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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">1598462</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2025.1598462</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>Identification of a novel <italic>AGO2</italic> variant causing LESKRES in a Chinese family with intellectual disability</article-title>
<alt-title alt-title-type="left-running-head">Yang 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.2025.1598462">10.3389/fgene.2025.1598462</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Shufa</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1218230/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1528818/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yan</surname>
<given-names>Yousheng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1687567/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Prenatal Diagnostic Center</institution>, <institution>Beijing Obstetrics and Gynecology Hospital</institution>, <institution>Beijing Maternal and Child Healthcare Hospital</institution>, <institution>Capital Medical University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Obstetrics</institution>, <institution>Beijing Obstetrics and Gynecology Hospital</institution>, <institution>Beijing Maternal and Child Healthcare Hospital</institution>, <institution>Capital Medical University</institution>, <addr-line>Beijing</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/814242/overview">Viviana Caputo</ext-link>, Sapienza University of Rome, Italy</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/2946939/overview">Davor Lessel</ext-link>, University of Regensburg, Germany</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3028382/overview">Francisco Barros</ext-link>, Galician Public Foundation of Genomic Medicine, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yousheng Yan, <email>yys_521@ccmu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1598462</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Yang, Song and Yan.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Yang, Song and Yan</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Lessel-Kreienkamp syndrome (LESKRES, MIM &#x23;619149), an autosomal dominant genetic disorder caused by variants in <italic>AGO2</italic> (MIM&#x2a;606229), primarily leads to neurodevelopmental symptoms.</p>
</sec>
<sec>
<title>Objective</title>
<p>This study aims to investigate the genetic etiology of a family with intellectual disability.</p>
</sec>
<sec>
<title>Methods</title>
<p>Whole-exome sequencing (WES) was used to initially identify the pathogenic variants responsible for the intellectual disability in the family, and Sanger sequencing was employed for confirmation. Complete family information was collected, and Sanger sequencing was performed to confirm the co-segregation of the variant with the intellectual disability, thereby determining the pathogenicity of the novel variant. The pathogenicity of the novel variant was evaluated using <italic>in silico</italic> methods.</p>
</sec>
<sec>
<title>Results</title>
<p>All four intellectual disability individuals carried the novel <italic>AGO2</italic> (NM_012154.5): c.2149T&#x3e;C (p.Cys717Arg) variant, while the other individuals did not. According to ACMG guidelines, this novel variant is classified as likely pathogenic. The novel variant occurs at a conserved position in <italic>AGO2</italic> and is predicted to affect the 3D structure of the <italic>AGO2</italic> protein.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This study identifies a novel <italic>AGO2</italic> variant causing LESKRES in the Chinese population for the first time. Our findings expand the variants spectrum of <italic>AGO2</italic> leading to LESKRES and highlight the value of WES in diagnosing genetic causes of intellectual disabilities.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Lessel-Kreienkamp syndrome</kwd>
<kwd>
<italic>AGO2</italic>
</kwd>
<kwd>whole-exome sequencing</kwd>
<kwd>molecular dynamics analysis</kwd>
