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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">864228</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2022.864228</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>Novel Missense and Splice Site Mutations in <italic>USH2A</italic>, <italic>CDH23</italic>, <italic>PCDH15</italic>, and <italic>ADGRV1</italic> Are Associated With Usher Syndrome in Lebanon</article-title>
<alt-title alt-title-type="left-running-head">Jaffal et al.</alt-title>
<alt-title alt-title-type="right-running-head">USHER Syndrome Genetics in Lebanon</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Jaffal</surname>
<given-names>Lama</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Akhdar</surname>
<given-names>Hanane</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Joumaa</surname>
<given-names>Hawraa</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ibrahim</surname>
<given-names>Mariam</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chhouri</surname>
<given-names>Zahraa</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Assi</surname>
<given-names>Alexandre</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Helou</surname>
<given-names>Charles</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lee</surname>
<given-names>Hane</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1705937/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Seo</surname>
<given-names>Go Hun</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Joumaa</surname>
<given-names>Wissam H.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>El Shamieh</surname>
<given-names>Said</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/580635/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Rammal Hassan Rammal Research Laboratory</institution>, <institution>PhyToxE Research Group</institution>, <institution>Faculty of Sciences</institution>, <institution>Lebanese University</institution>, <addr-line>Nabatieh</addr-line>, <country>Lebanon</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Biological and Chemical Sciences</institution>, <institution>School of Arts and Sciences</institution>, <institution>Lebanese International University</institution>, <addr-line>Beirut</addr-line>, <country>Lebanon</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Retinal Service</institution>, <institution>Beirut Eye &#x26; ENT Specialist Hospital</institution>, <addr-line>Beirut</addr-line>, <country>Lebanon</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Rare Genetic Disease Research Center</institution>, <institution>3billion Inc</institution>, <addr-line>Seoul</addr-line>, <country>South Korea</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Medical Laboratory Technology</institution>, <institution>Faculty of Health Sciences</institution>, <institution>Beirut Arab University</institution>, <addr-line>Beirut</addr-line>, <country>Lebanon</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/1189791/overview">Tamar Ben-Yosef</ext-link>, Technion Israel Institute of Technology, Israel</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/427466/overview">Junjiang Fu</ext-link>, Southwest Medical University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/44701/overview">Jared C. Roach</ext-link>, Institute for Systems Biology (ISB), United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Said El Shamieh, <email>said.shamieh@gmail.com</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Human and Medical Genomics, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>864228</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Jaffal, Akhdar, Joumaa, Ibrahim, Chhouri, Assi, Helou, Lee, Seo, Joumaa and El Shamieh.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Jaffal, Akhdar, Joumaa, Ibrahim, Chhouri, Assi, Helou, Lee, Seo, Joumaa and El Shamieh</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>The purpose of this study was to expand the mutation spectrum by searching the causative mutations in nine Lebanese families with Usher syndrome (USH) using whole-exome sequencing. The pathogenicity of candidate mutations was first evaluated according to their frequency, conservation, and <italic>in silico</italic> prediction tools. Then, it was confirmed <italic>via</italic> Sanger sequencing, followed by segregation analysis. Finally, a meta-analysis was conducted to calculate the prevalence of USH genes in the Lebanese population. Three missense mutations, two splice site mutations, and one insertion/deletion were detected in eight of the families. Four of these variants were novel: c.5535C &#x3e; A; p.(Asn1845Lys) in exon 41 of <italic>CDH23</italic>, c.7130G &#x3e; A; p.(Arg2377Gln) in exon 32 of <italic>ADGRV1</italic>, c.11390-1G &#x3e; A in <italic>USH2A</italic>, and c.3999&#x2013;6A &#x3e; G in <italic>PCDH15</italic>. All the identified mutations were shown to be likely disease-causing through our bioinformatics analysis and co-segregated with the USH phenotype. The mutations were classified according to the ACMG standards. Finally, our meta-analysis showed that the mutations in <italic>ADGRV1</italic>, <italic>USH2A</italic>, and <italic>CLRN1</italic> are the most prevalent and responsible for approximately 75% of USH cases in Lebanon. Of note, the frequency USH type 3 showed a relatively high incidence (23%) compared to the worldwide prevalence, which is around 2&#x2013;4%. In conclusion, our study has broadened the mutational spectrum of USH and showed a high heterogeneity of this disease in the Lebanese population.</p>
</abstract>
<kwd-group>
<kwd>Usher syndrome</kwd>
<kwd>mutation</kwd>
<kwd>genetics</kwd>
<kwd>developing countries</kwd>
<kwd>rare disease</kwd>
<kwd>next-generation sequencing</kwd>
</kwd-group>
