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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="publisher-id">1758799</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2026.1758799</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Identification and functional characterization of a novel pathogenic <italic>COL1A1</italic> splicing variant in a Chinese family with osteogenesis imperfecta</article-title>
<alt-title alt-title-type="left-running-head">Nie 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.2026.1758799">10.3389/fgene.2026.1758799</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Nie</surname>
<given-names>Hongjuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<name>
<surname>Chen</surname>
<given-names>Yuanxiong</given-names>
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<sup>1</sup>
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<sup>&#x2020;</sup>
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<contrib contrib-type="author">
<name>
<surname>Qin</surname>
<given-names>Peifang</given-names>
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<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Guiming</given-names>
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<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Di</given-names>
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<sup>2</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sun</surname>
<given-names>Yifan</given-names>
</name>
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<sup>1</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1488898"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mo</surname>
<given-names>Yongjun</given-names>
</name>
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<sup>3</sup>
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<aff id="aff1">
<label>1</label>
<institution>Department of Clinical Laboratory, Eighth Affiliated Hospital of Guangxi Medical University, Guigang City People&#x2019;s Hospital</institution>, <city>Guigang</city>, <state>Guangxi</state>, <country country="CN">China</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Precision Diagnosis Center, Xiangya Third Hospital of Central South University</institution>, <city>Changsha</city>, <state>Hunan</state>, <country country="CN">China</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Department of Hand and Foot Reconstructive Microsurgery, Eighth Affiliated Hospital of Guangxi Medical University, Guigang City People&#x2019;s Hospital</institution>, <city>Guigang</city>, <state>Guangxi</state>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Yongjun Mo, <email xlink:href="mailto:Kaoyanma2008@163.com">Kaoyanma2008@163.com</email>; Yifan Sun, <email xlink:href="mailto:sunyifan@gxmu.edu.cn">sunyifan@gxmu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>&#x2020;</label>
<p>These authors share first authorship</p>
</fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-06">
<day>06</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1758799</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>20</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Nie, Chen, Qin, Xie, Zhang, Sun and Mo.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Nie, Chen, Qin, Xie, Zhang, Sun and Mo</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-06">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Osteogenesis imperfecta (OI) is a hereditary disorder primarily caused by mutations in <italic>COL1A1</italic> or <italic>COL1A2</italic>, leading to bone fragility and deformities. Although numerous pathogenic variants have been identified, novel mutations in specific populations remain underreported, complicating diagnosis and genetic counseling.</p>
</sec>
<sec>
<title>Methods</title>
<p>A Chinese family with mild type I OI was recruited. Whole-exome sequencing and Sanger sequencing were used to identify and validate a novel splice-site variant in <italic>COL1A1</italic>. Functional effects were assessed using two minigene constructs (pcMINI-<italic>COL1A1</italic> and pcMINI-N-<italic>COL1A1</italic>) transfected into HEK293T cells, followed by reverse transcription-polymerase chain reaction (RT-PCR) and sequencing of transcripts.</p>
</sec>
<sec>
<title>Results</title>
<p>A novel heterozygous splice-site variant (c.298 &#x2b; 1G&#x3e;A) at the donor site of <italic>COL1A1</italic> intron 2 was identified and found to co-segregate with the disease. Minigene assays demonstrated that this mutation induces abnormal splicing patterns, including partial and complete skipping of exon 2, resulting in frameshifted transcripts with premature termination codons.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The c.298 &#x2b; 1G&#x3e;A variant leads to aberrant splicing and likely haploinsufficiency, consistent with a mild OI phenotype. This study expands the <italic>COL1A1</italic> mutation spectrum and supports the use of functional assays for clarifying pathogenicity.</p>
</sec>
</abstract>
<kwd-group>
<kwd>COL1A1</kwd>
<kwd>minigene assays</kwd>
<kwd>osteogenesis imperfecta</kwd>
<kwd>splice</kwd>
<kwd>variant</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>National Natural Science Foundation of China</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100001809</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work was supported in part by the National Natural Science Foundation of China (81760501 and 82260420); the Self-raised Scientific Research Fund of the Health and Family Planning Commission of the Guangxi Zhuang Autonomous Region (Z-R20251608 and Z-R20251633); the National Natural Science Foundation of Hunan (2023JJ30858).</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="28"/>
