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<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>
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<article-meta>
<article-id pub-id-type="publisher-id">1468878</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2024.1468878</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Case Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Case Report: Concurrent <italic>de novo</italic> pathogenic variants in the <italic>LMNA</italic> gene as a cause of sporadic partial lipodystrophy</article-title>
<alt-title alt-title-type="left-running-head">Santos 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.2024.1468878">10.3389/fgene.2024.1468878</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Santos</surname>
<given-names>Jos&#xe9; L.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2794085/overview"/>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Miranda</surname>
<given-names>Jos&#xe9; Patricio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Lagos</surname>
<given-names>Carlos F.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cort&#xe9;s</surname>
<given-names>V&#xed;ctor A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Nutrition, Diabetes and Metabolism</institution>, <institution>School of Medicine</institution>, <institution>Pontificia Universidad Cat&#xf3;lica de Chile</institution>, <addr-line>Santiago</addr-line>, <country>Chile</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Health Sciences</institution>, <institution>Institute for Sustainability and Food Chain Innovation (IS-FOOD)</institution>, <institution>Public University of Navarre</institution>, <addr-line>Pamplona</addr-line>, <country>Spain</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Bupa Lab</institution>, <institution>Part of Bupa Chile</institution>, <institution>Santiago</institution>, <country>Chile</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Chemical Biology and Drug Discovery Laboratory</institution>, <institution>Escuela de Qu&#xed;mica y Farmacia</institution>, <institution>Facultad de Medicina y Ciencia</institution>, <institution>Universidad San Sebasti&#xe1;n</institution>, <addr-line>Santiago</addr-line>, <country>Chile</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Centro Ciencia and Vida</institution>, <institution>Fundaci&#xf3;n Ciencia and Vida</institution>, <addr-line>Santiago</addr-line>, <country>Chile</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/2412297/overview">Elaine T. Lim</ext-link>, University of Massachusetts Medical School, United States</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/2791172/overview">Khanh Tran</ext-link>, University of Massachusetts Medical School, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2812721/overview">Haicui Wang</ext-link>, Leibniz Institute DSMZ - German Collection of Microorganisms and Cell Cultures GmbH, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: V&#xed;ctor A. Cort&#xe9;s, <email>vcortesm@uc.cl</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1468878</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Santos, Miranda, Lagos and Cort&#xe9;s.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Santos, Miranda, Lagos and Cort&#xe9;s</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>Introduction</title>
<p>Inherited lipodystrophies are a group of rare diseases defined by severe reduction in adipose tissue mass and classified as generalized or partial. We report a non-familial (sporadic) case of partial lipodystrophy caused by a novel genetic mechanism involving closely linked <italic>de novo</italic> pathogenic variants in the <italic>LMNA</italic> gene.</p>
</sec>
<sec>
<title>Methods</title>
<p>A female adult with partial lipodystrophy and her parents were evaluated for gene variants across the exome under different mendelian inheritance models (autosomal dominant, recessive, compound heterozygous, and X-linked) to find pathogenic variants. Body composition was assessed via dual-energy X-ray absorptiometry (DXA).</p>
</sec>
<sec>
<title>Results</title>
<p>The patient showed absence of adipose tissue in the limbs; preservation of adiposity in the face, neck, and trunk; muscular hypertrophy, hypertriglyceridemia and insulin resistance. DXA revealed a fat mass of 15.4%, with android-to-gynoid ratio, trunk/limb, and trunk/leg ratios exceeding the published upper limits of 90% reference intervals. Two heterozygous missense <italic>de novo</italic> pathogenic variants <italic>in cis</italic> within the <italic>LMNA</italic> gene were found in the proband: p.Y481H and p.K486N (NP_733821.1). These variants have functional effects and were reported in inherited Emery-Dreifuss muscular dystrophy 2 (p.Y481H) and familial partial lipodystrophy type 2 (p.K486N). Molecular modeling analyses provided additional insights into the protein instability conferred by these variants in the lamin A/C Ig-like domain.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>In a case of sporadic partial lipodystrophy, we describe two concurrent <italic>de novo</italic> pathogenic variants within the same gene (<italic>LMNA</italic>) as a novel pathogenic mechanism. This finding expands the genetic and phenotypic spectrum of partial lipodystrophy and laminopathy syndromes.</p>
</sec>
</abstract>
<kwd-group>
<kwd>lipodystrophy</kwd>
<kwd>LMNA</kwd>
<kwd>
<italic>de novo</italic>
</kwd>
