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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">1128884</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2023.1128884</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>Use of whole-exome sequencing to identify novel monogenic gene mutations and genotype&#x2013;phenotype correlations in Chinese Han children with urolithiasis</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/fgene.2023.1128884">10.3389/fgene.2023.1128884</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Zhi</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2147260/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Tianqu</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2147570/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>liu</surname>
<given-names>Li</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tong</surname>
<given-names>Fangyun</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Chuangye</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Yaowang</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Yanfang</given-names>
</name>
</contrib>
</contrib-group>
<aff>
<institution>Department of Urology</institution>, <institution>Hunan Children&#x2019;s Hospital</institution>, <addr-line>Changsha</addr-line>, <addr-line>Hunan</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/1320891/overview">Shuzo Hamamoto</ext-link>, Nagoya City University, Japan</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/87488/overview">Emrah Yucesan</ext-link>, Istanbul University-Cerrahpasa, T&#xfc;rkiye</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1248556/overview">Ben Pode-Shakked</ext-link>, Sheba Medical Center, Israel</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yaowang Zhao, <email>zhaoyw508@126.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Genetics of Common and Rare Diseases, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1128884</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Wang, He, liu, Tong, Li, Zhao and Li.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, He, liu, Tong, Li, Zhao and Li</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 incidence of urolithiasis (UL) in children has been increasing. Although the pathogenesis of pediatric UL is controversial and remains unclear, multiple monogenic causes of UL have been identified. We aim to investigate the prevalence of inherited UL causes and explore the genotype&#x2013;phenotype correlation in a Chinese pediatric group. In this study, we analyzed the DNA of 82 pediatric UL patients using exome sequencing (ES). The data of metabolic evaluation and genomic sequencing were subsequently analyzed together. We detected 54 genetic mutations in 12 of 30 UL-related genes. A total of 15 detected variants were described as pathogenic mutations, and 12 mutations were considered likely pathogenic. Molecular diagnoses were made in 21 patients with pathogenic or likely pathogenic variants. Six novel mutations that were not previously reported were identified in this cohort. Calcium oxalate stones were detected in 88.9% cases (8/9) with hyperoxaluria-related mutations, while 80% of individuals (4/5) with cystinuria-causing defects were diagnosed with cystine stones. Our study highlights the significant genetic abnormalities in pediatric UL and demonstrates the diagnostic power of ES for screening patients with UL.</p>
</abstract>
<kwd-group>
<kwd>pediatric urolithiasis</kwd>
<kwd>Chinese population</kwd>
<kwd>monogenic disease</kwd>
<kwd>whole-exome sequencing</kwd>
<kwd>metabolic evaluation</kwd>
</kwd-group>
<contract-num rid="cn001">2022SK2112</contract-num>
<contract-sponsor id="cn001">Hunan Provincial Science and Technology Department<named-content content-type="fundref-id">10.13039/501100002767</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Urolithiasis (UL) is a highly prevalent health problem worldwide, affecting 4%&#x2013;20% of all individuals (<xref ref-type="bibr" rid="B21">Quhal and Seitz, 2021</xref>). It is associated with significant morbidity because of frequent recurrence, the necessity for surgical intervention, and progression to chronic kidney disease, which heavily burdens the development of social healthcare (<xref ref-type="bibr" rid="B23">Rule et al., 2009</xref>). Patients with UL usually present with renal colic, hematuria, urinary obstruction, and urinary tract infections that can aggravate renal dysfunction and cause kidney loss. The specific risk of developing UL varies according to geography, dietary structure, socioeconomic status, and genetic factors (<xref ref-type="bibr" rid="B20">Monico and Milliner, 2011</xref>).</p>
<p>Significant increases in the incidence and prevalence of UL in adult populations have been observed for decades (<xref ref-type="bibr" rid="B29">Turney et al., 2012</xref>). Although UL is less prevalent in children and adolescents, the annual incidence of pediatric nephrolithiasis has increased by 4%&#x2013;10% over the last two&#xa0;decades (<xref ref-type="bibr" rid="B12">Dwyer et al., 2012</xref>; <xref ref-type="bibr" rid="B3">Alfandary et al., 2018</xref>). The unique congenital deformities, anatomical structures, and metabolic patterns contribute to a higher UL recurrence rate in children than in adults. Among patients diagnosed with UL during childhood, there is a 50% probability of recurrence within 3&#xa0;years (<xref ref-type="bibr" rid="B28">Tasian et al., 2017</xref>). Various factors are involved in the development of nephrolithiasis, including fluctuations in urinary pH, inadequate liquid intake, medications, metabolic abnormalities such as hypercalciuria and hyperoxaluria, and hereditary disorders (<xref ref-type="bibr" rid="B19">Miah and Kamat, 2017</xref>). However, the cause of UL has not yet been elucidated.</p>
<p>In pediatric patients, genetic and anatomical causes account for up to 75% of the risk factors for UL development (<xref ref-type="bibr" rid="B31">van&#x2019;t Hoff, 2004</xref>). A positive family history of UL has been reported in 30%&#x2013;80% of cases (<xref ref-type="bibr" rid="B25">Scoffone and Cracco, 2018</xref>). A cohort study estimated that the relative risk for UL was 2.57-fold in individuals with a positive family history compared to those with a negative family history (<xref ref-type="bibr" rid="B10">Curhan et al., 1997</xref>). Genetic or metabolic alterations usually lead to remarkable changes in serum or urine components, disrupting the balance between pro- and anti-lithogenic substances in body fluids (<xref ref-type="bibr" rid="B18">Hoppe and Martin-Higueras, 2020</xref>)<sup>.</sup> According to the Online Mendelian Inheritance in Man (OMIM) catalog, monogenic mutations in 30 known nephrolithiasis (NL)-causing genes can contribute to the formation of NL by autosomal recessive, autosomal dominant, or X-linked transmission. These mutations were detected in 20.8% of the children with the onset of NL (<xref ref-type="bibr" rid="B16">Halbritter et al., 2015</xref>). Metabolic disorders involved in nephrolithiasis have been identified in more than 75% of cases. Hypercalciuria and hypocitraturia are the most common metabolic disorders in UL (<xref ref-type="bibr" rid="B6">Bowen and Tasian, 2018</xref>). Because pediatric patients with UL are more susceptible to monogenic alterations, genetic sequencing is particularly critical in patients with early disease onset because of its benefits in tailoring personal treatment regimens and follow-up. Misdiagnosis and missed diagnosis of inherited UL usually occur because of the lack of an effective genetic mutation detection approach.</p>