<page-count count="10"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Genetics of Common and Rare Diseases</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Osteogenesis Imperfecta (OI), commonly known as &#x201c;brittle bone disease,&#x201d; is a rare inherited connective tissue disorder affecting approximately 1 in 15,000 to 20,000 live births globally, primarily characterized by bone fragility, recurrent fractures, and skeletal deformities due to defects in type I collagen synthesis or processing (<xref ref-type="bibr" rid="B16">Marini et al., 2017</xref>). OI places significant burdens on patients, especially in the pediatric population where hospitalization rates are 8.4 times higher than the general population, and the majority of hospitalizations are due to fragility fractures (<xref ref-type="bibr" rid="B25">Storoni et al., 2022</xref>; <xref ref-type="bibr" rid="B1">Abraham et al., 2025</xref>). The disorder manifests a broad phenotypic spectrum, ranging from mild manifestations to perinatal lethality, and is classified according to the conventional Sillence system (types I&#x2013;IV) (<xref ref-type="bibr" rid="B8">Forlino and Marini, 2016</xref>). Over 90% of OI cases stem from pathogenic variants in genes involved in collagen biosynthesis, predominantly <italic>COL1A1</italic> and <italic>COL1A2</italic>, though at least 18 other genes contributing to collagen modification, folding, or osteoblast function have been identified, with novel mutations continuously reported (<xref ref-type="bibr" rid="B13">Jovanovic and Marini, 2024</xref>; <xref ref-type="bibr" rid="B27">Yamaguti et al., 2023</xref>). This genetic complexity, compounded by population-specific mutation spectra and numerous undiscovered variants, hinders universal therapeutic strategies, necessitating ongoing exploration of new mutations.</p>
<p>
<italic>COL1A1</italic> and <italic>COL1A2</italic> code for the &#x3b1;1 and &#x3b1;2 chains of type I procollagen, a key extracellular matrix protein in bone tissue. Pathogenic variants in these genes lead to OI through two principal mechanisms. The first involves quantitative defects, or haploinsufficiency, commonly caused by nonsense, frameshift, or splicing mutations that induce mRNA degradation and reduce normal collagen synthesis by about half; such mutations typically correlate with milder type I OI. The second mechanism entails qualitative defects characterized by dominant-negative effects. These often stem from missense mutations that replace glycine within the characteristic Gly-X-Y repeats, for example, with serine or aspartate, thereby disrupting triple-helix assembly and resulting in more severe OI forms, including types II through IV (<xref ref-type="bibr" rid="B16">Marini et al., 2017</xref>; <xref ref-type="bibr" rid="B8">Forlino and Marini, 2016</xref>; <xref ref-type="bibr" rid="B13">Jovanovic and Marini, 2024</xref>; <xref ref-type="bibr" rid="B27">Yamaguti et al., 2023</xref>). Recent studies highlight significant population-specific heterogeneity in OI genetics, as <italic>COL1A1/COL1A2</italic> mutation rates vary markedly between groups, reaching approximately 90% in Western (<xref ref-type="bibr" rid="B28">Zhytnik et al., 2017</xref>) and Japanese cohorts (<xref ref-type="bibr" rid="B17">Ohata et al., 2019</xref>) while being considerably lower in Indian (47.6%) (<xref ref-type="bibr" rid="B23">Selina et al., 2025</xref>) and sporadic Chinese cases (40%) (<xref ref-type="bibr" rid="B14">Ju et al., 2020</xref>). Ongoing research continues to identify novel and recurrent pathogenic variants, such as deep intronic and splice-site mutations that disrupt collagen processing, as well as helical glycine substitutions strongly associated with severe phenotypes (<xref ref-type="bibr" rid="B13">Jovanovic and Marini, 2024</xref>; <xref ref-type="bibr" rid="B22">Schouw et al., 2025</xref>).These variants have had clinical implications by facilitating definitive diagnosis and prognosis prediction with genetic testing in complex clinical scenarios. However, the ongoing discovery of novel mutations hinders personalized treatment and genetic counseling.</p>
<p>Although there is now knowledge of the pathogenic variants in the <italic>COL1A1</italic> gene, the challenge for clinicians still exists in classifying the pathogenicity of novel or rare variants (<xref ref-type="bibr" rid="B13">Jovanovic and Marini, 2024</xref>). The clinical geneticist cannot depend on the bioinformatics prediction tools to predict the effect of the variant since they are often inaccurate in predicting the effect on splicing and the protein. In addition, the genomic databases worldwide are biased towards the European population, resulting in a knowledge gap and bias of pathogenicity of variants that are found outside Europe. Hence, according to the American College of Medical Genetics and Genomics (ACMG) guidelines, these novel variants must be functionally validated, especially in a particular population (<xref ref-type="bibr" rid="B21">Richards et al., 2015</xref>).</p>
<p>In this study, we report the identification of a novel heterozygous <italic>COL1A1</italic> intron 2 splice donor variant, c.298 &#x2b; 1G&#x3e;A, in a Chinese OI cohort through whole-exome sequencing. This variant, which was absent from major population databases, was functionally characterized through reverse transcription-polymerase chain reaction (RT-PCR), revealing an aberrant transcript, and confirmed with a minigene splicing assay. This finding enriches the genetic and phenotypic spectrum of OI in the Chinese population, providing a crucial basis for precise molecular diagnosis and genetic counseling for individuals in underrepresented groups.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Ethical approval</title>
<p>This study was approved by the Ethics Committee of the Eighth Clinical Medical College of Guangxi Medical University (E2025-003-01). Informed written consent was obtained from all participants involved in the study, ensuring that the ethical standards of research involving human subjects were upheld.</p>
</sec>
<sec id="s2-2">
<title>Participants</title>
<p>A Chinese family diagnosed with OI was recruited for this study. The proband underwent extensive clinical examinations, physical assessments, and imaging studies, and provided medical records for evaluation. A definitive diagnosis of OI was established based on comprehensive medical records, clinical presentations, and genetic diagnosis conducted in the hospital.</p>