<contract-sponsor id="cn001">Universit&#xe9; Libanaise<named-content content-type="fundref-id">10.13039/501100004113</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Usher syndrome (USH) is a genetic disorder combining various degrees of sensorineural hearing impairment with a gradual vision loss caused by retinitis pigmentosa (RP) (<xref ref-type="bibr" rid="B7">Boughman et al., 1983</xref>; <xref ref-type="bibr" rid="B16">Fuster-Garc&#xed;a et al., 2018</xref>; <xref ref-type="bibr" rid="B8">Castiglione and M&#xf6;ller, 2022</xref>). Hearing impairment is mainly due to changes in morphogenesis and stability of stereocilia projections on the cochlear hair cells that mediate sound transduction (<xref ref-type="bibr" rid="B15">Frolenkov et al., 2004</xref>; <xref ref-type="bibr" rid="B31">Mill&#xe1;n et al., 2011</xref>). In addition, patients may suffer from balance defects due to disturbances in hair cells of the vestibular apparatus (<xref ref-type="bibr" rid="B15">Frolenkov et al., 2004</xref>; <xref ref-type="bibr" rid="B31">Mill&#xe1;n et al., 2011</xref>). The visual loss driven by RP in USH patients starts with problems in night vision and reduced peripheral vision (<xref ref-type="bibr" rid="B17">Hartong et al., 2006</xref>). As the disease progresses, the central vision also begins to deteriorate, eventually leading to dysfunction and blindness (<xref ref-type="bibr" rid="B12">Edwards et al., 1998</xref>). The prevalence of USH ranges between 1 and 4 per 25,000 individuals among different populations, making it number 1 cause of deaf-blindness cases worldwide (<xref ref-type="bibr" rid="B29">Mathur and Yang, 2015</xref>) and in Lebanon (<xref ref-type="bibr" rid="B37">Saouda et al., 1998</xref>; <xref ref-type="bibr" rid="B42">Verpy et al., 2000</xref>; <xref ref-type="bibr" rid="B4">Audo et al., 2012</xref>; <xref ref-type="bibr" rid="B36">Reddy et al., 2014</xref>).</p>
<p>The clinical manifestation of most USH cases is divided into three distinct subtypes: type 1 (USH1), type 2 (USH2), and type 3 (USH3) (<xref ref-type="bibr" rid="B35">Petit, 2001</xref>; <xref ref-type="bibr" rid="B29">Mathur and Yang, 2015</xref>). The main differences between these clinical subtypes reside in the severity and progression of hearing impairment, the onset age of RP, and the implication of vestibular dysfunction or not (<xref ref-type="bibr" rid="B35">Petit, 2001</xref>; <xref ref-type="bibr" rid="B29">Mathur and Yang, 2015</xref>). USH3 is the rarest among these three subtypes as it accounts for only 2&#x2013;4% of affected individuals (<xref ref-type="bibr" rid="B45">Yan and Liu, 2010</xref>). Moreover, some USH cases do not match the same clinical profile of any of these subtypes, and thus, they cannot be classified into any of them and are considered atypical USH forms (<xref ref-type="bibr" rid="B26">Liu et al., 1998</xref>; <xref ref-type="bibr" rid="B29">Mathur and Yang, 2015</xref>).</p>
<p>Today, mutations in sixteen genes have been associated with USH, all inherited in an autosomal recessive manner (RetNet: <ext-link ext-link-type="uri" xlink:href="https://sph.uth.edu/retnet/">https://sph.uth.edu/retnet/</ext-link>). Noteworthy, some cases of digenic inheritance of USH were reported in the literature; for instance, <italic>PDZD7</italic> variants combined with <italic>ADGRV1</italic> (NG_007083) variants (<xref ref-type="bibr" rid="B11">Ebermann et al., 2010</xref>) and <italic>CDH23</italic> (NG_008835) variants combined with <italic>PCDH15</italic> (NG_009191) variants were also reported (<xref ref-type="bibr" rid="B48">Zheng et al., 2005</xref>). Herein, we aimed to expand the mutation spectrum by searching the causative genetic mutations in nine Lebanese USH families, using targeted and whole-exome sequencing (WES).</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Ethics Statement and Clinical Examinations</title>
<p>The Institutional Review Board of Beirut Arab University approved the study (2017H-0030-HS-R-0208). Written informed consent was obtained from all patients, and all procedures adhered to the tenets of the Declaration of Helsinki. As previously described, the affected individuals underwent clinical ophthalmic examination at Beirut Eye and ENT Specialist Hospital (Beirut, Lebanon) (<xref ref-type="bibr" rid="B19">Jaffal et al., 2019</xref>).</p>
</sec>
<sec id="s2-2">
<title>Mutational Screening</title>
<p>Genomic DNA was extracted from whole blood samples of the affected individuals and their family members using the QIAamp DNA Mini extraction kit (Qiagen, Hilden, Germany). Extracted DNA samples were quantified using a dsDNA HS Assay kit on a Qubit3.0 fluorometer (Thermo Fisher Scientific, ShahAlam, Malaysia). The DNA samples of all the index patients were investigated by whole-exome sequencing (WES) as previously described (<xref ref-type="bibr" rid="B19">Jaffal et al., 2019</xref>), except the sample of the index in family 13, which was analyzed using targeted NGS, as described elsewhere (<xref ref-type="bibr" rid="B4">Audo et al., 2012</xref>; <xref ref-type="bibr" rid="B23">Kikuchi et al., 2015</xref>).</p>
</sec>
<sec id="s2-3">
<title>Data Analysis and Interpretation of the Genetic Mutations</title>
<p>To identify the top 10 candidate mutations in every index patient, we have searched the public genome databases, including Genome Aggregation Database (gnomAD) (<xref ref-type="bibr" rid="B21">Karczewski et al., 2019</xref>), Trans-Omics for Precision Medicine (TOPMed) program (<xref ref-type="bibr" rid="B31">Mill&#xe1;n et al., 2011</xref>), Ensembl GRCh37 genome browser (<xref ref-type="bibr" rid="B47">Zerbino et al., 2018</xref>), and Single Nucleotide Polymorphism Database (dbSNP build 152) (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/snp/">https://www.ncbi.nlm.nih.gov/snp/</ext-link>). These databases were used to &#xfb01;lter out common variants with a minor allele frequency (MAF) higher than 0.01. Among the remaining mutations, splice site, non-sense mutations, missense, and insertions/deletions (indels) were prioritized. For the pathogenicity assessment, the level of evolutionary conservation of the affected residues across di&#xfb00;erent species was checked using the genome browser of the University of California at Santa Cruz (UCSC) (<xref ref-type="sec" rid="s11">Supplementary Figures S1&#x2013;S3</xref>) (<xref ref-type="bibr" rid="B22">Kent et al., 2002</xref>). The RetNet database (<ext-link ext-link-type="uri" xlink:href="https://sph.uth.edu/retnet/">https://sph.uth.edu/retnet/</ext-link>) was