<p>Recently, exome sequencing (ES), as a breakthrough next-generation technique, has offered an in-depth and comprehensive way to detect potential pathogenic mutations at a relatively low cost and in a short time and is regarded as a cost-effective screening method (<xref ref-type="bibr" rid="B2">Aggarwal, 2021</xref>). Although a growing number of studies have outlined the prevalence of monogenic mutations and novel disease-causing loci (<xref ref-type="bibr" rid="B16">Halbritter et al., 2015</xref>; <xref ref-type="bibr" rid="B11">Daga et al., 2018</xref>; <xref ref-type="bibr" rid="B32">Wang et al., 2020</xref>), the contribution of monogenic causes of UL has not been extensively studied in Chinese pediatric patients. In the present study, we used ES to screen 82 children with UL for hereditary causes. Six novel mutations were identified in 6 patients. In addition, metabolic evolution and stone component analyses were performed to clarify the genotype&#x2013;phenotype correlations in the pediatric UL group.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Study cohort and data collection</title>
<p>This study was approved by the Institutional Review Board of Hunan Children&#x2019;s Hospital (No. HCHLL-2021-14). We conducted a retrospective study of data from subjects diagnosed with pediatric urolithiasis based on a combination of clinical manifestations and imaging diagnoses (ultrasound, CT, or radiography). Patients with conditions or medications that may lead to secondary UL were excluded. A total of 82 pediatric patients enrolled between January 2021 and March 2022 consented to undergo ES after being informed of the study aim, the importance of ES, and data publication. Informed consent was obtained from all guardians of the subjects. Demographic characteristics, 24-h urinalysis (24-h urine oxalate, citrate, and calcium), imaging evidence, and stone composition data were collected for further analysis. The stone composition was analyzed using an automatic infrared spectrum analysis system, LIIR-20 (approved by the Chinese FDA, No. 2008-2210004). Metabolic diagnosis was made through 24-h urine sample results in accordance with the previously published criteria (<xref ref-type="bibr" rid="B5">Bevill et al., 2017</xref>; <xref ref-type="bibr" rid="B6">Bowen and Tasian, 2018</xref>) and the EAU Guideline on Pediatric Urology 2022 (<xref ref-type="bibr" rid="B22">Radmay et al., 2022</xref>). Monogenetic urolithiasis was diagnosed based on a combination of clinical evidence (imaging findings, metabolic evaluation, and calculus composition analysis) and genetic mutation sequencing. Metabolic analysis results were not available for all subjects owing to a lack of urine or stone samples (diaper use or no immediate expulsion after extracorporeal shockwave lithotripsy).</p>
</sec>
<sec id="s2-2">
<title>2.2 Mutation screening and analysis</title>
<p>Genomic DNA was extracted from the peripheral blood lymphocytes of the patient and corresponding parents using a genomic DNA isolation kit (D3392-02; Omega Bio-Tek, Inc., Norcross, GA, United States) according to a standard protocol. All DNA samples were captured using the Agilent SureSelect Human All Exon V5 Kit (Agilent, California, United States), followed by exome sequencing on an Illumina NextSeq 550 platform (Illumina Inc., San Diego, United States). FASTQ data from the sequencing platform were obtained using Bcl2fastq (v2.0.1), and the acquired data were processed using Trimmomatic (version 0.36) to remove low-quality reads, bases, and trimming adaptors. The sequencing reads were aligned to the NCBI human reference genome (gh19/NCBI37.1). Variant calling was performed using the Genome Analysis Toolkit. Finally, the variant call format files were analyzed using ANNOVAR tools. A total of 30 known monogenic causes of UL genes (defined by OMIM; <ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/omim">www.ncbi.nlm.nih.gov/omim</ext-link>) (<xref ref-type="bibr" rid="B7">Braun et al., 2016</xref>) were particularly screened to identify underlying variants in UL pediatric patients.</p>
</sec>
<sec id="s2-3">
<title>2.3 Evaluation and prediction of pathogenicity of detected mutation</title>
<p>Prior to the analysis, variants were screened using the Human Gene Mutation Database (HGMD; <ext-link ext-link-type="uri" xlink:href="http://www.hgmd.cf.ac.uk/ac/index.php">http://www.hgmd.cf.ac.uk/ac/index.php</ext-link>), dbSNP database (dbSNP; <ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/SNP">http://www.ncbi.nlm.nih.gov/SNP</ext-link>), gnomAD browser (<ext-link ext-link-type="uri" xlink:href="http://gnomad.broadinstitute.org/">http://gnomad.broadinstitute.org/</ext-link>), and ClinVar database (ClinVar; <ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/clinvar">http://www.ncbi.nlm.nih.gov/clinvar</ext-link>) as public references. Pathogenicity of genetic mutations was evaluated according to the American College of Medical Genetics Genomics (ACMG) and classified as &#x201c;pathogenic,&#x201d; &#x201c;likely pathogenic,&#x201d; and &#x201c;uncertain&#x201d; (<xref ref-type="bibr" rid="B4">Amendola et al., 2016</xref>). Molecular diagnosis was made in cases carrying variants that were classified as &#x201c;pathogenic&#x201d; or &#x201c;likely pathogenic&#x201d; according to the ACMG standard, which we defined as &#x201c;positive cases.&#x201d; Cases with &#x201c;uncertain variants&#x201d; were defined as &#x201c;uncertain cases,&#x201d; and patients without any UL-related genetic mutation detected were considered &#x201c;negative cases.&#x201d; The deleterious effects of missense variants were predicted using the PolyPhen-2 (<xref ref-type="bibr" rid="B1">Adzhubei et al., 2010</xref>) (<ext-link ext-link-type="uri" xlink:href="http://genetics.bwh.harvard.edu/pph2/">http://genetics.bwh.harvard.edu/pph2/</ext-link>), PROVEAN/SIFT (<xref ref-type="bibr" rid="B8">Choi et al., 2012</xref>) (<ext-link ext-link-type="uri" xlink:href="http://provean.jcvi.org/index.php">http://provean.jcvi.org/index.php</ext-link>), MutationTaster (<xref ref-type="bibr" rid="B24">Schwarz et al., 2014</xref>) (<ext-link ext-link-type="uri" xlink:href="https://www.mutationtaster.org/">https://www.mutationtaster.org</ext-link>), and Franklin by Genoox (<ext-link ext-link-type="uri" xlink:href="https://franklin.genoox.com">https://franklin.genoox.com</ext-link>) algorithms.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Study population characteristics</title>