</sec>
<sec id="s2-3">
<title>Whole exome sequencing (WES) and variant confirmation</title>
<p>WES was performed on a blood sample from the two affected individuals (II-2, III-1) and two healthy subjects (II-1, III-2). Initially, DNA was fragmented to create a sequencing library. Targeted gene exons and adjacent splice regions were captured and enriched using the Roche KAPA HyperExome chip. Variants were detected utilizing the MGISEQ-2000 sequencing platform. Stringent quality control standards were applied to the sequencing data, requiring an average sequencing depth of 200&#xd7; for the targeted regions, with at least 98.5% of the sites having an average depth exceeding 20&#xd7;. Sequencing reads were aligned to the UCSC hg19 human reference genome using BWA software, and duplicate sequences were removed. Base quality score recalibration was performed using GATK tools to identify single nucleotide variants (SNVs), insertion-deletion variants (INDELs), and genotyping. ExomeDepth software was utilized to detect copy number variations at the exon level. SNV annotations were performed using several databases, including the 1000 Genomes Project, ExAC, ESP6500, GnomAD, and a local BGI database. Variants of potential pathogenic significance were identified, and their classification was guided by the ACMG and AMP guidelines for sequence variant interpretation, with additional refinement from the ClinGen Sequence Variant Interpretation Working Group and the ACGS. The SIFT tool was used to evaluate the conservation of amino acid substitutions to assess the potential impact of the identified variants. Detected variants were subsequently confirmed through Sanger sequencing.</p>
</sec>
<sec id="s2-4">
<title>RT-PCR analysis</title>
<p>In this study, the primers required for RT-PCR are shown in <xref ref-type="table" rid="T1">Table 1</xref>. The PCR amplification reaction system consisted of 12.5&#xa0;&#xb5;L of PrimeSTAR Max Premix (2&#xd7; concentration), 0.5&#xa0;&#xb5;L of each primer (10&#xa0;&#xb5;M for both F and R), 1&#xa0;&#xb5;L of template DNA (100&#xa0;ng/&#x3bc;L), and ddH<sub>2</sub>O adjusted to a final volume of 25&#xa0;&#xb5;L. The PCR amplification was performed using the following program, comprising 40 cycles: an initial denaturation at 98&#xa0;&#xb0;C for 3&#xa0;min, followed by denaturation at 98&#xa0;&#xb0;C for 10&#xa0;s, annealing at 60&#xa0;&#xb0;C for 5&#xa0;s, extension at 72&#xa0;&#xb0;C for 20&#xa0;s, and a final extension at 72&#xa0;&#xb0;C for 5&#xa0;min. This method effectively amplified the <italic>COL1A1</italic> mutation, providing a foundation for subsequent splicing variant analysis.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Clinical characteristics of the study family with OI.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Patient</th>
<th align="center">Gender</th>
<th align="center">Age (Years)</th>
<th align="center">Height (cm)</th>
<th align="center">Weight (kg)</th>
<th align="center">Fracture times</th>
<th align="center">Blue sclera</th>
<th align="center">Hearing</th>
<th align="center">Teeth</th>
<th align="center">Vision</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">III-1</td>
<td align="center">Female</td>
<td align="center">11</td>
<td align="center">130</td>
<td align="center">25.0</td>
<td align="center">3</td>
<td align="center">Yes</td>
<td align="center">Normal</td>
<td align="center">Normal</td>
<td align="center">Normal</td>
</tr>
<tr>
<td align="center">II-2</td>
<td align="center">Female</td>
<td align="center">35</td>
<td align="center">148</td>
<td align="center">37.5</td>
<td align="center">6</td>
<td align="center">Yes</td>
<td align="center">Normal</td>
<td align="center">Normal</td>
<td align="center">Normal</td>
</tr>
<tr>
<td align="center">I-1</td>
<td align="center">Female</td>
<td align="center">70</td>
<td align="center">140</td>
<td align="center">42.5</td>
<td align="center">7</td>
<td align="center">Yes</td>
<td align="center">Normal</td>
<td align="center">Normal</td>
<td align="center">Normal</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-5">
<title>Prediction of splicing effects</title>
<p>To evaluate the potential impact of the identified variant on pre-mRNA splicing, the SpliceAI tool (<ext-link ext-link-type="uri" xlink:href="https://spliceailookup.broadinstitute.org/">https://spliceailookup.broadinstitute.org/</ext-link>) was utilized. This deep-learning-based tool predicts splice-altering variants by calculating delta scores ranging from 0 to 1, which represent the probability of a variant affecting splicing within a specified genomic window. Consistent with the standard cutoffs for SpliceAI, scores of 0.2 or higher (indicated in green) signify high recall, 0.5 or higher (yellow) are recommended for general use, and 0.8 or higher (red) denote high precision for predicting splicing defects. A delta score exceeding the 0.5 threshold is generally considered significantly deleterious.</p>
</sec>
<sec id="s2-6">
<title>Cell culture</title>
<p>HEK293T cells were cultured in DMEM supplemented with 10% (v/v) fetal bovine serum (FBS), and 100&#xa0;U/mL penicillin and 100&#xa0;&#x03BC;g/mL streptomycin at 37&#xa0;&#xb0;C in a 5% CO<sub>2</sub> atmosphere. Transfections were conducted following the manufacturer&#x2019;s instructions using Polyetherimide (PEI) (PolyScience, Cat.No. 23966-2). Post-transfection incubation lasted for 24&#x2013;48&#xa0;h.</p>
</sec>
<sec id="s2-7">
<title>Minigene construct design and analysis</title>