used to check the association of the mutated genes with USH and confirm the clinical diagnosis. PolyPhen-2 (<xref ref-type="bibr" rid="B1">Adzhubei et al., 2010</xref>), scale-invariant feature transform (SIFT) (<xref ref-type="bibr" rid="B24">Kumar et al., 2009</xref>), and MutationTaster (<xref ref-type="bibr" rid="B38">Schwarz et al., 2014</xref>) computational prediction programs were used to predict the possible clinical significance of the detected mutations. Human Gene Mutation Database (<xref ref-type="bibr" rid="B39">Stenson et al., 2014</xref>), Leiden Open Variation Database (<xref ref-type="bibr" rid="B14">Fokkema et al., 2005</xref>), PubMed (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/pubmed/">https://www.ncbi.nlm.nih.gov/pubmed/</ext-link>), and Online Mendelian Inheritance in Man (<ext-link ext-link-type="uri" xlink:href="https://omim.org/">https://omim.org/</ext-link>) were used to check if the identified mutations were novel or previously reported. Approximately half of the samples showed one homozygous candidate mutation after the filtering approach (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
</sec>
<sec id="s2-4">
<title>Polymerase Chain Reaction, Sanger Sequencing, and Co-Segregation Analysis</title>
<p>The candidate mutations detected by NGS were validated through conventional polymerase chain reaction (PCR) using a T100 thermal cycler (Biorad, Kaki Bukit, Singapore), followed by Sanger sequencing on a 3730xl DNA Sequencer (Applied Biosystems, Courtaboeuf, Les Ulis, France). For co-segregation analysis in available family members, DNA fragments harboring the mutations were amplified and then Sanger sequenced. The used primers are available upon request.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>The available medical history and clinical findings of the patients are summarized in <xref ref-type="table" rid="T1">Table 1</xref>. Stringent filtration and analysis of NGS data revealed the presence of homozygous variants that are likely associated with USH in eight of the families (<xref ref-type="table" rid="T2">Table 2</xref>), while we were not able to find any likely causative variant in one family.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Summary of medical history and clinical findings of Usher patients belonging to eight Lebanese families.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Family</th>
<th align="center">F6</th>
<th align="center">F13</th>
<th align="center">F16</th>
<th align="center">F16</th>
<th align="center">F25</th>
<th align="center">F25</th>
<th align="center">F40</th>
<th align="center">F42</th>
<th align="center">F53</th>
<th align="center">F54</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Individual</td>
<td align="left">II.1</td>
<td align="left">II.2</td>
<td align="left">II.1</td>
<td align="left">III.1</td>
<td align="left">II.1</td>
<td align="left">II.2</td>
<td align="left">II.2</td>
<td align="left">II.4</td>
<td align="left">II.1</td>
<td align="left">II.3</td>
</tr>
<tr>
<td align="left">Gender</td>
<td align="left">Female</td>
<td align="left">Male</td>
<td align="left">Male</td>
<td align="left">Male</td>
<td align="left">Male</td>
<td align="left">Female</td>
<td align="left">Female</td>
<td align="left">Male</td>
<td align="left">Female</td>
<td align="left">Male</td>
</tr>
<tr>
<td align="left">Age (years)</td>
<td align="left">54</td>
<td align="left">37</td>
<td align="left">42</td>
<td align="left">27</td>
<td align="left">23</td>
<td align="left">15</td>
<td align="left">53</td>
<td align="left">17</td>
<td align="left">24</td>
<td align="left">12</td>
</tr>
<tr>
<td align="left">Onset age of hearing loss</td>
<td align="left">Congenital</td>
<td align="left">Third decade</td>
<td align="left">Third decade</td>
<td align="left">First decade</td>
<td align="left">Congenital</td>
<td align="left">Congenital</td>
<td align="left">Third decade</td>
<td align="left">Congenital</td>
<td align="left">Congenital</td>
<td align="left">First decade</td>
</tr>
<tr>
<td align="left">Onset age of RP (years)</td>
<td align="left">First decade</td>
<td align="left">Early 20s</td>
<td align="left">&#x223c;25</td>
<td align="left">&#x223c;7</td>
<td align="left">&#x223c;16</td>
<td align="left">&#x223c;10</td>
<td align="left">&#x223c;17</td>
<td align="left">&#x223c;5&#x2013;6</td>
<td align="left">&#x223c;12</td>
<td align="left">&#x223c;5</td>
</tr>
<tr>
<td align="left">Vestibular dysfunction</td>
<td align="left">Occasional</td>
<td align="left">Occasional</td>
<td align="left">No</td>
<td align="left">No</td>
<td align="left">No</td>
<td align="left">No</td>
<td align="left">Occasional</td>
<td align="left">No</td>
<td align="left">Yes</td>
<td align="left">Occasional</td>
</tr>
<tr>
<td align="left">Full-&#xfb01;eld electroretinogram (ERG)</td>
<td align="left">NA</td>
<td align="left">Reduced photopic and very reduced scotopic ERG</td>
<td align="left">Very reduced photopic and scotopic ERG</td>
<td align="left">Very reduced photopic and scotopic ERG</td>
<td align="left">Very reduced photopic and scotopic ERG</td>
<td align="left">Very reduced photopic and scotopic ERG</td>
<td align="left">NA</td>
<td align="left">NA</td>
<td align="left">Very reduced photopic and scotopic ERG</td>
<td align="left">NA</td>
</tr>
<tr>
<td align="left">Fundus photography</td>
<td align="left">NA</td>
<td align="left">NA</td>
<td align="left">Abnormal macular reflex with marked pigmentary changes around the vascular arcades</td>
<td align="left">Widespread pigmentary and atrophic retinal changes with macular sparing</td>
<td align="left">Abnormal reflex at the maculae with an attenuation in the caliber of retinal vessels</td>
<td align="left">Abnormal reflex at the maculae with a mild attenuation in the caliber of retinal vessels</td>
<td align="left">NA</td>
<td align="left">Widespread and patchy pigmentary changes</td>
<td align="left">NA</td>
<td align="left">Abnormal reflex at both maculae with an attenuation in the caliber of retinal vessels</td>
</tr>
<tr>
<td align="left">Fundus auto&#xfb02;uorescence imaging</td>