<p>From January 2021 to March 2022, we enrolled a cohort of pediatric stone patients across sex, origin, residence, and nephrolithiasis history, as evidenced by the demographic data of the probands from these families. None of the patients had secondary reasons for UL, including the use of specific medications, congenital anatomical abnormalities, or gastrointestinal absorption dysfunction. The clinical features of the 82 patients who underwent exome sequencing are summarized in <xref ref-type="table" rid="T1">Table 1</xref>. In total, 55 patients were male, while 27 were female (M:F &#x3d; 2.03:1). The median age of onset was 3&#xa0;years (Range 0.17&#x2013;15&#xa0;years). All patients were of Han Chinese ethnicity. Stone locations were also recorded. The distribution of stones detected in the kidneys, ureters, and bladders was 82.9% (68/82), 15.9% (13/82), and 1.2% (1/82), respectively. A total of 49 patients who completed daily urine collection underwent 24&#xa0;h urine oxalate, calcium, and citrate evaluation. Patients with multiple metabolic abnormalities were included in each subgroup. Based on the available 24&#xa0;h urine excretion component analysis, 15 (30.6%) probands met the criteria for hyperoxaluria, 35 (71.4%) had detectable decreased uric citrate levels, and 19 (38.8%) had elevated urine calcium excretion above the normal threshold. Infrared spectrum analysis for stone composition identification was applied to 59 patients; calcium oxalate stone was the most predominant calculus, accounting for 54.2% (32/59), followed by cystine in nine patients (15.3%), carbonate apatite in eight (13.6%), uric acid in seven (11.9%), purine in two (3.4%), and calcium phosphate in one patient (1.7%).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Clinical features of the cohort.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Characteristic</th>
<th align="center">Description</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Total no. in study</td>
<td align="center">82</td>
</tr>
<tr>
<td align="center">Onset age (year), median (range)</td>
<td align="center">3 (0.17&#x2013;15)</td>
</tr>
<tr>
<td align="center">Gender, <italic>n</italic> (%)</td>
<td align="left"/>
</tr>
<tr>
<td align="center">Male</td>
<td align="center">55 (67.1)</td>
</tr>
<tr>
<td align="center">Female</td>
<td align="center">27 (32.9)</td>
</tr>
<tr>
<td align="center">Stone location, <italic>n</italic> (%)</td>
<td align="center">82</td>
</tr>
<tr>
<td align="center">Kidney</td>
<td align="center">68 (82.9)</td>
</tr>
<tr>
<td align="center">Ureter</td>
<td align="center">13 (15.9)</td>
</tr>
<tr>
<td align="center">Bladder</td>
<td align="center">1 (1.2)</td>
</tr>
<tr>
<td align="center">Metabolic evaluation, <italic>n</italic> (%)</td>
<td align="center">49</td>
</tr>
<tr>
<td align="center">Hyperoxaluria</td>
<td align="center">15 (30.6)</td>
</tr>
<tr>
<td align="center">Hypocitraturia</td>
<td align="center">35 (71.4)</td>
</tr>
<tr>
<td align="center">Hypercalciuria</td>
<td align="center">19 (38.8)</td>
</tr>
<tr>
<td align="center">Stone composition, <italic>n</italic> (%)</td>
<td align="center">59</td>
</tr>
<tr>
<td align="center">Calcium oxalate</td>
<td align="center">32 (54.2)</td>
</tr>
<tr>
<td align="center">Cystine</td>
<td align="center">9 (15.3)</td>
</tr>
<tr>
<td align="center">Carbonate apatite</td>
<td align="center">8 (13.6)</td>
</tr>
<tr>
<td align="center">Uric acid</td>
<td align="center">7 (11.9)</td>
</tr>
<tr>
<td align="center">Purine</td>
<td align="center">2 (3.4)</td>
</tr>
<tr>
<td align="center">Calcium phosphate</td>
<td align="center">1 (1.7)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Genetic mutation findings</title>
<p>Using high-throughput ES of 30 UL-related genes in 82 patients, we detected genetic variants in 38 of 82 individuals (46.3%) (<xref ref-type="fig" rid="F1">Figure 1A</xref>). A total of 54 mutations were identified in 12 of 30 UL-related genes: one variant (1.9%) in <italic>ADCY10/SAC</italic>, eight variants (14.8%) in <italic>AGXT</italic>, five variants (9.3%) in <italic>GRHPR</italic>, seven variants (13.0%) in <italic>HOGA1</italic>, one variant (1.9%) in <italic>SLC2A9</italic>, two variants (3.7%) in <italic>SLC22A12</italic>, two variants (3.7%) in <italic>SLC34A3</italic>, fifteen variants (27.8%) in <italic>SLC3A1</italic>, two variants (3.7%) in <italic>CLND16</italic>, three variants (5.6%) in <italic>SLC7A9</italic>, one variant (1.9%) in <italic>SLC9A3R1</italic>, and seven variants (13.0%) in <italic>XDH</italic> (<xref ref-type="fig" rid="F1">Figure 1B</xref>; <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>). According to the ACMG International Guidelines Classification Standard, 15 pathogenic mutations were detected in six recessive genes in 13 individuals: <italic>AGXT</italic> (three individuals), <italic>GRHPR</italic> (three individuals), <italic>HOGA1</italic> (three individuals), <italic>CLDN16</italic> (one individual), <italic>SLC22A12</italic> (one individual), and <italic>SLC3A1</italic> (two individuals). Only c.457C&#x3e;T p.(Gln153&#x2a;) and c.864_865del p.(Val289fs) in <italic>GRHPR</italic> and c.834G&#x3e;A (p.Ala278 &#x3d; ) in <italic>HOGA1</italic>, which were identified as pathogenic mutations, were homozygous, while the others were heterozygous (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F1">Figure 1C</xref>). Twelve mutations classified as likely pathogenic were detected in four genes in 11 individuals: <italic>AGXT</italic> (three individuals), <italic>SLC34A</italic>3 (one individual), <italic>SLC3A1</italic> (four individuals), and <italic>XDH</italic> (three individuals) (<xref ref-type="table" rid="T3">Table 3</xref>; <xref ref-type="fig" rid="F1">Figure 1C</xref>). Patients 10, 25, and 33 had pathogenic and likely pathogenic mutations simultaneously, so the potential molecular diagnosis of UL was initially made in 21 of 82 individuals (25.6%) (<xref ref-type="fig" rid="F1">Figure 1D</xref>). The same mutations that were detected in two individuals were: <italic>AGXT</italic>, c.823_824dup (p.Ser275Argfs&#x2a;38); <italic>HOGA1</italic>, c.769T&#x3e;G p.(Cys257Gly) and c.554C&#x3e;T(p.Thr185Met), c.715G&#x3e;A p.(Val239Ile); <italic>XDH</italic>, c.2006G&#x3e;C (p.Gly669Ala); <italic>GRHPR</italic>, c.864_865del p.