<kwd>intellectual disabilities</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Human and Medical Genomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Lessel-Kreienkamp syndrome (LESKRES, MIM &#x23;619149) is a neurodevelopmental disorder marked by global developmental delay, intellectual disability, and delays in speech and language development, which are noticeable from infancy or early childhood. The severity of the condition varies widely: some individuals experience mild delays in walking and minor cognitive impairments, while others may be non-ambulatory and nonverbal. Behavioral issues are common, and additional characteristics, such as seizures, hypotonia, abnormal gait, vision problems, heart defects, and subtle dysmorphic facial features, can also occur (<xref ref-type="bibr" rid="B4">Lessel et al., 2020</xref>). Lessel et al. reported that the 21 cases of LESKRES were caused by variants in the argonaute 2 (<italic>AGO2</italic>). The inheritance pattern of LESKRES syndrome is autosomal dominant. However, the majority of heterozygous variants found in LESKRES patients were <italic>de novo</italic> (<xref ref-type="bibr" rid="B4">Lessel et al., 2020</xref>).</p>
<p>
<italic>AGO2</italic> (MIM&#x2a;606229), located at chromosome 8q24.3, and spanning a 122&#xa0;kb genomic region, belongs to AGO proteins. Humans have four types of AGO proteins (<italic>AGO1</italic>, <italic>AGO2</italic>, <italic>AGO3</italic>, and <italic>AGO4</italic>), which can bind to miRNA and siRNA. <italic>AGO2</italic>, also known as <italic>EIF2C2</italic> or <italic>CASC7</italic>, is a key component of the RNA-induced silencing complex (RISC), involved in both mRNA inhibition and degradation (<xref ref-type="bibr" rid="B7">Nakanishi, 2022</xref>). MicroRNA (miRNA) precursors are transcribed, processed into mature miRNAs, and then incorporated into Argonaute (<italic>AGO1-4</italic>) proteins to form RISC complex (<xref ref-type="bibr" rid="B15">Treiber et al., 2019</xref>). Polymorphisms in the <italic>AGO2</italic> gene are associated with various clinical conditions, including lymph node metastasis of nasopharyngeal carcinoma, progression of renal cell carcinoma, progression of prostate cancer, alcohol dependence, depression risk, and recurrent miscarriage (<xref ref-type="bibr" rid="B14">Teixeira et al., 2021</xref>; <xref ref-type="bibr" rid="B5">Li et al., 2015</xref>; <xref ref-type="bibr" rid="B8">Nikolic et al., 2017</xref>; <xref ref-type="bibr" rid="B1">Gedik et al., 2015</xref>; <xref ref-type="bibr" rid="B3">Kowalczyk et al., 2022</xref>; <xref ref-type="bibr" rid="B2">Kim et al., 2019</xref>). So far, approximately 13 pathogenic variants of various types in <italic>AGO2</italic> associated with LESKRES have been reported.</p>
<p>In the current study, we report a LESKRES family and perform genetic and clinical examinations on the family members. A novel variant in <italic>AGO2</italic> was identified. In-silico analysis, including interspecies conservation and molecular dynamics simulation was carried out to predict the pathogenicity of the novel missense variant. Our findings will aid in establishing the link between different <italic>AGO2</italic> variants and their associated phenotypes.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Subjects and clinical evaluation</title>
<p>In April 2024, a 22-year-old woman with intellectual disability visited the genetic counseling clinic at our hospital, accompanied by her family. We conducted an extensive clinical survey and then collected peripheral blood samples from the family members in the pedigree for genetic testing.</p>
</sec>
<sec id="s2-2">
<title>2.2 Genetic testing</title>
<p>The extracted peripheral blood DNA was digested, fragmented, and end-repaired. The exons and adjacent splicing regions of the genes were captured using Amcare probes (AmCare Genomics Lab, Guangzhou, China). A DNA library was then prepared using the Gene Sequencing Library Kit (AmCare Genomics Lab, Guangzhou, China) and subjected to high-throughput sequencing on the AmCareSeq-2000 sequencer (AmCare Genomics Lab, Guangzhou, China).</p>