<p>Two Minigene plasmids were designed and constructed: pcMINI-<italic>COL1A1</italic>-wt/mut and pcMINI-N-<italic>COL1A1</italic>-wt/mut. The pcMINI-<italic>COL1A1</italic> plasmid included fragments of Intron 1 (270&#xa0;bp), Exon 2 (195&#xa0;bp), and part of Intron 2 (120&#xa0;bp) inserted into the pcMINI vector, which comprised a universal ExonA-IntronA-multiple cloning site-IntronB-ExonB sequence. The pcMINI-N-<italic>COL1A1</italic> plasmid incorporated portions of Intron 1 (499&#xa0;bp), Exon 2 (195&#xa0;bp), Intron 2 (155&#xa0;bp), and Exon 3 (35&#xa0;bp) into the pcMINI-N vector. Specific primers (<xref ref-type="sec" rid="s13">Supplementary Table S1</xref>) were employed to amplify the target fragments and introduce mutations, with PCR amplification of wild-type and mutant fragments performed using genomic DNA from normal individuals as templates. The amplified fragments were restriction-digested and ligated into the vectors before being transformed into DH5&#x3b1; competent cells. Single clones were selected for verification through colony PCR and Sanger sequencing to confirm successful Minigene construction. The constructed Minigene plasmids were then transiently transfected into the 293T cell line, following lipid-based transfection instructions, and samples were collected 24&#xa0;h post-transfection. Total RNA was extracted from the cell samples according to kit instructions, and after determining the concentration, equal amounts of RNA were reverse transcribed to synthesize cDNA. PCR amplification utilized primers designed at both ends of the Minigene vector (pcMINI-F and pcMINI-R). The amplified products were assessed through agarose gel electrophoresis, and specific bands were excised and subjected to Sanger sequencing for confirmation of transcription.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Clinical characteristics of the family</title>
<p>The family analyzed in this study consists of three affected individuals and three unaffected relatives. Only the affected family members exhibited clinical features consistent with a diagnosis of type I OI. The pedigree of the family is presented in <xref ref-type="fig" rid="F1">Figure 1</xref>, and their clinical characteristics are summarized in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The pedigree of the family. Affected individuals are indicated by filled black, the proband is pointed out by an arrow.</p>
</caption>
<graphic xlink:href="fgene-17-1758799-g001.tif">
<alt-text content-type="machine-generated">Pedigree chart showing three generations. Generation I includes one affected female (circle filled) and a deceased male. Generation II has one affected male and one female. Generation III includes four individuals, with one affected female marked as proband. Symbols indicate gender and status: male (square), female (circle), patient (filled), deceased (X).</alt-text>
</graphic>
</fig>
<p>The proband (III-1), an 11-year-old Chinese girl, has a height of 130&#xa0;cm and a weight of 25&#xa0;kg (<xref ref-type="fig" rid="F2">Figure 2A</xref>). According to the standardized growth charts for Chinese children, the age- and sex-adjusted Z-scores for height and weight were calculated. The height Z-score was &#x2212;2.27, indicating a lower growth status, while the weight Z-score was &#x2212;1.56, corresponding to a medium-low growth status. Both her mother and grandmother also exhibit shorter stature and lower body weight compared to the general population (<xref ref-type="fig" rid="F2">Figure 2A</xref>). All affected individuals presented with blue sclerae and a history of more than three fractures. Hearing, dentition, and vision were within normal limits. However, her sister did not have blue sclerae (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Imaging of the proband revealed a history of cumulative skeletal damage consistent with chronic bone fragility. X-rays of the right humerus showed evidence of a chronic, consolidated fracture (<xref ref-type="fig" rid="F2">Figures 2A&#x2013;C</xref>), while the left lower leg exhibited long-standing skeletal remodeling and cortical thinning (<xref ref-type="fig" rid="F2">Figures 2B,C</xref>). These findings represent chronic, healed injuries rather than acute trauma. Furthermore, significant multiple vertebral compression deformities were identified in the thoracic (Th5-8, Th10-12) and lumbar (L1-3) vertebrae (<xref ref-type="fig" rid="F2">Figure 2C</xref>). These deformities were characterized by classic biconcave &#x2018;codfish&#x2019; appearances and varying degrees of vertebral height loss, indicative of chronic collapse due to long-term osteopenia. Additionally, <xref ref-type="fig" rid="F2">Figures 2C,D</xref> displays consolidated internal fixation from a previous left femoral neck fracture, which has resulted in a stable limb-length discrepancy. The average lumbar spine bone density was measured at 113.180&#xa0;mg/cm<sup>3</sup>, falling within the range of 80&#x2013;120&#xa0;mg/cm<sup>3</sup>. The patient was evaluated at our hospital for recurrent low-trauma fractures and thoracolumbar pain. The absence of blue sclerae and any fracture history in her six-year-old sister prompted further genetic testing and counseling to identify the underlying etiology. None of the affected family members had received bisphosphonate therapy or other relevant treatments.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Clinical and radiological signs of the patients. <bold>(A)</bold> The heights of the proband and her mother. <bold>(B)</bold> The proband and her mother exhibited blue sclerae, whereas her sister did not. <bold>(C)</bold> Imaging findings in the proband. <bold>(a)</bold> Right humeral fracture. <bold>(b)</bold> Skeletal abnormalities of the left lower leg. <bold>(c)</bold> Compression deformities of thoracic and lumbar vertebrae. <bold>(d)</bold> Surgical internal fixation due to previous left femoral neck fracture.</p>
</caption>
<graphic xlink:href="fgene-17-1758799-g002.tif">
<alt-text content-type="machine-generated">Panel A shows side-by-side profiles of a child labeled &#x22;Proband&#x22; and an adult labeled &#x22;Mother,&#x22; with respective heights of 130 cm and 148 cm. Panel B features close-up views of the eyes for the Proband, Mother, and a Sister. Panel C includes X-ray images labeled a to d, displaying areas with red arrows indicating abnormalities in the right arm, left leg, spine, and hip.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>Sequencing analysis</title>