(Val289Aspfs); SLC3A1, c.817T&#x3e;C p.(Cys273Arg) and c.283G&#x3e;A p.(Ala95Thr); <italic>SLC7A9</italic>, c.878T&#x3e;C p.(Phe293Ser); and <italic>ADCY10</italic>, c.2996A&#x3e;G p.(His999Arg). Therefore, the total frequency of detected mutations was 64, of which 57 (89.1%) were heterozygous, and only seven (10.9%) were homozygous (<xref ref-type="fig" rid="F2">Figure 2A</xref>). In addition, uniparental disomy of chromosome 2 was identified in patient P26, who was homozygous for the c.1320G&#x3e;T (p.Trp440Cys) mutation in <italic>SLC3A1</italic> and c.2006G&#x3e;C (p.Gly669Ala) in <italic>XDH</italic>. The proband&#x2019;s father was heterozygous for mutations that were absent in the mother&#x2019;s DNA. In addition, 48 mutations were inherited in an autosomal recessive (AR) mode of inheritance, two mutations were autosomal dominant (AD), and the combined dual inherited mode of AD/AR was identified in four mutations (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Groups of age &#x3c;1 year old (50%, 8/16) and 6&#x2013;15&#xa0;years old (63.6%, 14/22) exhibited most genetic variants (<xref ref-type="sec" rid="s12">Supplementary Figure S1A</xref>). Variants in dominant genes <italic>ADCY10</italic> and <italic>SLC9A3R1</italic> were mainly identified in probands with an earlier age of onset compared to autosomal recessive/hybrid mode mutations (<xref ref-type="sec" rid="s12">Supplementary Figure S1B</xref>). Male patients accounted for 68.4% of the cases in which genetic mutations were detected, while the proportion of female patients was 31.6% (<xref ref-type="sec" rid="s12">Supplementary Figure S1C</xref>). After exclusion of uncertain variants, the distribution of the age of onset in probands in positive cases is shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>, which demonstrates that genetic diagnoses were made most frequently in the 6&#x2013;15-year-old group (45.5%, 10/22). The median age of onset across all positive cases was 5 years, ranging from 0.17 to 15 years. The youngest proband had <italic>HOGA1</italic> mutations, and the oldest proband was in the AGXT group. Variants in <italic>HOGA</italic>1 were identified in younger probands (<xref ref-type="fig" rid="F3">Figure 3B</xref>). Male patients accounted for 57.1% of the genetic sequencing-positive cases, while the proportion of female patients was 42.9% (<xref ref-type="fig" rid="F3">Figure 3C</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Overall genetic mutation detection percentage in our cohort. <bold>(B)</bold> Variant frequency distribution of 12 UL-related genes. <bold>(C)</bold> Distribution of the number of genetic variants by pathogenicity. <bold>(D)</bold> Distribution of the number of affected individuals with UL by variant pathogenicity.</p>
</caption>
<graphic xlink:href="fgene-14-1128884-g001.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Pathogenic mutations of six genes detected in 13 individuals.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Gene symbol</th>
<th rowspan="2" align="center">Individual</th>
<th rowspan="2" align="center">Status</th>
<th rowspan="2" align="center">Mutation</th>
<th rowspan="2" align="center">Genetic diagnosis</th>
<th rowspan="2" align="center">Mode</th>
<th colspan="2" align="center">Mutation origin</th>
</tr>
<tr>
<th align="center">Father</th>
<th align="center">Mother</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="4" align="center">
<italic>AGXT</italic>
</td>
<td align="center">P10</td>
<td align="center">Heter</td>
<td align="center">c.679_680&#x2b;2del</td>
<td align="center">PH I</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P25</td>
<td align="center">Heter</td>
<td align="center">c.823_824dup (p.Ser275Argfs&#x2a;38)</td>
<td align="center">PH I</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P38</td>
<td align="center">Heter</td>
<td align="center">c.33dup(p.Lys12Glnfs&#x2a;156)</td>
<td align="center">PH I</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">P38</td>
<td align="center">Heter</td>
<td align="center">c.823_824dup (p.Ser275Argfs&#x2a;38)</td>
<td align="center">PH I</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td rowspan="2" align="center">
<italic>CLDN16</italic>
</td>
<td align="center">P36</td>
<td align="center">Heter</td>
<td align="center">c.324&#x2b;1G&#x3e;C p.?</td>
<td align="center">FHHNC</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P36</td>
<td align="center">Heter</td>
<td align="center">c.646C&#x3e;T p.(Arg216Cys)</td>
<td align="center">FHHNC</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td rowspan="3" align="center">
<italic>GRHPR</italic>
</td>
<td align="center">P19</td>
<td align="center">Heter</td>
<td align="center">c.295C&#x3e;T p.(Arg99&#x2a;)</td>
<td align="center">PH II</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P28</td>
<td align="center">Homo</td>
<td align="center">c.457C&#x3e;T p.(Gln153&#x2a;)</td>
<td align="center">PH II</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">P32</td>
<td align="center">Homo</td>
<td align="center">c.864_865del p.(Val289fs)</td>
<td align="center">PH II</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">Heter</td>
</tr>
<tr>
<td rowspan="2" align="center">
<italic>HOGA1</italic>
</td>
<td align="center">P11</td>
<td align="center">Heter</td>
<td align="center">c.834_834&#x2b;1delinTT</td>
<td align="center">PH III</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">P20</td>
<td align="center">Heter</td>
<td align="center">c.769T&#x3e;G p.(Cys257Gly)</td>
<td align="center">PH III</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="left"/>
<td align="center">P37</td>
<td align="center">Homo</td>
<td align="center">c.834G&#x3e;A(p.Ala278&#x3d;)</td>
<td align="center">PH III</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">
<italic>SLC22A12</italic>
</td>
<td align="center">P29</td>
<td align="center">Heter</td>
<td align="center">c.506&#x2b;1G&#x3e;A p.?</td>
<td align="center">Hypouricemia type 1</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td rowspan="3" align="center">
<italic>SLC3A1</italic>
</td>
<td align="center">P33</td>
<td align="center">Heter</td>
<td align="center">c.1113C&#x3e;A p.(Tyr371&#x2a;)</td>
<td align="center">Cystinuria</td>
<td align="center">AD/AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">P1</td>
<td align="center">Heter</td>
<td align="center">c.766-2A&#x3e;C p.?</td>
<td align="center">Cystinuria</td>
<td align="center">AD/AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P1</td>
<td align="center">Heter</td>
<td align="center">c.1011G&#x3e;A p.(Pro337&#x3d;)</td>
<td align="center">Cystinuria</td>