<p>The obtained next-generation sequencing (NGS) data were processed sequentially with the fastp, BWA, GATK, and ANNOVAR for data cleaning, alignment to the hg19 genome, variant calling, and variant annotation. Variant analysis and interpretation incorporated pathogenic variant databases (ClinVar, HGMD, DECIPHER, ISCA, and NCBI), population databases (gnomAD, ExAC), and the OMIM database. Variant filtering was performed using the following criteria: (1) Low-quality (read depth &#x3c;20&#xd7;, an allele fraction &#x3c;30%). (2) Variants with a minor allele frequency &#x2265;0.005, based on gnomAD and ExAC. (3) Variants located outside of coding regions and splicing regions (defined as the eight bases flanking each exon&#x2013;intron boundary) were excluded. (4) Synonymous variants within the exome were removed. Given the clear autosomal dominant inheritance pattern revealed by pedigree analysis, we focused on variants inherited from the mother. The pathogenicity of variants was classified based on ACMG variant classification guidelines and supplemental guidelines, combined with clinical manifestations and examination results (<xref ref-type="bibr" rid="B11">Richards et al., 2015</xref>).</p>
<p>Exome sequencing results were validated using Sanger sequencing. Primers for candidate variants were designed with Primer Premier v5.0, followed by PCR amplification and purification. Sanger sequencing was performed on an ABI Prism 3700 sequencer.</p>
</sec>
<sec id="s2-3">
<title>2.3 Structural analysis</title>
<p>The 3D structure of <italic>AGO2</italic> was predicted and modeled using the AlphaFold program. The p.Cys717Arg and p. Gly733Arg variants was introduced into the wild-type <italic>AGO2</italic> protein model using Swiss-Pdb Viewer, followed by energy minimization. Molecular dynamics simulations were performed using the GROMACS (version 2020.6) (<xref ref-type="bibr" rid="B10">Rakhshani et al., 2019</xref>). The <italic>AGO2</italic>-WT, <italic>AGO2</italic>-(p.Cys717Arg), and <italic>AGO2</italic>-(p. Gly733Arg) model were simulated for 60&#xa0;ns in the CHARMM36 force field (<xref ref-type="bibr" rid="B13">Soteras Gutierrez et al., 2016</xref>). The wild-type and variant protein structures were solvated in a triclinic water box, maintaining a minimum buffer distance of 1.0&#xa0;nm between the protein surfaces and the edges of the simulation cell. The system was neutralized by adding Na<sup>&#x2b;</sup> and Cl<sup>&#x2212;</sup> ions to achieve charge balance. Subsequent energy minimization was conducted using the steepest descent algorithm to eliminate steric clashes and unfavorable geometries. Finally, the system underwent equilibration in the NVT ensemble at 300&#xa0;K for 120&#xa0;ns to ensure thermal and conformational stability prior to production simulations. After completing the molecular dynamics simulation, the following commands: gmx rms, gmx rmsf, gmx gyrate, gmx sasa, gmx hbond, and gmx do_dssp were used to calculate the following properties for both the wild-type and variant proteins: root-mean-square deviation (RMSD), root-mean-square fluctuation (RMSF), radius of gyration (Rg), solvent-accessible surface area (SASA), the number of intra-protein hydrogen bonds, and changes in secondary structure.</p>
</sec>
<sec id="s2-4">
<title>2.4 Analysis of missense variants</title>
<p>The evolutionary conservation of amino acid (AA) residues affected by specific missense variants was analyzed using UGENE (<ext-link ext-link-type="uri" xlink:href="http://ugene.net/">http://ugene.net/</ext-link>) with default parameters.</p>
</sec>
<sec id="s2-5">
<title>2.5 Ethics approval</title>
<p>This study was reviewed and approved in advance by the Ethics Committee of Beijing Obstetrics and Gynecology Hospital, Capital Medical University (approval No. 2025-KY-029-01). All procedures involving human participants adhered to the Declaration of Helsinki 1964 and its subsequent revisions, or other applicable ethical standards.</p>
</sec>
<sec id="s2-6">
<title>2.6 Consent to participate and to publish</title>
<p>All participants in this study were thoroughly informed about the study&#x2019;s purpose, procedures, potential risks, and benefits. They were assured of their right to withdraw from the study at any time without facing any consequences. Written informed consent was obtained from all patients or their legal representatives, covering both genetic testing and the publication of the findings.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Four individuals with intellectual disability in the family</title>