<td align="left">NA</td>
<td align="left"/>
<td align="left">Rings of hyperfluorescence at both maculae</td>
<td align="left">Hyperfluorescence at both maculae</td>
<td align="left">Rings of hyperfluorescence at both maculae</td>
<td align="left">Ring of hyperfluorescence at the right macula</td>
<td align="left">NA</td>
<td align="left">Hyperfluorescence at both maculae</td>
<td align="left"/>
<td align="left">No abnormality</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>F signifies family. NA signifies not available.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Details of mutations identi&#xfb01;ed in eight Lebanese USH families.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Family</th>
<th align="center">Gene and reference sequence</th>
<th align="center">Exon</th>
<th align="center">rs id</th>
<th align="center">Nucleotide exchange</th>
<th align="center">Effect on protein</th>
<th align="center">Frequencies</th>
<th align="center">PolyPhen-2 (score)</th>
<th align="center">SIFT</th>
<th align="center">MutationTaster</th>
<th align="center">Novel/reported</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">F6 and <break/>F42</td>
<td align="left">
<italic>CDH23</italic> NM_022124.6</td>
<td align="center">41</td>
<td align="center">-</td>
<td align="center">c.5535C &#x3e; A</td>
<td align="left">p.(Asn1845Lys)</td>
<td align="left">0 (gnomAD) 0 (TOPMed) Never Hom</td>
<td align="left">Probably damaging (0.99)</td>
<td align="left">Not tolerated</td>
<td align="left">Deleterious</td>
<td align="left">Novel</td>
</tr>
<tr>
<td align="left">F13</td>
<td align="left">
<italic>ADGRV1</italic> NM_032119.4</td>
<td align="center">32</td>
<td align="center">rs369341309</td>
<td align="center">c.7130G &#x3e; A</td>
<td align="left">p.(Arg2377Gln</td>
<td align="left">0.000011334 (TOPMed) Never Hom</td>
<td align="left">Probably damaging (0.99)</td>
<td align="left">Not tolerated</td>
<td align="left">Deleterious</td>
<td align="left">Novel</td>
</tr>
<tr>
<td align="left">F16 and F54</td>
<td align="left">
<italic>CLRN1</italic> NM_001195794.1</td>
<td align="center">2</td>
<td align="center">rs397517932</td>
<td align="center">c.301_305delGTCAT</td>
<td align="left">p.(Val101SerfsTer27)</td>
<td align="left">0.000007956 (gnomAD) Never Hom</td>
<td align="left"/>
<td align="left"/>
<td align="left">Deleterious</td>
<td align="left">Previously reported by <xref ref-type="bibr" rid="B3">Akoury et al. (2011</xref>)</td>
</tr>
<tr>
<td align="left">F25</td>
<td align="left">
<italic>USH2A</italic> NM_206,933.4</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">c.11390-1G &#x3e; A</td>
<td align="left">splicing error</td>
<td align="left">0 (gnomAD) 0 (TOPMed) Never Hom</td>
<td align="left"/>
<td align="left"/>
<td align="left">Deleterious</td>
<td align="left">Novel</td>
</tr>
<tr>
<td align="left">F40</td>
<td align="left">
<italic>CLRN1</italic> NM_001195794.1</td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">c.188A &#x3e; C</td>
<td align="left">p.(Tyr63Ser)</td>
<td align="left">0 (gnomAD) 0 (TOPMed) Never Hom</td>
<td align="left">Probably damaging <xref ref-type="bibr" rid="B7">Boughman et al. (1983</xref>)</td>
<td align="left">Not tolerated</td>
<td align="left">Deleterious</td>
<td align="left">Previously reported by <xref ref-type="bibr" rid="B19">Jaffal et al. (2019</xref>)</td>
</tr>
<tr>
<td align="left">F53</td>
<td align="left">
<italic>PCDH15</italic> NM_001142763.2</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">c.3999-6A &#x3e; G</td>
<td align="left">splicing error</td>
<td align="left">0 (gnomAD) 0 (TOPMed) Never Hom</td>
<td align="left"/>
<td align="left"/>
<td align="left">Deleterious</td>
<td align="left">Novel</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In family 6, proband II.1 (a 54-year-old woman) suffered from a congenital profound hearing loss, with no intelligible speech, in addition to occasional dizziness and balance problems. She started experiencing RP symptoms during her first decade (<xref ref-type="table" rid="T1">Table 1</xref>). NGS showed that she carried the novel homozygous missense variant: c.5535C &#x3e; A; p.(Asn1845Lys) in exon 41 of <italic>CDH23</italic> (<xref ref-type="fig" rid="F1">Figure 1</xref>). According to UCSC, the Asn residue affected by this variant is highly conserved across species. The variant was absent in gnomAD and TOPMed populations (<xref ref-type="table" rid="T2">Table 2</xref>). It was also predicted to be probably damaging, not tolerated, and deleterious according to PolyPhen-2, SIFT, and MutationTaster, respectively (<xref ref-type="table" rid="T2">Table 2</xref>). Sanger sequencing showed that the affected sibling (II.2) also carried the variant in a homozygous state. At the same time, the unaffected mother (I.2) was a heterozygous carrier, indicating that the variant co-segregated well with the phenotype (<xref ref-type="fig" rid="F1">Figure 1</xref>). According to the standards developed by the American College of Medical Genetics and Genomics (ACMG), this variant is classified as likely pathogenic (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Pedigrees of eight families with Usher syndrome. Sequencing results of each proband are shown under the corresponding pedigree, noting that sequences of probands of families 25 and 53 are in reverse direction. White symbols indicate una&#xfb00;ected members. Black symbols indicate a&#xfb00;ected members. Square and round symbols represent male and female individuals, respectively. The slash indicates deceased individuals. Double horizontal lines represent consanguineous unions. [M] de&#xfb01;nes mutated alleles. [ &#x3d; ] defines wild type alleles.</p>
</caption>
<graphic xlink:href="fgene-13-864228-g001.tif"/>
</fig>