<p>Peripheral blood samples were collected from the family, including two affected individuals (II-2, III-1) and two healthy subjects (II-1, III-2). Following the proband&#x2019;s request for genetic counseling and WES, bioinformatics analysis identified a novel <italic>COL1A1</italic> splicing variant, c.298 &#x2b; 1G&#x3e;A, which was validated through Sanger sequencing.</p>
<p>To explore whether this variant segregated within the family, Sanger sequencing was performed on genomic DNA extracted from peripheral blood samples of the family. The results indicated that three affected individuals harbored the heterozygous <italic>COL1A1</italic> variant c.298 &#x2b; 1G&#x3e;A (I-1, II-2 and III-1, <xref ref-type="fig" rid="F3">Figure 3A</xref>), in contrast to the three unaffected relatives (II-1, II-3 and III-2, <xref ref-type="fig" rid="F3">Figure 3B</xref>). The variant was inherited by the proband (III-1) from her affected mother (II-2), who herself inherited it from her mother (I-1). The variant was absent in the proband&#x2019;s younger sister (III-2) and in the older sister of individual II-2, consistent with the observed disease segregation in this family.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Sanger sequencing was performed to investigate the segregation of the <italic>COL1A1</italic> variant c.298 &#x2b; 1G&#x3e;A within family. <bold>(A)</bold> Sequencing result of affected individuals (I-1, II-2, and III-1). The red arrows point to the heterozygous &#x201c;G&#x3e;A&#x201d; substitution at the splice donor site of intron 2. Note the overlapping peaks at the variant position, characteristic of a heterozygous mutation. <bold>(B)</bold> Sequencing results of unaffected relatives (II-1, II-3, and III-2), showing only a single &#x201c;G&#x201d; peak at the corresponding position. (Detailed raw sequencing data are available from the authors upon request).</p>
</caption>
<graphic xlink:href="fgene-17-1758799-g003.tif">
<alt-text content-type="machine-generated">DNA sequencing chromatograms labeled from III 1 to III 2 in panels A and B. Each panel shows peaks representing nucleotide bases (A, T, C, G). Red arrows indicate specific variation points in the sequences across different samples.</alt-text>
</graphic>
</fig>
<p>To evaluate the potential impact of the c.298 &#x2b; 1G&#x3e;A variant on mRNA splicing, we performed <italic>in silico</italic> analysis using the SpliceAI deep-learning algorithm (<xref ref-type="sec" rid="s13">Supplementary Figure S1</xref>). The prediction results yielded a Donor Loss score of 1.00&#xa0;at the position corresponding to the mutation (1&#xa0;bp from the exon-intron boundary), indicating an extremely high probability of disrupting the original splice donor site. Additionally, a Donor Gain score of 0.66 was predicted at a position 34&#xa0;bp downstream, suggesting the potential activation of a cryptic donor site. Both scores exceeded the recommended pathogenic threshold of 0.5, strongly supporting the hypothesis that the c.298 &#x2b; 1G&#x3e;A variant causes significant splicing aberrations at the donor site of intron 2.</p>
</sec>
<sec id="s3-3">
<title>Splicing analysis of <italic>COL1A1</italic> c.298 &#x2b; 1G&#x3e;A in the minigene</title>
<p>The minigene constructs for <italic>COL1A1</italic> c.298 &#x2b; 1G&#x3e;A were successfully validated through Sanger sequencing, as shown in <xref ref-type="fig" rid="F4">Figures 4A</xref>, <xref ref-type="fig" rid="F5">5A</xref>. In HEK293T cells transfected with either pcMINI-<italic>COL1A1</italic>-wild-type or mutant constructs, electrophoretic analysis of RT-PCR products revealed four distinct bands (designated a&#x2013;d, <xref ref-type="fig" rid="F4">Figure 4B</xref>). Each corresponding transcript was isolated and validated by Sanger sequencing (<xref ref-type="fig" rid="F4">Figure 4C</xref>). As shown in <xref ref-type="fig" rid="F4">Figure 4D</xref>, the results indicated that band a corresponded to the canonical splicing product containing full-length Exon A (187&#xa0;bp), Exon 2 (195&#xa0;bp), and Exon B (57&#xa0;bp). Band b exhibited partial exon 2 skipping, yielding a product consisting of Exon A (187&#xa0;bp), a truncated Exon 2 (162&#xa0;bp), and Exon B (57&#xa0;bp). Band c represented a more extensive skipping event, with Exon A (187&#xa0;bp), a further shortened Exon 2 (98&#xa0;bp), and Exon B (57&#xa0;bp). Finally, band d reflected complete skipping of Exon 2, resulting in a transcript comprising only Exon A (187&#xa0;bp) directly joined to Exon B (57&#xa0;bp). In the mutant (mut) lane of the pcMINI-COL1A1 construct, band d, which corresponds to the complete skipping of Exon 2, was identified as the most prominent product among the aberrant transcripts. This suggests that the total exclusion of Exon 2 is the predominant aberrant splicing event induced by the c.298 &#x2b; 1G&#x3e;A variant.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Functional analysis of <italic>COL1A1</italic> c.298 &#x2b; 1G&#x3e;A variant via minigene assay using pcMINI-<italic>COL1A1</italic> vector. <bold>(A)</bold> Sanger sequencing validation confirming successful insertion of wild-type and mutant COL1A1 minigenes into pcMINI-<italic>COL1A1</italic> vectors, ensuring construct integrity. <bold>(B)</bold> RT-PCR electrophoresis of HEK293T cells transfected with pcMINI-<italic>COL1A1</italic>-wild-type or mutant plasmids, displaying four distinct splicing product bands <bold>(A&#x2013;D)</bold>. <bold>(C)</bold> Sanger sequencing verification of transcripts isolated from each band in <bold>(B)</bold>. <bold>(D)</bold> Schematic representation of splicing patterns: Wild-type lane: Exclusively produces band a, the canonical transcript (Exon A&#x2013;Exon 2&#x2013;Exon B). Mutant lane: Produces multiple aberrant transcripts, including band b (partial exon 2 skipping, 162&#xa0;bp), band c (further shortened exon 2, 98&#xa0;bp), and the most prominent band d (complete exon 2 skipping).</p>
</caption>
<graphic xlink:href="fgene-17-1758799-g004.tif">