<td align="center">AD/AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Heter, heterozygote; Homo, homozygote; AR, autosomal recessive; AD, autosomal dominant; PH, primary hyperoxaluria; FHHNC, familial hypomagnesemia with hypercalciuria and nephrocalcinosis.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table 3</label>
<caption>
<p>Likely pathogenic mutations of four genes detected in 11 individuals.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Gene symbol</th>
<th rowspan="2" align="center">Individual</th>
<th rowspan="2" align="center">Status</th>
<th rowspan="2" align="center">Mutation</th>
<th rowspan="2" align="center">Genetic diagnosis</th>
<th rowspan="2" align="center">Mode</th>
<th colspan="2" align="center">Mutation origin</th>
</tr>
<tr>
<th align="center">Father</th>
<th align="center">Mother</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="3" align="center">
<italic>AGXT</italic>
</td>
<td align="center">P8</td>
<td align="center">Heter</td>
<td align="center">c.568G&#x3e;A (p.Gly190Arg)</td>
<td align="center">PH I</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P10</td>
<td align="center">Heter</td>
<td align="center">c.506_510del insGCAGGT</td>
<td align="center">PH I</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">P25</td>
<td align="center">Heter</td>
<td align="center">c.32C&#x3e;G (p.Pro11Arg)</td>
<td align="center">PH I</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">
<italic>SLC34A3</italic>
</td>
<td align="center">P5</td>
<td align="center">Heter</td>
<td align="center">c.410C&#x3e;T p.(Thr137Met)</td>
<td align="center">HHRH</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">
<italic>SLC3A1</italic>
</td>
<td align="center">P31</td>
<td align="center">Heter</td>
<td align="center">c.436C&#x3e;T p.(Gln146&#x2a;)</td>
<td align="center">Cystinuria</td>
<td align="center">AD/AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td rowspan="3" align="center">
</td>
<td align="center">P33</td>
<td align="center">Heter</td>
<td align="center">c.183delC p.(Val62Serfs)</td>
<td align="center">Cystinuria</td>
<td align="center">AD/AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P7</td>
<td align="center">Heter</td>
<td align="center">c.1772_1773del p.(Arg591fs)</td>
<td align="center">Cystinuria</td>
<td align="center">AD/AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">P26<sup>a</sup>
</td>
<td align="center">Homo</td>
<td align="center">c.1320G&#x3e;T(p.Trp440Cys)</td>
<td align="center">Cystinuria</td>
<td align="center">AD/AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td rowspan="4" align="center">
<italic>XDH</italic>
</td>
<td align="center">P17</td>
<td align="center">Heter</td>
<td align="center">c.1253_1256del</td>
<td align="center">Xanthinuria type I</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P21</td>
<td align="center">Heter</td>
<td align="center">c.472C&#x3e;T (p.Gln158&#x2a;)</td>
<td align="center">Xanthinuria type I</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">P21</td>
<td align="center">Heter</td>
<td align="center">chr2:31621429-31624204 del</td>
<td align="center">Xanthinuria type I</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P23</td>
<td align="center">Heter</td>
<td align="center">c.2198-1G&#x3e;C</td>
<td align="left"/>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Heter, heterozygote; Homo, homozygote; AR, autosomal recessive; AD, autosomal dominant; PH, primary hyperoxaluria; HHRH, hereditary hypophosphatemic rickets with hypercalciuria. <sup>a</sup>A uniparental disomy (UPD) of chromosome 2 was identified in this proband; the proband&#x2019;s father was heterozygous for these mutations.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Distribution of the number of all variants by genotype. <bold>(B)</bold> Distribution of the number of all variants with UL by the inheritance pattern.</p>
</caption>
<graphic xlink:href="fgene-14-1128884-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Distribution of positive cases by age of onset. <bold>(B)</bold> Distribution of age of onset across mutated causative genes. <bold>(C)</bold> Distribution of the number of positive individuals by gender.</p>
</caption>
<graphic xlink:href="fgene-14-1128884-g003.tif"/>
</fig>
<p>As shown in <xref ref-type="table" rid="T4">Table 4</xref>, the results of ES indicated that 6 novel genetic mutations not reported in previous studies were detected in 6 patients with UL. A heterozygous mutation (c.929C&#x3e;A) in exon 7 of <italic>SLC2A9</italic> resulted in an amino acid change from alanine to aspartic acid. Three missense mutations in SLC3A1 yielded cystine stone formation: c.1216G&#x003E;T p.(Asp406Tyr), c.1772_1773del p.(Arg591fs), and c.1320G&#x003E;T (p.Trp440Cys). The <italic>XDH</italic>-causing genetic mutation c.2006G&#x3e;C (p.Gly669Ala) in <italic>XDH</italic> has not been reported but has been demonstrated to appear in a heterozygous state in one patient and in a homozygous state in another patient with a cystine stone. Moreover, a heterozygous truncated mutant (chr2:31621429-31624204 del) was detected in <italic>XDH</italic> in the heterozygous state.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Six novel variants identified by exome sequencing.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Gene symbol</th>
<th rowspan="2" align="center">Individual</th>
<th rowspan="2" align="center">Status</th>
<th rowspan="2" align="center">Mutation</th>
<th rowspan="2" align="center">Genetic diagnosis</th>
<th rowspan="2" align="center">Stone composition</th>
<th rowspan="2" align="center">Mode</th>
<th colspan="2" align="center">Mutation origin</th>
</tr>
<tr>
<th align="center">Father</th>
<th align="center">Mother</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<italic>SLC2A9</italic>
</td>
<td align="center">P34</td>
<td align="center">Heter</td>
<td align="center">c.929C&#x3e;A p.(Ala310Asp)</td>
<td align="center">Hypouricemia type 2</td>
<td align="center">Carbonate apatite</td>
<td align="center">AD/AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td rowspan="3" align="center">
<italic>SLC3A1</italic>
</td>
<td align="center">P24</td>
<td align="center">Heter</td>
<td align="center">c.1216G&#x3e;T p.(Asp406Tyr)</td>
<td align="center">Cystinuria</td>
<td align="center">Cystine</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P7</td>
<td align="center">Heter</td>
<td align="center">c.1772_1773del p.(Arg591fs)</td>
<td align="center">Cystinuria</td>
<td align="center">Cystine</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="center">P26<sup>a</sup>
</td>
<td align="center">Homo</td>
<td align="center">c.1320G&#x3e;T(p.Trp440Cys)</td>
<td align="center">Cystinuria</td>
<td align="center">Cystine</td>
<td align="center">AD/AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td rowspan="2" align="center">
<italic>XDH</italic>