<p>The patient of family 13 (a 37 year old male) was initially diagnosed with RP around the age of 25, but later on, he started experiencing a mild hearing impairment within his third decade (<xref ref-type="table" rid="T1">Table 1</xref>). NGS revealed that he harbored a novel homozygous missense variant: c.7130G &#x3e; A; p.(Arg2377Gln); rs369341309; in exon 32 of <italic>ADGRV1</italic> (<xref ref-type="fig" rid="F1">Figure 1</xref>). According to the UCSC genome browser, the Arg residue affected by this variant is highly conserved. The variant was not detected in the gnomAD population, while it was shown to be very rare and never homozygous in the TOPMed population (0.000011334) (<xref ref-type="table" rid="T2">Table 2</xref>). Moreover, it was predicted to be probably damaging, not tolerated, and deleterious according to PolyPhen-2, SIFT, and MutationTaster, respectively (<xref ref-type="table" rid="T2">Table 2</xref>). The DNA sample of the una&#xfb00;ected mother (I.2) was screened and showed the candidate variant to be heterozygous in her, indicating that it co-segregated well with the phenotype (<xref ref-type="fig" rid="F1">Figure 1</xref>). According to the standards of the ACMG, this variant is classified as having uncertain significance (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>Family 16 comprised two affected members: proband II.1 (a 42-year-old man) and his nephew III.1 (a 27-year-old man) who started experiencing hearing impairment within their third and first decades, respectively. Both of them did not report balance problems. Patient II.1 has fully intelligible speech. Patient III.1 also has intelligible speech, although he presented speech difficulties that improved with speech therapy at a younger age. RP onset ages were around 27&#xa0;years for patient II.2 and around 7&#xa0;years for his nephew III.1 (<xref ref-type="table" rid="T1">Table 1</xref>). WES was carried in index patient II.1, who was found to have a homozygous frameshift deletion in exon 2 of <italic>CLRN1</italic> (NG_009168): c.301_305delGTCAT; p.(Val101SerfsTer27); rs397517932; resulting in the introduction of a premature termination codon, 27 amino acids downstream (<xref ref-type="fig" rid="F1">Figure 1</xref>). Sanger sequencing showed that patient III.1 also carried this variant in the homozygous state. The variant was shown to be rare heterozygous in gnomAD (0.000007956), while it was not detected in TOPMed populations (<xref ref-type="table" rid="T2">Table 2</xref>). It co-segregated well with the phenotype as parents of both patients (I.1, I.2, II.2, and II.3) were shown to be heterozygous carriers (<xref ref-type="fig" rid="F1">Figure 1</xref>). Interestingly, this 5-bp deletion was previously reported in another Lebanese USH family in 2011 (<xref ref-type="bibr" rid="B3">Akoury et al., 2011</xref>). According to the standards of the ACMG, this variant is classified as pathogenic (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>Patients of family 25 (a 23-year-old man and a 15-year-old woman) suffered from a congenital hearing loss, with no balance problems. They started experiencing RP symptoms around 16 and 10, respectively (<xref ref-type="table" rid="T1">Table 1</xref>). WES was carried in the proband II.1 and showed her to harbor the homozygous acceptor splice site variant: c.11390-1G &#x3e; A in <italic>USH2A</italic> (NG_009497) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Sanger sequencing revealed that his affected sister (II.2) also carried the variant in a homozygous state (<xref ref-type="fig" rid="F1">Figure 1</xref>). The variant was not found in gnomAD nor TOPMed populations (<xref ref-type="table" rid="T2">Table 2</xref>). According to MutationTaster, it was predicted to be deleterious (<xref ref-type="table" rid="T2">Table 2</xref>). No DNA samples of additional family members were available for co-segregation analysis. According to the standards of the ACMG, this variant is classified as pathogenic (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>Proband II.2 of family 40 (a 53-year-old woman) started experiencing RP symptoms around 17 years, while hearing impairment started in her third decade. She also reported experiencing occasional balance problems (<xref ref-type="table" rid="T1">Table 1</xref>). WES showed her to carry a missense homozygous variant c.188A &#x3e; C: p.(Tyr63Ser) in exon 1 of <italic>CLRN1</italic> (<xref ref-type="fig" rid="F1">Figure 1</xref>). This variant a&#xfb00;ects a highly conserved amino acid according to UCSC. It is absent in gnomAD and TOPMed populations and predicted to be probably damaging, not tolerated, and deleterious according to PolyPhen-2, SIFT, and MutationTaster, respectively (<xref ref-type="table" rid="T2">Table 2</xref>). Sanger sequencing showed that her affected siblings (II.3 and II.4) also carried the variant in a homozygous state, while the una&#xfb00;ected mother (I.2) was a heterozygous carrier. At the same time, the unaffected sibling (II.1) did not carry it, indicating that it co-segregated well with the phenotype (<xref ref-type="fig" rid="F1">Figure 1</xref>). Of note that we previously detected this same <italic>CLRN1</italic> variant in another Lebanese USH patient in 2019 (<xref ref-type="bibr" rid="B19">Jaffal et al., 2019</xref>). According to the standards of the ACMG, this variant is classified as likely pathogenic (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>Patient II.1 of family 42 (a 17-year-old boy) suffered from a congenital profound hearing loss, with no intelligible speech at all. No balance problems were reported. He started experiencing RP symptoms around the age of 5. NGS showed him to carry the same <italic>CDH23</italic> homozygous variant that is detected in patients of family 6: the c.5535C &#x3e; A; p(Asn1845Lys) in exon 41 (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T2">Table 2</xref>). It co-segregated well with the phenotype as both parents (I.1 and I.2) were shown to be heterozygous carriers (<xref ref-type="fig" rid="F1">Figure 1</xref>). According to the standards of the ACMG, this variant is classified as likely pathogenic (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>The patient of family 53 (a 24-year-old woman) suffered from a congenital profound hearing loss, with no intelligible speech, in addition to frequent dizziness and disequilibrium. She started experiencing RP symptoms around the age of 12. WES showed her to carry the