<alt-text content-type="machine-generated">(A) DNA sequencing chromatograms comparing mutant and wild-type, highlighting a c.298+1G&#x3E;A mutation. (B) Gel electrophoresis with bands labeled for wild-type and mutant, including marker sizes. (C) Sequencing chromatograms corresponding to different exon fragments labeled a to d, illustrating parts of Exon 2. (D) Schematic diagrams of exon structures for each fragment, showing different exon lengths and splicing variations, with Exon A, Exon B, and altered Exon 2 sizes.</alt-text>
</graphic>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Functional analysis of <italic>COL1A1</italic> c.298 &#x2b; 1G&#x3e;A variant via minigene assay using pcMINI-N-<italic>COL1A1</italic>vector. <bold>(A)</bold> Sanger sequencing validation to confirm the successful insertion of wild - type and mutant <italic>COL1A1</italic> minigenes into pcMINI-N-<italic>COL1A1</italic> vectors, ensuring the correctness of vector construction. <bold>(B)</bold> Electrophoretic analysis of RT - PCR products from HEK293T cells transfected with pcMINI-N-<italic>COL1A1</italic>-wild-type or mutant constructs. Three distinct bands <bold>(A&#x2013;C)</bold> are shown, representing different splicing products. <bold>(C)</bold> Sanger sequencing verification of the transcripts isolated from each band in <bold>(B)</bold>, which validates the accuracy of the identified splicing variants. <bold>(D)</bold> Schematic of the splicing events: Wild-type lane: Exclusively produces band a, the canonical transcript (Exon A&#x2013;Exon 2&#x2013;Exon 3). Mutant lane: Primarily produces band b (partial exon 2 skipping, 98&#xa0;bp) as the dominant product, alongside band c (complete exon 2 skipping).</p>
</caption>
<graphic xlink:href="fgene-17-1758799-g005.tif">
<alt-text content-type="machine-generated">Panel A shows a DNA sequence chromatogram comparing mutant (mut) and wild-type (wt) sequences with a highlighted mutation, c.298+1G&#x3E;A. Panel B displays a gel electrophoresis result with lanes for markers, wild-type, and mutant, showing different band patterns labeled a, b, and c. Panel C illustrates exon organization with sequence chromatograms showing different splice variants, labeled a, b, and c, with Exon A, Exon 2, and Exon 3 annotated. Panel D presents a graphic of exon structure, showing different splicing outcomes for variants a, b, and c, with exon base pair sizes noted.</alt-text>
</graphic>
</fig>
<p>In HEK293T cells transfected with pcMINI-N-<italic>COL1A1</italic>-wild-type or mutant constructs, electrophoretic analysis of RT-PCR products yielded three distinct bands (a&#x2013;c, <xref ref-type="fig" rid="F5">Figure 5B</xref>). Each transcript was isolated and verified by Sanger sequencing (<xref ref-type="fig" rid="F5">Figure 5C</xref>). As schematically summarized in <xref ref-type="fig" rid="F5">Figure 5D</xref>, band a corresponded to the canonical splicing product, containing full-length Exon A (187&#xa0;bp), Exon 2 (195&#xa0;bp), and Exon 3 (57&#xa0;bp). Band b displayed partial skipping of Exon 2, composed of Exon A (187&#xa0;bp), a truncated segment of Exon 2 (98&#xa0;bp), and Exon 3 (35&#xa0;bp). Band c represented a more pronounced skipping event, resulting in a product consisting of Exon A (187&#xa0;bp) directly linked to Exon 3 (35&#xa0;bp), with complete exclusion of Exon 2. Regarding the pcMINI-N-COL1A1 construct, electrophoretic analysis revealed that band b (representing the partial skipping of Exon 2) appeared as the most intense band compared to the other mutant products. Despite the presence of multiple splicing patterns, the dominance of this frameshift-inducing transcript reinforces the likelihood of subsequent mRNA degradation.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>In this study, we identified and functionally characterized a novel heterozygous splice-site variant (c.298 &#x2b; 1G&#x3e;A) in the <italic>COL1A1</italic> gene in a Chinese family with OI. By combining detailed clinical phenotyping, genetic sequencing, bioinformatic prediction, and minigene splicing assays, we provide strong evidence supporting its pathogenicity. This finding not only broadens the known mutational spectrum of <italic>COL1A1</italic> but also provides crucial insights into genotype&#x2013;phenotype correlations in OI, which may facilitate more accurate diagnosis and targeted genetic counseling for affected individuals and their families.</p>
<p>In this Chinese family, classic clinical features of OI consistent with type I (mild) under the Sillence classification were observed. Key manifestations included recurrent fractures, blue sclerae, and the absence of severe skeletal deformities (<xref ref-type="bibr" rid="B16">Marini et al., 2017</xref>). These symptoms typically first appeared in infancy or childhood. While fracture frequency often decreases after adolescence, it may increase again during adulthood, particularly in postmenopausal women (<xref ref-type="bibr" rid="B20">Ralston and Gaston, 2020</xref>; <xref ref-type="bibr" rid="B3">Arshad and Bishop, 2021</xref>). The clinical presentation in this family aligns closely with the characteristics of mild OI as documented in the literature (<xref ref-type="bibr" rid="B16">Marini et al., 2017</xref>; <xref ref-type="bibr" rid="B11">Han et al., 2020</xref>; <xref ref-type="bibr" rid="B12">Huang et al., 2025</xref>), thereby excluding more severe forms such as type II (perinatal lethal) or type III (progressively deforming) OI.</p>