<p>The proband is a 22-year-old female, with primary symptoms including intellectual disability, motor developmental delay, impaired speech development, impaired receptive language, gait abnormalities, attention deficit hyperactivity disorder, visual impairment, open mouth appearance, low nasal bridge, small nose, and lower eyebrow tail. The family includes four affected individuals: the proband (IV4), along with II4, III1, and III3. The pedigree is shown in <xref ref-type="fig" rid="F1">Figure 1A</xref>. These four affected individuals in the family exhibit similar symptoms. All four affected individuals exhibit comparable clinical features, as detailed in <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<italic>AGO2</italic> (NM_012154.5): c.2149T&#x3e;C (p.Cys717Arg) causes LESKRES. <bold>(A)</bold> Pedigree chart of four generations in the LESKRES family. The family includes four LESKRES patients carrying the c.2149T&#x3e;C (p.Cys717Arg) variant. Healthy family members do not carry this variant. <bold>(B)</bold> Sanger sequencing confirmed that LESKRES patients in this family carry the c.2149T&#x3e;C (p.Cys717Arg) variant. <bold>(C)</bold> The Cys amino acid at position 717 of the <italic>AGO2</italic> protein is highly conserved across different species.</p>
</caption>
<graphic xlink:href="fgene-16-1598462-g001.tif">
<alt-text content-type="machine-generated">A pedigree chart (A) displays a family with individuals marked for presence or absence of the c.2149T&#x003e;C mutation. Some members have black bars over their eyes, indicating privacy. Photos of individuals are included. A chromatogram (B) shows a specific mutation indicated by a red arrow. A sequence alignment (C) compares the affected genetic region across multiple species, highlighting evolutionary conservation.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 <italic>AGO2</italic>: c.2149T&#x3e;C (p.Cys717Arg) variant co-segregates with intellectual disability</title>
<p>First, whole-exome sequencing (WES) was performed on the proband (IV4) and her parents (III2, III3). The results showed that both the proband (IV4) and her mother (III3) carried the <italic>AGO2</italic> (NM_012154.5): c.2149T&#x3e;C (p.Cys717Arg) variant, which was confirmed by Sanger sequencing, as shown in <xref ref-type="fig" rid="F1">Figure 1B</xref>. Additional variants identified by Trio-WES included the following: 1) <italic>ALDH18A1</italic> (NM_002860.4): c.683C&#x3e;T (p.P228L), a <italic>de novo</italic> variant classified as VUS (PM2_P &#x2b; PP3). 2) <italic>ASH1L</italic> (NM_018489.3): c.6238G&#x3e;A (p.V2080I), a paternally inherited variant, also classified as VUS (PM2_P &#x2b; PP3). 3) <italic>TUBGCP2</italic> (NM_006659.4): compound heterozygous variants c.854A&#x3e;G (p.Y285C), inherited from the mother and classified as VUS (PM2_P &#x2b; PP3), and c.373G&#x3e;A (p.A125T), inherited from the father and likewise classified as VUS (PM2_P &#x2b; PP3). Taking into account the mode of inheritance and the clinical phenotype, we preliminarily consider the <italic>AGO2</italic> (NM_012154.5): c.2149T&#x3e;C (p.Cys717Arg) variant to be the likely cause of the proband&#x2019;s intellectual disability. To further confirm the pathogenicity of this variant, peripheral blood was collected from all family members, and Sanger sequencing was used to check whether they carried the above variant. The Sanger sequencing results showed that all the proband (IV4), her mother (III3), her uncle (III1), and her grandmother (II4) carried the variant, while other intellectually normal family members did not carry the variant. The proband&#x2019;s grandmother (II4) carried a <italic>de novo</italic> variant. The status of symptoms and variant in this family are shown in <xref ref-type="fig" rid="F1">Figure 1A</xref>.</p>
<p>Next, we assessed the pathogenicity of the <italic>AGO2</italic> (NM_012154.5): c.2149T&#x3e;C (p.Cys717Arg) variant according to the ACMG guidelines. The pathogenicity rating was classified as Likely Pathogenic (PM2_P&#x2b;PP2&#x2b;PS2_M&#x2b;PP1&#x2b;PP3). The evidence items are as follows: 1) PM2_P: The variant was not found in the gnomAD database. 2) PP2: The missense Z score in the gnomAD database is 6.06, which is greater than 3.09.3) PS2_M: Individual II4 carries a verified <italic>de novo</italic> variant, and her symptoms are consistent with, but not specific to LESKRES syndrome. 