (75)</td>
<td align="center">11 (11)</td>
<td align="center">7.34 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">22.9 (1.68&#x2013;1275.67)</td>
<td align="center">75</td>
<td align="center">89</td>
</tr>
<tr>
<td align="center">
<italic>C419</italic>
</td>
<td align="center">4 (100)</td>
<td align="center">13 (13)</td>
<td align="center">5.18 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">53.5 (2.67&#x2013;1072.29)</td>
<td align="center">100</td>
<td align="center">87</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Abbreviations: AMX, amoxicillin; SCAR, severe cutaneous adverse reaction; OR, odds ratio; CI, confidence interval.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Although the incidence of SCAR is low, it may cause high mortality and permanent disability (<xref ref-type="bibr" rid="B9">Duong et al., 2017</xref>). Amoxicillin (AMX) is the most widely used penicillin all over the world, and is a World Health Organization (WHO)-designated core access antibiotic (<xref ref-type="bibr" rid="B25">Sharland et al., 2018</xref>). However, AMX is one of the leading causative drugs for life-threating SCAR. The results of the clinical characteristics of patients with AMX-SCAR showed that most of the patients were female, which was consistent with previous studies of the frequency of drug allergies (<xref ref-type="bibr" rid="B4">Blumenthal et al., 2019</xref>). Patients with the DRESS phenotype in this study had a latency period of 8&#xa0;days, which is shorter than the typically reported for DRESS syndrome (3&#x2013;6 weeks). Um et al. found that the latency period in antibiotic-induced DRESS was significantly shorter than in anticonvulsant-induced DRESS(<xref ref-type="bibr" rid="B27">Um et al., 2010</xref>). Drug-related skin changes generally begin to appear after 1&#x2013;3 weeks of continuous drug use, and the latent period for cutaneous adverse drug reactions with SJS/TEN phenotype in this study was 8.5&#xa0;days on average, which was consistent with recent reports (<xref ref-type="bibr" rid="B17">Lee et al., 2023</xref>; <xref ref-type="bibr" rid="B21">Pejcic et al., 2023</xref>).</p>
<p>Previous studies on the association between HLA and various diseases have suggested that amino acid variants, rather than classical alleles, are the main drivers of disease risk. Illing et al. reported that Asp114 and Ser116 in HLA-B&#x2a;57:01 are key amino acids involved in the pathogenesis of abacavir hypersensitivity syndrome (AHS) (<xref ref-type="bibr" rid="B12">Illing et al., 2012</xref>). Raychaudhuri et al. revealed that five amino acids in three HLA proteins could explain most of the association between HLA and the risk of seropositive rheumatoid arthritis (<xref ref-type="bibr" rid="B22">Raychaudhuri et al., 2012</xref>). More recently, Chu et al. found that four amino acid positions could account for the associations of HLA with Graves&#x2019; disease (GD) in Han Chinese (<xref ref-type="bibr" rid="B7">Chu et al., 2018</xref>). In present study, key residue S140 in the antigen-binding pocket of HAL-B was the main factor interacting with AMX and had a notably higher risk of developing AMX-SCAR.</p>
<p>To date, genetic susceptibilities to AMX antibiotic-induced hypersensitivity remain unclear. There still lacks a strong and applicable genetic marker to prevent these adverse events. Through genetic association and molecular docking analysis, we identified one amino acid S140 of HLA-B or its corresponding genetic allele C419 as a potential predictor of AMX-SCAR. Prospective screening of the variant C419, coupled with an alternative drug treatment for carriers, may significantly decrease the incidence of AMX-SCAR in Han Chinese. The novelty of our work is also manifested in the first discovery of the causal and mechanistic linkage between S140 of HLA-B and AMX-SCAR, which can provide important clues for subsequent research. Nevertheless, the sample size of this study was limited due to challenges in recruiting SCAR cases with a clear cause, future studies with a larger sample size are required to confirm the fidelity of this genetic marker and explore the underlying mechanism.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The data presented in the study are deposited in the NCBI Sequence Read Archive (SRA) repository: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/sra/">https://www.ncbi.nlm.nih.gov/sra/</ext-link>, accession number PRJNA1110861.</p>
</sec>
<sec id="s6">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Department of Dermatology, Huashan Hospital. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>TW: Data curation, Formal Analysis, Software, Validation, Writing&#x2013;original draft. JY: Data curation, Investigation, Writing&#x2013;original draft. FY: Data curation, Investigation, Writing&#x2013;original draft. YC: Methodology, Software, Visualization, Writing&#x2013;original draft. ZH: Data curation, Methodology, Visualization, Writing&#x2013;original draft. BL: Validation, Writing&#x2013;original draft. LY: Funding acquisition, Resources, Writing&#x2013;review and editing. QX: Formal Analysis, Funding acquisition, Project administration, Supervision, Writing&#x2013;review and editing. XL: Funding acquisition, Validation, Writing&#x2013;review and editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Natural Science Foundation of China (grant numbers 82173422, 81872525, 81472873, 31972880, 31371274); National Key Research and Development Program (grant numbers 2021YFC2700800); Shanghai Municipal Commission of Science and Technology Research Project (grant numbers 19JC1411001); and National Key Clinical Specialty Construction Project Department of Allergy and Immunology, Huashan Hospital.</p>
</sec>
<ack>
<p>We also thank the support of National Super Computing Center in Zhengzhou for providing computational resources for this study. The funder had no role in study design, data collection, data analysis, interpretation, or writing of this report.</p>
</ack>
<sec id="s9" 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="s10" 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>
</sec>
<sec id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2024.1400239/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphar.2024.1400239/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.DOCX" id="SM1" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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