</td>
<td align="center">P26<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">Homo</td>
<td align="center">c.2006G&#x3e;C (p.Gly669Ala)</td>
<td align="center">Xanthinuria type I</td>
<td align="center">Cystine</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">P29</td>
<td align="center">Heter</td>
<td align="center">c.2006G&#x3e;C p.(Gly669Ala)</td>
<td align="center">Xanthinuria type I</td>
<td align="center">Cystine</td>
<td align="center">AR</td>
<td align="center">-</td>
<td align="center">Heter</td>
</tr>
<tr>
<td align="left"/>
<td align="center">P21</td>
<td align="center">Heter</td>
<td align="center">chr2:31621429-31624204 del</td>
<td align="center">Xanthinuria type I</td>
<td align="center">Xanthine</td>
<td align="center">AR</td>
<td align="center">Heter</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Heter, heterozygote; Homo, homozygote; AR, autosomal recessive; AD, autosomal dominant, PH, primary hyperoxaluria.</p>
</fn>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>A uniparental disomy (UPD) of chromosome 2 was identified in this proband; the proband&#x2019;s father was heterozygous for these mutations.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In this study, multiple online bioinformatic analysis tools were employed to perform pathogenicity and function prediction of the novel mutations, as demonstrated in <xref ref-type="table" rid="T5">Table 5</xref>: MutationTaster and Franklin by Genoox were used to obtain general information about the variants; PolyPhen-2, SIFT, and PROVEAN are mature predictive software programs for potential protein-level function. Except for <italic>SLC2A9</italic> c.929C&#x3e;A p.(Ala310Asp) classified as &#x201c;polymorphism,&#x201d; other variants were predicted to be &#x201c;disease causing&#x201d; by MutationTaster. Furthermore, <italic>SLC3A1</italic> variant c.1216G&#x003e;T p.(Asp406Tyr) was predicted to exert pathogenic impact by Mutation Taster, PolyPhen-2, SIFT, PROVEAN and Franklin by Genoox tools, while it was classified under &#x201c;uncertain&#x201d; group according to ACMG classification standard. <italic>XDH</italic> variant c.2006G&#x003E;C (p.Gly669Ala) was described as diseasing-causing by Mutation Taster, PolyPhen-2, PROVEAN but was classified as uncertain by Franklin by Genoox and ACMG guideline.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Pathogenicity of six novel mutations in 30 stone-causing genes.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Gene symbol</th>
<th align="center">Mutation</th>
<th align="center">MutationTaster (Probability)</th>
<th align="center">PP2 HumVar (score)</th>
<th align="center">PROVEAN (score)</th>
<th align="center">SIFT (score)</th>
<th align="center">Genoox (score)</th>
<th align="center">ACMG classification</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<italic>SLC2A9</italic>
</td>
<td align="center">c.929C&#x3e;A p.(Ala310Asp)</td>
<td align="center">PM (0.9999)</td>
<td align="center">BN (0.004)</td>
<td align="center">Neu (1.60)</td>
<td align="center">Tol (0.681)</td>
<td align="center">BN (0.14)</td>
<td align="center">VUS (PM2,BP4)</td>
</tr>
<tr>
<td rowspan="3" align="center">
<italic>SLC3A1</italic>
</td>
<td align="center">c.1216G&#x3e;T p.(Asp406Tyr)</td>
<td align="center">DC (0.9999)</td>
<td align="center">PD (0.991)</td>
<td align="center">Del (&#x2212;4.77)</td>
<td align="center">Dam (0.006)</td>
<td align="center">Del (0.87)</td>
<td align="center">VUS (PM2,PP3,PP2)</td>
</tr>
<tr>
<td align="center">c.1772_1773del p.(Arg591fs)</td>
<td align="center">DC (1.0000)</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">LP (PVS1,PM2)</td>
</tr>
<tr>
<td align="center">c.1320G&#x3e;T(p.Trp440Cys)</td>
<td align="center">DC (0.9999)</td>
<td align="center">PD (1.000)</td>
<td align="center">Del (&#x2212;8.60)</td>
<td align="center">Dam (0.002)</td>
<td align="center">Del (0.99)</td>
<td align="center">LP (PP3,PM2,PP2)</td>
</tr>
<tr>
<td align="center">
<italic>XDH</italic>
</td>
<td align="center">c.2006G&#x3e;C (p.Gly669Ala)</td>
<td align="center">DC (0.9999)</td>
<td align="center">PD (0.980)</td>
<td align="center">Del (&#x2212;4.97)</td>
<td align="center">Tol (0.897)</td>
<td align="center">UC (0.47)</td>
<td align="center">VUS (PM2)</td>
</tr>
<tr>
<td align="left"/>
<td align="center">chr2:31621429-31624204 del</td>
<td align="center">DC (1.0000)</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">NA</td>
<td align="center">LP (1A,2B,3A,4O)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>DC, disease causing; PM, polymorphism; PD, probably damaging; BN, benign; Del, deleterious; Tol, tolerated; Neu, neutral; Dam, damaging; UC, uncertain; NA, not applicable for deletion or frameshift mutation; VUS, variant of uncertain significance; P, pathogenic; LP, likely pathogenic.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-3">
<title>3.3 Conformity between genetic variants and clinical metabolic analysis</title>
<p>Conformity analysis between the mutational findings and metabolic evaluation was conducted in 14 mutation-detection-positive individuals with complete stone component analysis and positive ES results. Hyperoxaluria-related mutations were detected in nine patients (three <italic>AGXT</italic> defects, three <italic>GRHPR</italic> defects, and three <italic>HOGA1</italic> defects), and calcium oxalate stones were found in eight of these patients as a result of stone sample evaluation. Four of the five patients (80%) with cystinuria-related gene <italic>SLC3A1</italic> mutations were confirmed to have cystine stones (<xref ref-type="table" rid="T6">Table 6</xref>).</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Conformity between UL-causing genetic mutations and stone composition.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Molecular diagnosis</th>
<th align="center">Total,n</th>
<th align="center">Stone composition</th>
<th align="center">Conform <italic>n</italic> (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Overall</td>
<td align="center">14</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="center">
<italic>AGXT</italic> defect</td>
<td align="center">3</td>
<td align="center">Calcium oxalate (3)</td>
<td align="center">3 (100.0%)</td>
</tr>
<tr>
<td align="center">
<italic>GRHPR</italic> defect</td>
<td align="center">3</td>
<td align="center">Calcium oxalate (3)</td>
<td align="center">3(100.0%)</td>
</tr>
<tr>
<td align="center">
<italic>HOGA1</italic> defect</td>
<td align="center">3</td>
<td align="center">Calcium oxalate (2), Carbonate apatite (1)</td>
<td align="center">2 (66.7%)</td>
</tr>
<tr>
<td align="center">
<italic>SLC3A1</italic> defect</td>
<td align="center">5</td>
<td align="center">Cystine (4), Calcium oxalate (1)</td>