4) PP1: The inheritance pattern of <italic>AGO2</italic> is autosomal dominant, with three affected segregations, yielding an LOD score of 0.9, which is greater than 0.6.5) PP3: Multiple prediction tools suggest that this variant is damaging (SIFT, Polyphen2_HVAR, LRT, MutationTaster, PROVEAN, VEST3, M_CAP, CADD, DANN, FATHMM_MKL, Eigen, GenoCanyon, fitCons_pred, ReVe, ClinPred_pred, REVEL). We also analyzed the conservation of the amino acid residue at position 717, and the results showed that the amino acid at position 717 is highly conserved across species (<xref ref-type="fig" rid="F1">Figure 1C</xref>). The amino acid at position 717 is predicted to be conserved by multiple software tools (GERP, phyloP, phastCons, SiPhy_pred).</p>
</sec>
<sec id="s3-3">
<title>3.3 The p.Cys717Arg variant affect <italic>AGO2</italic> 3D structure</title>
<p>The 3D structures of wild-type <italic>AGO2</italic> protein and the Cys717Arg variant are shown in <xref ref-type="fig" rid="F2">Figures 2A,B</xref>. Amino acid residues 517&#x2013;818 (shown in brown) represent the Piwi domain of the <italic>AGO2</italic> protein. In the wild-type protein, the Cys residue at position 717 does not form hydrogen bonds with other amino acid residues (<xref ref-type="fig" rid="F2">Figure 2A</xref>). However, in the Cys717Arg variant, the Arg residue at position 717 forms a hydrogen bond with the Glu residue at position 722 (<xref ref-type="fig" rid="F2">Figure 2B</xref>). In the 60&#xa0;ns molecular dynamics simulation, the Gly733Arg variant was used as a positive control. Compared to the wild-type protein, the number of hydrogen bonds formed between the amino acid residue at position 717 and other residues in the protein was markedly increased in the Cys717Arg variant protein (<xref ref-type="fig" rid="F2">Figure 2G</xref>). Similarly, in the positive control Gly733Arg variant protein, the number of hydrogen bonds formed between the residue at position 733 and other residues within the protein was also significantly increased (<xref ref-type="fig" rid="F2">Figure 2H</xref>). Additionally, the SASA of the Cys717Arg and Gly733Arg variant was significantly greater than that of the wild-type protein (<xref ref-type="fig" rid="F2">Figure 2F</xref>). The RMSD, RMSF and gyrate of the Cys717Arg and Gly733Arg variants showed no significant changes (<xref ref-type="fig" rid="F2">Figures 2C-E</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>p. Cys717Arg mutant affect <italic>AGO2</italic> 3D structure. <bold>(A)</bold> The 3D structures of wild-type <italic>AGO2</italic> protein. Amino acid residues 517&#x2013;818 (shown in brown) represent the Piwi domain of the <italic>AGO2</italic> protein. <bold>(B)</bold> The 3D structures of c.2149T&#x3e;C (p.Cys717Arg) mutant <italic>AGO2</italic> protein. The Piwi domain of the <italic>AGO2</italic> protein are labeled as brown. Hydrogen bond between the Arg 717 and Glu 722 residue are depicted in dotted brown lines. <bold>(C)</bold> The trajectory of RMSD for wide-type (WT) model, p. Cys717Arg (C717R) model and p. Gly733Arg (G733R) model. <bold>(D)</bold> RMSF of the three proteins calculated from each simulation. <bold>(E)</bold> Gyrate of the three proteins calculated from each simulation. <bold>(F)</bold> The p. Cys717Arg and p. Gly733Arg variant enlarges SASA of <italic>AGO2</italic> protein. <bold>(G)</bold> The number of hydrogen bonds between the amino acid at position 717 and other residues in the wide-type and mutant protein. <bold>(H)</bold> The number of hydrogen bonds between the amino acid at position 733 and other residues in the wide-type and mutant protein.</p>
</caption>
<graphic xlink:href="fgene-16-1598462-g002.tif">
<alt-text content-type="machine-generated">Molecular models and analysis charts for protein structures labeled A and B show Cys717 and Arg717 mutations. Charts labeled C-H display data on RMSD, RMSF, gyration, SASA, and hydrogen bond numbers over time for wild type and mutants C717R and G733R.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Pathogenic <italic>AGO2</italic> gene variants: predominantly missense</title>