<p>Genetic analysis revealed that affected family members carried a heterozygous splice-site mutation in the <italic>COL1A1</italic> gene, which encodes the alpha1 chain of type I collagen&#x2014;the primary structural protein in connective tissues such as bone, skin, tendons, and sclera (<xref ref-type="bibr" rid="B6">Dalgleish, 1997</xref>). Pathogenic mutations in <italic>COL1A1</italic> account for over 90% of all OI cases (<xref ref-type="bibr" rid="B27">Yamaguti et al., 2023</xref>; <xref ref-type="bibr" rid="B28">Zhytnik et al., 2017</xref>; <xref ref-type="bibr" rid="B23">Selina et al., 2025</xref>). Mutations in this gene are broadly categorized into two types: those leading to reduced collagen production (quantitative defects or haploinsufficiency) and those causing structurally abnormal collagen (qualitative defects or dominant-negative effects) (<xref ref-type="bibr" rid="B13">Jovanovic and Marini, 2024</xref>; <xref ref-type="bibr" rid="B14">Ju et al., 2020</xref>). Clinically, mild OI is commonly associated with quantitative defects, while severe or lethal OI often results from qualitative defects. The mild phenotype in this family strongly suggests that the novel c.298 &#x2b; 1G&#x3e;A splice-site mutation most likely leads to a quantitative defect. Specifically, we proposed that aberrant splicing triggered by this mutation results in transcripts that are degraded by nonsense-mediated mRNA decay (NMD), reducing the production of normal type I collagen.</p>
<p>To molecularly validate the pathogenic mechanism of the c.298 &#x2b; 1G&#x3e;A variant, a minigene splicing assay, which is considered the gold standard for functionally assessing splice-site variants, was employed (<xref ref-type="bibr" rid="B2">Anna and Monika, 2018</xref>). The experimental results strongly support the initial hypothesis. While the wild-type construct exhibited normal splicing patterns, the c.298 &#x2b; 1G&#x3e;A mutant led to the production of multiple aberrant transcripts. These abnormal splicing events, characterized by partial and complete exon skipping, disrupted the open reading frame and introduced a premature termination codon. Crucially, the most abundant transcripts identified in both minigene systems (band d in <xref ref-type="fig" rid="F4">Figure 4</xref> and band b in <xref ref-type="fig" rid="F5">Figure 5</xref>) consistently introduced premature termination codons. Transcripts harboring premature termination codons are typically targeted for degradation via NMD, effectively preventing the synthesis of truncated protein from the mutant allele (<xref ref-type="bibr" rid="B24">Slayton et al., 2000</xref>; <xref ref-type="bibr" rid="B26">Willing et al., 1996</xref>). This &#x201c;null allele&#x201d; consequence provides a definitive molecular explanation for the mild OI phenotype observed in this family. By eliminating potentially deleterious &#x3b1;1 (I) chains, the NMD machinery prevents the accumulation of misfolded pro-collagen that would otherwise compromise the triple-helix assembly through a dominant-negative effect. Consequently, while the total output of type I collagen is reduced (haploinsufficiency), the molecules successfully secreted into the extracellular matrix remain structurally normal (<xref ref-type="bibr" rid="B19">Popp and Maquat, 2013</xref>). This quantitative deficiency leads to the characteristic bone fragility of Type I OI without the severe skeletal deformities associated with qualitative defects. These functional findings allow for the reclassification of the c.298 &#x2b; 1G&#x3e;A variant from a variant of uncertain significance (VUS) to a pathogenic mutation, establishing a robust genotype-phenotype correlation.</p>
<p>Although located in an intron, this mutation ultimately affects exon composition&#x2014;a change particularly consequential in genes like <italic>COL1A1</italic>, where many exons encode Gly-X-Y repeats that form the triple-helical domain of type I collagen (<xref ref-type="bibr" rid="B9">Gensure et al., 2005</xref>; <xref ref-type="bibr" rid="B18">Pollitt et al., 2006</xref>). Notably, in-frame exon skipping&#x2014;which does not cause a frameshift&#x2014;can still disrupt the (Gly-X-Y)n repeats and impair triple-helix formation, often resulting in dominant-negative effects and severe phenotypes (<xref ref-type="bibr" rid="B18">Pollitt et al., 2006</xref>). However, both the minigene results and the mild clinical presentation in this family suggest that the c.298 &#x2b; 1G&#x3e;A mutation leads predominantly to frameshift-inducing splicing errors and subsequent NMD, rather than in-frame skipping. This supports the conclusion that the variant causes a quantitative rather than a qualitative collagen defect.</p>
<p>The findings of this study are consistent with previously reported <italic>COL1A1</italic> splice-site variants and add to the known mutational spectrum of the gene. For instance, several studies have documented that splice-site mutations in <italic>COL1A1</italic>&#x2014;such as c.3814 &#x2b; 1G&#x3e;T reported by <xref ref-type="bibr" rid="B11">Han et al. (2020)</xref> and c.3531 &#x2b; 1G&#x3e;T identified by <xref ref-type="bibr" rid="B12">Huang et al. (2025)</xref>&#x2014;frequently lead to aberrant splicing and are associated with mild OI type I, largely through mechanisms involving mRNA mis-splicing and nonsense-mediated decay (NMD), resulting in haploinsufficiency. Similarly, the c.298 &#x2b; 1G&#x3e;A variant described here induces exon skipping, corroborating the well-established pathogenic mechanism of quantitative collagen defects in mild OI. The specific location of this variant at the donor site of intron 2, which corresponds to an early region of the <italic>COL1A1</italic> gene, is particularly significant. Splice-site mutations in early exons, such as exons 1&#x2013;5, that lead to NMD are hallmark causes of Type I OI. Our findings align with other early-region mutations where frameshift-inducing errors consistently result in mild phenotypes, in contrast to late-gene mutations that might bypass NMD and produce structurally defective collagen (<xref ref-type="bibr" rid="B10">G&#xf6;kmen et al., 2024</xref>). This study identifies c.298 &#x2b; 1G&#x3e;A as a novel pathogenic variant in the Chinese population, further enriching the genotypic spectrum of OI. This mechanism aligns with the outcomes of numerous functional studies, including minigene assays performed in other cohorts, strengthening the claim that splice defects leading to in-frame disruptions and NMD are a common cause of type I OI. However, it is noteworthy that not all splice variants yield mild phenotypes; exceptions such as the deep intronic variant c.2451 &#x2b; 77C&#x3e;T reported by <xref ref-type="bibr" rid="B22">Schouw et al. (2025)</xref> can cause severe perinatal OI type II through in-frame insertions that disrupt the triple helix. The consistency between our functional results and those of previous studies underscores the utility of minigene assays in validating splicing defects and supports the reclassification of VUSs into pathogenic variants. Overall, this study reinforces the notion that splice-altering variants in <italic>COL1A1</italic> commonly operate through loss-of-function mechanisms and expand the genotypic and phenotypic correlations essential for diagnostic and counseling purposes.</p>