<td align="center">4 (80.0%)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>Pediatric UL often frustrates pediatricians and urologists because of its early onset, high recurrence rate, relatively poor prognosis, and treatment ambiguity. In the clinical setting, this condition is often overlooked or misdiagnosed. Recently, several genetic causes of UL have been identified. At least 30 genes have been shown to cause the monogenic forms of UL <italic>via</italic> autosomal-dominant, autosomal-recessive, or X-linked transmission (<xref ref-type="bibr" rid="B16">Halbritter et al., 2015</xref>). Previously, monogenic ULs were considered to have an incidence rate of less than 2%. However, growing evidence suggests that they might be more common than expected (<xref ref-type="bibr" rid="B27">Singh et al., 2022</xref>). Current molecular genetic diagnostic techniques make screening for hereditary diseases feasible. Next-generation sequencing combined with a designed multigene panel can be conducted for a comprehensive analysis of specific diseases or disease groups with a faster and more precise process (<xref ref-type="bibr" rid="B34">Ziyadov et al., 2021</xref>).</p>
<p>In this study, ES was performed on a cohort of 82 pediatric patients with UL. We sequenced the exon regions of 30 genes known to cause the monogenic form of UL and identified a causative mutation in 38 of 82 individuals (46.3%). This rate of identifying causative mutations in children with UL is higher than that reported by Braun et al., who found a positive mutation rate of 16.8% in a pediatric NL/nephrocalcinosis (NC) cohort (<xref ref-type="bibr" rid="B7">Braun et al., 2016</xref>). This was also higher than that in a previous report that found a monogenic cause in 29.4% of the families presenting with NL or NC at the age of onset less than 25&#xa0;years (<xref ref-type="bibr" rid="B11">Daga et al., 2018</xref>). <xref ref-type="bibr" rid="B16">Halbritter et al. (2015</xref>) also observed a relatively low percentage of monogenic cases in the pediatric NL/NC subgroup (20.8%). In our study, the causative mutation detection rate plunged to 25.6% after excluding patients with uncertain variants, which is slightly higher than previous reports. All these individuals were recruited from a referral center for the management of pediatric UL in China, where early onset, severe, and stone-recurrent cases present more frequently than in other national or local hospitals. Moreover, only UL cases were enrolled in our research rather than including NL/NC together, and UL cases usually sustain higher genetic abnormality rates and more severe clinical symptoms than NC. Therefore, selective bias in our cohort and different inclusion criteria may have contributed to the differences in the genetic landscapes among the multiple cohort studies.</p>
<p>The most commonly mutated gene in our cohort was <italic>SLC3A</italic>1, which encodes a 685-amino acid glycoprotein rBAT that plays a role in the reabsorption of cystine, ornithine, lysine, and arginine as subunits of heterodimeric amino acid transporters and proximal tubular transporters (<xref ref-type="bibr" rid="B33">Yan et al., 2020</xref>). Mutations in <italic>SLC3A</italic>1 lead to high urinary cystine excretion, precipitation, and crystal formation, resulting in an increased risk of cystine stone formation (<xref ref-type="bibr" rid="B18">Hoppe and Martin-Higueras, 2020</xref>). Heterozygous carriers of the <italic>SLC3A1</italic> mutation normally show an increased urinary cystine excretion pattern (<xref ref-type="bibr" rid="B13">Eggermann et al., 2012</xref>). We detected 15 genetic mutations in <italic>SLC3A1</italic>, including three pathogenic mutations and three novel variants. Only the novel mutation, c.1320G&#x3e;T (p.Trp440Cys), was detected in the homozygous state. This mutation has never been reported in the literature, whereas other mutations were found in heterozygote carriers. Some undetected alleles or loci may underlie the heterozygous carriers of <italic>SLC3A1</italic> mutations that cause urolithiasis. The Met467Thr mutation in <italic>SLC3A1</italic> is the most frequent in European and North American populations (<xref ref-type="bibr" rid="B26">Shen et al., 2017</xref>). However, this mutation was not found in our results, indicating genetic variant heterogeneity among ethnicities.</p>
<p>Age distribution analysis of monogenetic mutations in the UL-causing gene panel was performed in our cohort. Individuals with autosomal recessive variants typically manifest earlier onset in life than dominant mutation carriers, such as those with hereditary polycystic kidney disease and previous inherited UL reports (<xref ref-type="bibr" rid="B7">Braun et al., 2016</xref>; <xref ref-type="bibr" rid="B15">Ghata and Cowley, 2017</xref>). Interestingly, we found that cases with the age of onset ranging from 6 to 15&#xa0;years showed a high positive causative mutation detection rate, but the overall sample size was limited, and a larger number of cases needs to be included in further studies. The prevalence and heritability of urolithiasis vary according to sex. Traditionally, male cases predominated the sex distribution, with a ratio of 3:1 to female cases (<xref ref-type="bibr" rid="B9">Cicerello et al., 2021</xref>). Two twin studies reported that the heritability of kidney stones was at an estimated rate of 56%&#x2013;57% in male twins, while the rate for female twins was only 46% (<xref ref-type="bibr" rid="B17">Halbritter, 2021</xref>). Notably, in pediatric UL, a higher prevalence was observed among boys in the first decade of life and among girls in the second&#xa0;decade of life, and girls represented 70% of the pediatric UL population in general (<xref ref-type="bibr" rid="B30">Van Batavia and Tasian, 2016</xref>). <xref ref-type="bibr" rid="B14">Fang et al. (2021</xref>) reported 39.9% of idiopathic stone patients were male in his hospitalized pediatric UL cohort. Our findings demonstrated a similar sex proportion to previous studies, with a ratio of 2.03/1 (male/female) in all subjects and 1.3/1 in positive individuals, suggesting that male patientss still accounted for most of the pediatric stone probands and needed more urgent early intervention. However, only six patients were older than 10 years in this study, and the inheritability of UL in terms of sex distribution during the second decade of life remains undetermined.</p>