<p>This study summarized the pathogenic <italic>AGO2</italic> variants reported to date, as illustrated in <xref ref-type="fig" rid="F3">Figure 3</xref>. Including the variant identified in this study, a total of 14 pathogenic variants have been reported. Notably, the chr8.hg19:g. (141,582,269&#x2013;141,817,600) del variant is not shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. With the exception of p.Phe182del, all identified variants are missense. Analysis of the distribution of pathogenic variants in the <italic>AGO2</italic> gene reveals three hotspot regions at amino acid residues 182&#x2013;203, 357&#x2013;367, and 717&#x2013;760. The p.Cys717Arg variant identified in this study is located within the 717&#x2013;760 region, which corresponds to the Piwi domain.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Reported Pathogenic Variants of <italic>AGO2</italic>. Pathogenic variants are concentrated in four regions of <italic>AGO2</italic>: 182&#x2013;203, 340&#x2013;367, and 714&#x2013;760. The majority of these variants are missense mutations.</p>
</caption>
<graphic xlink:href="fgene-16-1598462-g003.tif">
<alt-text content-type="machine-generated">Diagram of a protein structure with mutations marked. The structure has two domains, PAZ and Piwi, connected by a line. Mutations, indicated by orange circles with labels, include p.Phe182del, p.Leu192Pro, p.Gly201Val, p.Gly201Cys, p.His203Gln, p.Thr357Met, p.Met364Thr, p.Ala367Pro, p.Gly573Ser, p.Cys717Arg, p.Cys751Tyr, p.Gly733Arg, and p.Ser760Arg.</alt-text>
</graphic>
</fig>
<p>Building upon the work of Lessel et al., this study also summarizes the clinical manifestations associated with <italic>AGO2</italic> variants, as detailed in <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>. Phenotypic analysis of affected individuals indicates that intellectual disability (100%, 25/25), motor developmental delay (100%, 25/25), delayed independent walking (100% &#x3e; 15&#xa0;months, 22/22), impaired speech development (100%, 25/25), and impaired receptive language (100%, 17/17) are the most frequently clinical features. Seizures (67%, 8/22), epicanthic folds (64%, 16/25), gait abnormalities (59%, 9/18), attention deficit hyperactivity disorder (63%, 12/19), Abnormality of brain morphology (53%, 9/17), and open mouth appearance (52%, 13/25) are the secondly frequently clinical features.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>
<italic>AGO2</italic> (MIM&#x2a;606229) variants lead to LESKRES (MIM &#x23;619149), an autosomal dominant disorder, with symptoms including global developmental delay, intellectual disability, and delays in speech and language development (<xref ref-type="bibr" rid="B4">Lessel et al., 2020</xref>). The symptoms of LESKRES lack specificity compared to other neurological genetic disorders, making it difficult to establish a definitive etiological diagnosis. Genetic testing is necessary to confirm that <italic>AGO2</italic> variations are the cause of LESKRES.</p>
<p>The symptoms observed in the affected individuals reported in this study are consistent with those of LESKRES, with neurological manifestations being the predominant clinical features. Compared to the 21 previously reported cases, the four patients described in this study presented with novel phenotypic features, including low nasal bridge, small nose, and low-set eyebrow tails (<xref ref-type="bibr" rid="B4">Lessel et al., 2020</xref>). Regarding congenital anomalies of the skull, the four patients in this study were characterized primarily by a narrow forehead and prominent cheekbones.</p>
<p>In the trio-WES results of the proband and her parents, the <italic>AGO2</italic> (NM_012154.5): c.2149T&#x3e;C (p.Cys717Arg) variant co-segregated with the proband&#x2019;s symptoms. The c.2149T&#x3e;C (p.Cys717Arg) variation is a <italic>de novo</italic> missense mutation, which had not been reported. To better clarify the relationship between c.2149T&#x3e;C (p.Cys717Arg) variation and the symptoms, we collected peripheral blood samples from family members and used Sanger sequencing to determine whether they carry the variant. The study found that individuals with intellectual disability in the family carried the c.2149T&#x3e;C (p.Cys717Arg) variant, while normal individuals did not carry this variant. Based on this, we evaluated the variation according to the ACMG guidelines, and classified the variant as Likely Pathogenic (PM2_P&#x2b; PP2&#x2b; PS2_M&#x2b; PP1&#x2b;PP3).</p>