homozygous splice region variant c.3999--6A &#x3e; G in <italic>PCDH15</italic> (<xref ref-type="fig" rid="F1">Figure 1</xref>). The variant was not found in gnomAD nor TOPMed populations (<xref ref-type="table" rid="T2">Table 2</xref>). According to MutationTaster, it was predicted to be deleterious (<xref ref-type="table" rid="T2">Table 2</xref>). We have tested this variation by splice AI, and it showed a probability of 62 and 99% to affect the &#x2212;6 and &#x2212;1 positions of the pre-mRNA. It co-segregated well with the phenotype as the unaffected mother (I.2) and sister (II.2) were shown to be heterozygous carriers (<xref ref-type="fig" rid="F1">Figure 1</xref>). According to the standards of the ACMG, this variant is classified as having uncertain significance (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>The patient of family 54 (a 12-year-old boy) started experiencing both hearing impairment and RP symptoms in his first decade. He also shares occasional balance problems (<xref ref-type="table" rid="T1">Table 1</xref>). WES showed him to carry the same <italic>CLRN1</italic> homozygous variant that was detected in patients of family 16: c.301_305delGTCAT; p.(Val101SerfsTer27) (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T2">Table 2</xref>). Sanger sequencing showed that the unaffected mother (I.2) was a heterozygous carrier, while both unaffected siblings (II.1 and II.2) were wild type, indicating that the variant co-segregated well with the phenotype (<xref ref-type="fig" rid="F1">Figure 1</xref>). According to the standards of the ACMG, this variant is classified as pathogenic (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>In our nine solved families, each of <italic>ADGRV1</italic> and <italic>PCDH15</italic> were responsible for USH in one patient, <italic>USH2A</italic> was responsible for USH in two patients, <italic>CDH23</italic> was responsible for USH in three patients, and <italic>CLRN1</italic> was responsible for USH in seven patients<italic>.</italic> In addition, ten other Lebanese families were genetically screened in previous studies (<xref ref-type="bibr" rid="B37">Saouda et al., 1998</xref>; <xref ref-type="bibr" rid="B42">Verpy et al., 2000</xref>; <xref ref-type="bibr" rid="B3">Akoury et al., 2011</xref>; <xref ref-type="bibr" rid="B36">Reddy et al., 2014</xref>). In those ten families, <italic>MYO7A</italic> was responsible for USH in one patient, each of <italic>CDH23</italic> and <italic>CLRN1</italic> were responsible for USH in two patients, <italic>USH1C</italic> was found mutated in three patients, <italic>USH2A</italic> was found mutated in seven patients, and <italic>ADGRV1</italic> was found mutated in ten patients. Overall, seven USH genes have been responsible for USH in the 39 Lebanese affected individuals published so far (<xref ref-type="fig" rid="F2">Figure 2</xref>). Mutations in <italic>ADGRV1</italic> (28%), <italic>USH2A</italic> (23%), and <italic>CLRN1</italic> (23%) were the most prevalent. <italic>CDH23</italic> followed with 13%, while <italic>PCDH15</italic>, <italic>USH1C</italic>, and <italic>MYO7A</italic> were the least prevalent, with a frequency ranging from &#x223c;8 to 3% (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Prevalence of mutated Usher genes detected in the Lebanese population to date (till 10/01/2022). A meta-analysis with four previously published articles was done (<xref ref-type="bibr" rid="B42">Verpy et al., 2000</xref>; <xref ref-type="bibr" rid="B3">Akoury et al., 2011</xref>; <xref ref-type="bibr" rid="B36">Reddy et al., 2014</xref>; <xref ref-type="bibr" rid="B19">Jaffal et al., 2019</xref>); in total, 39 affected individuals with Usher syndrome were included. The prevalence analysis is based on the number of affected individuals and not families as in <xref ref-type="bibr" rid="B36">Reddy et al. (2014</xref>).</p>
</caption>
<graphic xlink:href="fgene-13-864228-g002.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>This study used mainly WES to determine the likely causative mutations in nine Lebanese families with a presumed diagnosis with USH. Extensive bioinformatics analysis of NGS data revealed the presence of six homozygous mutations in eight families, while the case of one family remained unsolved. Of note, consanguineous marriages were present in six out of the eight solved families (<xref ref-type="fig" rid="F1">Figure 1</xref>). Of the detected variants, four were novel (<xref ref-type="table" rid="T2">Table 2</xref>). Those variants were shown to be heterozygous or absent in the available una&#xfb00;ected family members, indicating that they co-segregate adequately with the USH phenotype (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<p>In two of the families (<xref ref-type="bibr" rid="B17">Hartong et al., 2006</xref>; <xref ref-type="bibr" rid="B20">Jouret et al., 2019</xref>), the patients were shown to carry the same homozygous variant in <italic>CDH23</italic> that encodes for cadherin 23, a protein needed to establish and/or maintain the proper growth and excellent cohesion of the hair bundle in the vestibular organ and the cochlea (<xref ref-type="bibr" rid="B13">El-Amraoui and Petit, 2005</xref>; <xref ref-type="bibr" rid="B34">Pan and Zhang, 2012</xref>). <italic>CDH23</italic> is known to cause USH1 characterized by a congenital severe-to-profound hearing loss, vestibular dysfunction, and early onset of RP within the &#xfb01;rst decade, making it the most severe subtype (<xref ref-type="bibr" rid="B35">Petit, 2001</xref>; <xref ref-type="bibr" rid="B29">Mathur and Yang, 2015</xref>). The clinical profiles of the patients in these two families are in favor of USH1, since they suffer from a severe congenital hearing impairment with no intelligible speech at all (<xref ref-type="table" rid="T1">Table 1</xref>). The patients of family 6 also have balance problems. However, the patient of family 42 did not experience balance problems to date, keeping in mind that this patient is still young (17&#xa0;years) and might develop vestibular dysfunction at an older age.</p>