<p>A pivotal step in ES analysis is the identification of potentially pathogenic mutations and benign variants. All mutations identified in our study were evaluated for pathogenicity and allele frequency by cross-checking them against public data banks, such as HGMD and ClinVar, and predicted using the ACMG criteria. The pathogenicity of 27 (50.0%) of the 54 detected variants was uncertain based on the ACMG classification, whereas 6 variants were novel and had not been previously identified. Two novel variants in <italic>SLC3A1</italic>, c.1320G&#x3e;T(p.Trp440Cys), and c.1772_1773del p.(Arg591fs), were predicted to be likely pathogenic by ACMG classification. MutationTaster (<ext-link ext-link-type="uri" xlink:href="http://www.mutationtaster.org/">http://www.mutationtaster.org/</ext-link>) yielded consistent results, implying that a frameshift mutant resulting in truncated proteins was likely to cause disease. c.2006G&#x3e;C (p.Gly669Ala) (two individuals) in <italic>XDH</italic> was the most common novel mutation identified in our study. Although they were identified in an ACMG &#x201c;uncertain&#x201d; subgroup, multiple <italic>in silico</italic> analysis tools predicted it as potentially disease-causing. Notably, this variant and c.878T&#x003E;C p.(Phe293Ser) in SLC7A9 were detected in a compound heterozygous state in patient P29, a cystic stone case who experienced recurrent nephrolithiasis three times. Therefore, these novel mutations broaden our knowledge of known pathogenic gene mutations implicated in UL. Novel mutational pathogenicity that is not yet recognized or has obscured clinical significance will be identified through genetic profiling mediated by high-throughput sequencing and complementary functional studies.</p>
<p>Normally, a genetic diagnosis must be consistent with the patient&#x2019;s actual metabolic pattern abnormalities to confirm inherited UL. Thus, a comparative analysis between the metabolic evaluation and genetic results in positive cases was performed to confirm the consistency of our study. The hyperoxaluria-related variant was detected in eight of the nine (88.9%) patients in whom calcium oxalate was confirmed by stone component analysis. The <italic>AGXT</italic> and <italic>GRHPR</italic> defects showed 100% (3/3) conformity with the stone analysis results, whereas the <italic>HOGA1</italic> defect sustained a conformity rate of 66.7%. In the cystine stone subgroup, a high level of conformity was also observed in the <italic>SLC3A1</italic> (80.0%) variants. Our finding demonstrated ES yielded high diagnostic precision for genetic UL with metabolic abnormalities.</p>
<p>This study has some limitations. The relatively small number of patients, single ethnic background, and nature of the single-center study limit the universality and comprehensiveness of the interpretation and application of the results. In some studies, a female predominance was found in the pediatric UL population, especially in the second decade of life. The gender ratio in our study presents a male predominance. Therefore, a large, multicenter population-based study may be needed to determine this demographic factor in the Chinese Han population. The technical limitations of ES, which include uncovering untranslated regions and undetected complex deletion-insertion variants, compromise the reliability and credibility of high-throughput sequencing. Novel causative mutations may be missed because the gene set we selected to study may not cover some genes that cause urolithiasis/nephrocalcinosis phenocopies rather than urinary stones. Although the current results may be compromised by such selection bias, the actual prevalence of monogenic UL in children will be refined through further research. Additionally, obtaining sufficient stone samples for component analysis is difficult due to specific surgical interventions, such as extracorporeal shockwave lithotripsy or undersized calculus that result in incomplete metabolic evaluation. Finally, further functional studies are required to systematically verify the candidate pathogenic genes.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In this study, we analyzed the genotypes and phenotypes of pediatric urolithiasis in 82 patients and identified stone-causing genetic defects in 8 genes in 25.6% of the individuals. Six novel genetic mutations were identified, and a high degree of association between genotype and phenotype was observed. Chinese Han UL pediatric patients exhibited high genetic mutation frequency and early onset. ES is a cost-effective and reliable tool for the molecular diagnosis of monogenetic urolithiasis. Genetic screening should be applied in pediatric UL patients because individual genetic profiles may facilitate the personalization of treatment plans, monitoring treatment responses, and target drug development. This study identified the monogenic cause of pediatric UL, improved our understanding of the underlying molecular mechanisms, and provided novel genetic targets for further research.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The data presented in the study are deposited in the National Genomics Data Center, accession number &#x201c;PRJCA015789&#x201d;.</p>
</sec>
<sec id="s7">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by the Institutional Review Board (IRB) of Hunan Children&#x2019;s Hospital. Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>ZW performed sequencing data collection, management, analysis, and manuscript writing. TH, LL and FT recruited patients and gathered detailed clinical information for the study. CL and YL conducted data analysis and metabolic evaluation. YZ designed the protocol, supervised the implementation process, and devised and edited the manuscript. All authors read and approved the final manuscript.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This work was supported by the Research and Development Program Projects in Key Fields of Hunan Province (Grant No. 2020SK2112), the Clinical Research Center for Pediatric Genitourinary Disease in Hunan Province (Grant No.2021SK4017), and the Hunan Provincial Natural Science Foundation of China (Grant No. 2017JJ2139).</p>
</sec>
<ack>
<p>The authors acknowledge the efforts of the entire staff of the Department of Urology, Hunan Children&#x2019;s Hospital, in identifying potential patients, collecting blood samples, and storing clinical data. The authors thank the Department of Science and Technology of Hunan Province for offering Research and Development Program Projects in Key Fields of Hunan Province (Grant No. 2020SK2112), the Clinical Research Center for Pediatric Genitourinary Disease in Hunan Province (Grant No. 2021SK4017), and the Hunan Provincial Natural Science Foundation of China (Grant No. 2017JJ2139) to support this study.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2023.1128884/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2023.1128884/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"/>
<supplementary-material xlink:href="Image1.tif" id="SM2" mimetype="application/tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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