<p>Among the additional variants related to neurodevelopmental disorders identified by Trio-WES, <italic>ALDH18A1</italic> (NM_002860.4): c.683C&#x3e;T (p.P228L) and <italic>ASH1L</italic> (NM_018489.3): c.6238G&#x3e;A (p.V2080I) were <italic>de novo</italic> and paternally inherited, respectively, but did not fulfill the criteria for co-segregation. The inheritance pattern of the compound heterozygous variants in <italic>TUBGCP2</italic> (NM_006659.4): c.854A&#x3e;G (p.Y285C) and c.373G&#x3e;A (p.A125T) was also inconsistent with the expected mode of transmission. Therefore, further validation was not performed for these variants.</p>
<p>
<italic>AGO2</italic> contains four structural domains: N, PAZ, MID, and Piwi (<xref ref-type="bibr" rid="B7">Nakanishi, 2022</xref>). The p. Cys717Arg variant identified in the study is located in the Piwi domain (<xref ref-type="fig" rid="F2">Figures 2A,B</xref>). Several pathogenic/likely pathogenic missense mutations are present near this amino acid position (<xref ref-type="fig" rid="F3">Figure 3</xref>), suggesting that downgrading PM1(PM1_P) could be considered. Since PP2 evidence has already been used, PM1_P evidence was not applied in the pathogenicity classification. The Piwi domain contains a conserved active site aspartate-aspartate-glutamate motif, which has RNA cleavage activity similar to RNAse H, allowing it to cleave substrates (<xref ref-type="bibr" rid="B6">Liu et al., 2004</xref>; <xref ref-type="bibr" rid="B12">Song et al., 2004</xref>; <xref ref-type="bibr" rid="B9">Parker et al., 2004</xref>). In order to determine the effect of the p.Cys717Arg variant on protein function, MD predictive simulation was conducted. The results show that the p. Cys717Arg variant can affect the hydrogen bond formation between the amino acid at position 717 and other amino acids (<xref ref-type="fig" rid="F2">Figure 2G</xref>), thereby affecting the function of the Piwi domain. We hypothesize that the p. Cys717Arg variant affects the <italic>AGO2</italic> protein&#x2019;s ability to cleave mRNA by influencing the internal hydrogen bonds of the protein. It also affects its interaction with other proteins by altering SASA (<xref ref-type="fig" rid="F2">Figure 2F</xref>), thereby impacting A<italic>GO2</italic> function.</p>
<p>In this study, the pathogenicity of the variant was primarily determined by collecting family information from the patients. This study has several limitations. A lack of sufficient functional experiments to elucidate the precise pathogenic mechanism of the variant represents a major shortcoming. Additionally, standardized clinical evaluations were lacking for some affected individuals within the family.</p>
<p>In summary, this study identified a likely pathogenic novel variant, <italic>AGO2</italic> (NM_012154.5): c.2149T&#x3e;C (p.Cys717Arg), which causes LESKRES in an autosomal dominant manner. The individuals we reported exhibited previously unrecognized clinical features, thereby enhancing our understanding of the pathogenicity of <italic>AGO2</italic>.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://ngdc.cncb.ac.cn">https://ngdc.cncb.ac.cn</ext-link>, OMIX008433-01.</p>
</sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of Beijing Obstetrics and Gynecology Hospital, Capital Medical University. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>SY: Formal Analysis, Software, Writing &#x2013; original draft, Writing &#x2013; review and editing. WS: Writing &#x2013; review and editing, Data curation. YY: Writing &#x2013; review and editing, Funding acquisition, Supervision.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by National Key Research and Development Program of China (2023YFC2705604); Capital Clinical Characteristic Diagnosis and Treatment Technology Research and translational Application Project (Z221100007422012).</p>
</sec>
<ack>
<p>We acknowledge all the participants in this study.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<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="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</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 sec-type="supplementary-material" 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.2025.1598462/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2025.1598462/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"/>
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