<p>Patient II.2 of family 13 was initially diagnosed with RP in his early twenties. Still, genetic testing showed that he harbored a homozygous variant in <italic>ADGRV1</italic>, a gene related to USH and previously known as <italic>GPR98</italic>. Consequently, we re-investigated his clinical history and queried if he suffered from additional symptoms other than the visual impairment. Indeed, this revealed that he was experiencing a mild, stable hearing impairment and occasional dizziness that developed within his third decade, which caused him to use hearing aids. Thus, this led to a revised re-diagnosis with USH. This observation highlights the importance of genetic testing in getting an accurate clinical diagnosis, especially in syndromic inherited retinal diseases that can be misdiagnosed because the systemic symptoms may only appear late in life, or because ophthalmologists may only focus on the visual impairment without considering other symptoms and relating them to the case.</p>
<p>
<italic>ADGRV1</italic> encodes the adhesion of G-protein-coupled receptor V1 that is needed for the normal development and maintenance of auditory hair bundles of the cochlear sensory hair cells (<xref ref-type="bibr" rid="B30">McGee et al., 2006</xref>). It is usually known to cause USH2 characterized by congenital moderate-to-severe hearing loss, absence of vestibular dysfunction, and RP manifestation from the second decade onward (<xref ref-type="bibr" rid="B35">Petit, 2001</xref>; <xref ref-type="bibr" rid="B44">Weston et al., 2004</xref>). However, the clinical profile of this patient was compatible with neither USH2 features nor any of the other classical subtypes, since he reported a late mild hearing impairment that only appeared in adulthood and had an intelligible speech. This confirms that the hearing impairment occurrence was post-lingual and not congenital, unlike the cases of USH1 and USH2. The patient also stated that his hearing impairment is stable and not progressing over the years, in contrast to the hearing impairment in USH3 that is characterized by its progressiveness. Accordingly, this case may be considered an atypical USH form.</p>
<p>The affected members in families 16, 40, and 54 were shown to carry homozygous <italic>CLRN1</italic> mutations. The clarin-1 protein encoded by this gene is involved in the morphogenesis of the hair bundle and the synaptic transmission between light-sensitive photoreceptor cells and their associated neurons, in addition to being potentially engaged in the maintenance and development of stereocilia (<xref ref-type="bibr" rid="B46">Zallocchi et al., 2009</xref>; <xref ref-type="bibr" rid="B10">Dulon et al., 2018</xref>). <italic>CLRN1</italic> variants are usually associated with USH3, which is characterized by post-lingual hearing impairment with a progressive nature, variable vestibular dysfunction, and variable onset of RP (<xref ref-type="bibr" rid="B4">Audo et al., 2012</xref>; <xref ref-type="bibr" rid="B19">Jaffal et al., 2019</xref>). Patients of families 16 and 40 had intelligible speech, confirming the post-lingual hearing loss. They also reported that their hearing impairment is progressive and worsens over the years, which is in accordance with USH3. On the contrary, the patient of family 54 had a prelingual hearing impairment diagnosed as early as the age of 1, which is not in accordance with USH3.</p>
<p>We previously reported another Lebanese USH3 family having the same missense mutation in <italic>CLRN1;</italic> p(Tyr63Ser) (<xref ref-type="bibr" rid="B19">Jaffal et al., 2019</xref>). In addition, a Lebanese family comprising two USH patients, with one of them presenting symptoms of USH3, was reported by <xref ref-type="bibr" rid="B3">Akoury et al. (2011</xref>). Interestingly, the latter two USH patients carried the same <italic>CLRN1</italic> 5-bp deletion that is identified in families 16 and 54 in this study. This suggests that these two mutations might have a founder effect in the Lebanese population. Of note, most of CLRN1-affected individuals (from the current and previous studies) come from the south region of Lebanon.</p>
<p>Patients of family 25 were shown to carry a homozygous acceptor splice site variant in <italic>USH2A</italic> encoding for Usherin, which is needed for retinal photoreceptor retention and normal cochlear hair cell growth (<xref ref-type="bibr" rid="B27">Liu et al., 2007</xref>). Disruption of this same splice site has been observed in a Caucasian USH family (but c.11390-1G &#x3e; C instead of c.11390-1G &#x3e; A) (<xref ref-type="bibr" rid="B25">Le Quesne Stabej et al., 2012</xref>). Acceptor and donor splice site variants usually result in a loss of protein function (<xref ref-type="bibr" rid="B5">Baralle and Baralle, 2005</xref>). <italic>USH2A</italic> mutations are the major cause of USH2 cases (<xref ref-type="bibr" rid="B41">Toualbi et al., 2020</xref>). USH2 description is in accordance with the clinical profile in the patients of this family who suffer from a congenital hearing impairment and RP manifestation from the second decade, with no vestibular dysfunction (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<p>The patient of family 53 carries the homozygous splice region variant c.3999-6A &#x3e; G in <italic>PCDH15</italic>. PCDH15 is expressed in the neurosensory epithelium of the eye and ear to maintain the function of stereocilia and retinal photoreceptor cells (<xref ref-type="bibr" rid="B2">Ahmed et al., 2003</xref>). <italic>PCDH15</italic> mutations are known to cause USH1 (<xref ref-type="bibr" rid="B2">Ahmed et al., 2003</xref>), which is in accordance with the clinical profile showing a severe congenital prelingual hearing impairment and vestibular dysfunction (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<p>To date, we were able to genetically screen 10 Lebanese USH families: one in a previous study (<xref ref-type="bibr" rid="B19">Jaffal et al., 2019</xref>) and nine in the current study; nine of those families were genetically solved, while one family remained unsolved. Therefore, until today, our success rate with USH families is 90%. This rate is similar