<p>Although this study provides compelling evidence, several limitations should be acknowledged. First, the analysis is based on a single family, which may limit the generalizability of the findings. Identification of the same variant in broader populations would strengthen the genetic evidence. Second, although the minigene assay in HEK293T cells accurately detected splicing defects, this <italic>in vitro</italic> model utilizes a non-bone-related cell line that may not fully replicate the specific splicing environment of osteoblasts. Furthermore, it could not directly evaluate the actual production and secretion of type I collagen in patient-derived cells. Future studies should analyze RNA and protein extracted from patient fibroblasts or osteoblasts to directly assess transcript abundance and collagen defects under physiological conditions, thereby providing more comprehensive mechanistic insights and verifying the <italic>in vivo</italic> relevance of our findings. Finally, while the identification of predominantly frameshifted transcripts supports a haploinsufficiency model, other potential pathogenic mechanisms, such as the potential for minimal protein products to escape nonsense-mediated decay, cannot be entirely excluded. Therefore, the generalizability of these conclusions should be interpreted with prudence, as the pathogenic process may be influenced by specific genetic or environmental modifiers within this family.</p>
<p>This work highlights potential therapeutic avenues rooted in gene-editing strategies. Emerging techniques, such as CRISPR/Cas9, offer promising opportunities for precise correction of disease-causing mutations (<xref ref-type="bibr" rid="B15">Jung et al., 2021</xref>; <xref ref-type="bibr" rid="B4">Cao et al., 2023</xref>). Future studies should explore the use of CRISPR/Cas9 to directly repair the c.298 &#x2b; 1G&#x3e;A variant in patient-derived cells or iPSCs, thereby restoring normal <italic>COL1A1</italic> splicing and collagen production. This approach may provide a curative strategy for individuals with this form of OI, moving beyond symptomatic management toward molecular correction (<xref ref-type="bibr" rid="B5">Chaugule et al., 2025</xref>; <xref ref-type="bibr" rid="B7">Deguchi et al., 2021</xref>).</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In summary, this study identified and functionally validated a novel splice-site variant (c.298 &#x2b; 1G&#x3e;A) in the <italic>COL1A1</italic> gene in a Chinese family with type I OI. Minigene assays demonstrated that this mutation disrupts canonical splicing, most likely leading to a quantitative defect in type I collagen production. These findings highlight the importance of integrating clinical phenotyping, genetic analysis, and functional studies for accurate diagnosis and pathogenic interpretation of variants in rare genetic disorders.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>Due to privacy concerns regarding the patients and their family members, the raw genetic data cannot be made publicly available. However, the specific variant data identified in this study are included in the article and <xref ref-type="sec" rid="s13">Supplementary Materials</xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of the Eighth Clinical Medical College of Guangxi 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), and minor(s)&#x2019; legal guardian/next of kin, for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>NE: Data curation, Writing &#x2013; review and editing, Writing &#x2013; original draft, Investigation, Funding acquisition. YC: Writing &#x2013; original draft, Data curation, Writing &#x2013; review and editing. PQ: Writing &#x2013; review and editing, Writing &#x2013; original draft, Formal Analysis. GX: Writing &#x2013; review and editing, Formal Analysis, Writing &#x2013; original draft. DZ: Formal Analysis, Funding acquisition, Writing &#x2013; review and editing, Writing &#x2013; original draft. YS: Conceptualization, Writing &#x2013; review and editing, Formal Analysis, Writing &#x2013; original draft. YM: Investigation, Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review and editing.</p>
</sec>
<ack>
<title>Acknowledgements</title>
<p>We sincerely thank the patients&#x2019; families for their trust and participation in this research. We also acknowledge the contribution of BGI Genomics Co., Ltd. in providing assistance with the data analysis.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The author(s) declared that this work 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="s11">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<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="s13">
<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.2026.1758799/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2026.1758799/full&#x23;supplementary-material</ext-link>
</p>
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<supplementary-material xlink:href="Image1.jpeg" id="SM2" mimetype="application/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1777767/overview">Marianna Weener</ext-link>, Harvard Medical School, United States</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1916252/overview">Pei Qian</ext-link>, Xi&#x2019;an Children&#x2019;s Hospital, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3115715/overview">Mehmet Yi&#x11f;it G&#xf6;kmen</ext-link>, Canakkale Onsekiz Mart Universitesi Tip Fakultesi Hastanesi, T&#xfc;rkiye</p>
</fn>
</fn-group>
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