to the diagnosis rates of USH in larger populations (77&#x2013;93%) (<xref ref-type="bibr" rid="B6">Bonnet et al., 2016</xref>; <xref ref-type="bibr" rid="B40">Sun et al., 2018</xref>), which were also achieved using WES, proving this technique to be highly efficient in USH molecular diagnosis. Nevertheless, the use of whole-genome sequencing (WGS) might be efficient in improving those rates by identifying non-coding variants that WES and other standard sequencing techniques usually miss. For instance, a deep-intronic variant that escaped detection by panel-NGS, genome-wide linkage analysis, and WES was identified in CLRN1 (c.254&#x2013;649T &#x3e; G) using WGS (<xref ref-type="bibr" rid="B6">Bonnet et al., 2016</xref>). However, the high cost, the challenging filtration of extensive data, and the difficulty of proving the pathogenicity of non-coding variants are all factors that hinder WGS from being used as a routine diagnostic approach (<xref ref-type="bibr" rid="B6">Bonnet et al., 2016</xref>).</p>
<p>Our prevalence analysis shows heterogeneity in the genetics of USH among different populations. For instance, <italic>ADGRV1</italic>, which ranked first in Lebanese patients (<xref ref-type="fig" rid="F2">Figure 2</xref>), is not usually among the most prevalent genes in other populations. A meta-analysis from 2019 showed it accounts for 5% of USH cases (<xref ref-type="bibr" rid="B20">Jouret et al., 2019</xref>); similarly, a recent study of a large Italian cohort also showed it accounts for 5% (<xref ref-type="bibr" rid="B9">Colombo et al., 2021</xref>). On the other hand, <italic>USH2A</italic> mutations usually show the highest prevalence in most other populations, such as previously reported Chinese, French, Italian, and Spanish cohorts (<xref ref-type="bibr" rid="B16">Fuster-Garc&#xed;a et al., 2018</xref>; <xref ref-type="bibr" rid="B40">Sun et al., 2018</xref>; <xref ref-type="bibr" rid="B9">Colombo et al., 2021</xref>; <xref ref-type="bibr" rid="B28">Mansard et al., 2021</xref>). Moreover, the relatively high prevalence of <italic>CLRN1</italic> variants (23%) suggests that USH3 may have a high prevalence in the Lebanese population, while this subtype is the rarest among the three USH subtypes as it accounts for only 2&#x2013;4% of all cases in most populations (<xref ref-type="bibr" rid="B4">Audo et al., 2012</xref>). Exceptionally, the frequency of USH3 is significant in the Finnish population (40%) (<xref ref-type="bibr" rid="B32">Ness et al., 2003</xref>), the Ashkenazi Jews (40%) (<xref ref-type="bibr" rid="B33">Pakarinen et al., 1995</xref>), the population of Birmingham, United Kingdom (20%) (<xref ref-type="bibr" rid="B12">Edwards et al., 1998</xref>), and now in the Lebanese population (23%), specifically in the south region, from where our <italic>CLRN1</italic> patients originated. The prevalence of <italic>CDH23</italic> was around 13% in this analysis (<xref ref-type="bibr" rid="B18">Hope et al., 1997</xref>), while it ranged between 2 and 8% in other countries (<xref ref-type="bibr" rid="B16">Fuster-Garc&#xed;a et al., 2018</xref>; <xref ref-type="bibr" rid="B20">Jouret et al., 2019</xref>; <xref ref-type="bibr" rid="B9">Colombo et al., 2021</xref>; <xref ref-type="bibr" rid="B43">Wafa et al., 2021</xref>). Regarding <italic>PCDH15</italic> and <italic>USH1C</italic>, there was no significant difference with other cohorts. In contrast, <italic>MYO7A</italic>, which is among the least frequent genes in this analysis (around 3%), is detected in much higher frequencies in most other populations and considered as a major USH gene (<xref ref-type="bibr" rid="B16">Fuster-Garc&#xed;a et al., 2018</xref>; <xref ref-type="bibr" rid="B40">Sun et al., 2018</xref>; <xref ref-type="bibr" rid="B9">Colombo et al., 2021</xref>; <xref ref-type="bibr" rid="B28">Mansard et al., 2021</xref>).</p>
<p>In conclusion, the results of this study have broadened the mutational spectrum of USH and showed a high heterogeneity of this disease in the Lebanese population. The screening of more Lebanese USH families would be essential to elucidate the genetic characteristics of USH and the accurate prevalence of its three subtypes and causative genes in this population.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are publicly available. These data can be found at: SCV002097249&#x2014;SCV002097254.</p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the Institutional Review Board of Beirut Arab University approved the study (2017H-0030-HS-R-0208). The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>SES framed the methodology. LJ and HJ validated. AA, CH, and SES conducted the formal analysis. LJ, SES, HA, and MI investigated. HA, WJ, and SES collected resources. LJ and HA wrote the original draft preparation. SES wrote the review and editing. HA and SES administered the project. HA, SES, and WJ funded the acquisition.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>The present work was funded with support from the Lebanese University (HA, SES, and WJ), Beirut, Lebanon.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors HL and GHS are employed by 3billion Inc. (Seoul, South Korea). 3billion&#x00AE; (Seoul, Korea) provided the whole-exome sequencing free of charge of the affected individuals from families F6, F25, F40, F53, and F54.</p>
<p>The remaining 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="s10">
<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 would like to thank the participants and their families for their time and effort in the present study, and 3billion<sup>&#xae;</sup> (Seoul, Korea) for providing the whole-exome sequencing free of charge of the affected individuals from families F6, F25, F40, F53, and F54.</p>
</ack>
<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/fgene.2022.864228/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2022.864228/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.XLSX" id="SM1" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="DataSheet1.docx" id="SM2" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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