<kwd>exome</kwd>
<kwd>pathogenic mutation</kwd>
</kwd-group>
<contract-num rid="cn001">1221146</contract-num>
<contract-sponsor id="cn001">Fondo Nacional de Desarrollo Cient&#xed;fico, Tecnol&#xf3;gico y de Innovaci&#xf3;n Tecnol&#xf3;gica<named-content content-type="fundref-id">10.13039/501100010751</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Genetics of Common and Rare Diseases</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Nucleophilic A-type lamins A and C, usually referred to as lamin A/C, are integral components of the nuclear lamina, a multiprotein filamentous structure associated with the inner nuclear membrane. Because of this crucial structural role, lamins A/C are expressed in virtually all mammalian cells, being expressed in equal quantities in the nuclear lamina. Lamins A and C are encoded by the <italic>LMNA</italic> gene (12 exons on chromosome 1q22; transcript NM_170,707) and are generated by alternative splicing of exon 10. Prelamin A is extensively processed and cleaved at C-terminal residues by <italic>ZMPSTE24</italic>, leading to the mature lamin A protein (<xref ref-type="bibr" rid="B20">Dittmer and Misteli, 2011</xref>; <xref ref-type="bibr" rid="B27">Genschel and Schmidt, 2000</xref>; <xref ref-type="bibr" rid="B12">Casasola et al., 2016</xref>). Thus, lamin A (canonical sequence of 664&#xa0;amino acids; NP_001393912.1; UniProtKB: P02545-1; <ext-link ext-link-type="uri" xlink:href="https://www.uniprot.org/uniprot/P02545">https://www.uniprot.org/uniprot/P02545</ext-link>) and lamin C (572&#xa0;amino acids; NP_001393913.1; UniProtKB: P02545-2) share their first 566 N-terminal amino acids, with lamin C having differences in sequence for residues 567&#x2013;572 and lacking the residues 573&#x2013;664 in comparison to lamin A.</p>
<p>Pathogenic gene variants in the <italic>LMNA</italic> gene cause a group of heterogeneous human diseases collectively termed laminopathies (<xref ref-type="bibr" rid="B17">Crasto et al., 2020</xref>). These disorders include cardiac diseases, Emery-Dreifuss muscular dystrophies, limb-girdle muscular dystrophy (renamed as Emery-Dreifuss muscular dystrophy 2; EDMD2, OMIM: &#x23;181350) (<xref ref-type="bibr" rid="B52">Straub et al., 2018</xref>), Charcot-Marie-Tooth type 2, progeroid syndromes, and familial partial lipodystrophies (<xref ref-type="bibr" rid="B27">Genschel and Schmidt, 2000</xref>; <xref ref-type="bibr" rid="B39">Nishiuchi et al., 2017</xref>; <xref ref-type="bibr" rid="B24">Florwick et al., 2017</xref>). In total, more than 600 <italic>LMNA</italic> disease-causing gene variants have been reported (<ext-link ext-link-type="uri" xlink:href="https://www.hgmd.cf.ac.uk/">https://www.hgmd.cf.ac.uk/</ext-link>), resulting in at least 15 different human pathological phenotypes (<xref ref-type="bibr" rid="B17">Crasto et al., 2020</xref>; <xref ref-type="bibr" rid="B22">Fernandez-Pombo et al., 2023a</xref>). Although the mechanisms by which <italic>LMNA</italic> variants result in such multiple phenotypes remain unknown, it is increasingly recognized that lamins A/C have biological functions exceeding mere structural roles in the nuclear lamina, including involvement in gene transcription regulation, chromatin organization, and DNA replication (<xref ref-type="bibr" rid="B17">Crasto et al., 2020</xref>).</p>
<p>Lipodystrophies are a group of rare diseases characterized by severe reduction and redistribution of adipose tissue. Depending on the extent of adipose paucity, lipodystrophies can be generalized or partial, and depending on their etiology, they have been classically classified as congenital, familial, or acquired (<xref ref-type="bibr" rid="B10">Brown et al., 2016</xref>; <xref ref-type="bibr" rid="B16">Cort&#xe9;s et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Cort&#xe9;s and Santos, 2019</xref>). Congenital generalized lipodystrophy (CGL) is the most extreme form of human genetic leanness and is caused by homozygous pathogenic variants in the <italic>AGPAT2</italic>, <italic>BSCL2</italic>, <italic>CAV1</italic>, or <italic>PTRF</italic> (<italic>CAVIN1</italic>) genes (<xref ref-type="bibr" rid="B16">Cort&#xe9;s et al., 2014</xref>; <xref ref-type="bibr" rid="B15">Cort&#xe9;s et al., 2009</xref>; <xref ref-type="bibr" rid="B44">Santos and Cort&#xe9;s, 2021</xref>). Patients with CGL develop severe insulin resistance, diabetes, hepatic steatosis, hypertriglyceridemia, and hyperphagia (<xref ref-type="bibr" rid="B4">Akinci et al., 2018</xref>). On the other hand, familial partial lipodystrophy (FPLD) is characterized by loss of fat restricted to some anatomic regions, typically the extremities, with preservation or even enlargement of the remaining adipose depots, typically in the abdomen. Patients with FPLD also develop insulin resistance, diabetes mellitus, fatty liver, and dyslipidemia, but usually to a lesser severity than those with CGL (<xref ref-type="bibr" rid="B53">Vasandani et al., 2022</xref>) without exhibiting hyperphagia (<xref ref-type="bibr" rid="B38">Monteiro et al., 2017</xref>). FPLD has been linked to pathogenic variants in the <italic>LMNA</italic>, <italic>CIDEC</italic>, <italic>LIPE</italic>, <italic>PCYT1A</italic>, <italic>PPARG</italic>, <italic>AKT2</italic>, <italic>POLD1</italic>, and <italic>KCNJ6</italic> genes (<xref ref-type="bibr" rid="B10">Brown et al., 2016</xref>). The commonest mode of inheritance of FPLD is autosomal dominant, with very rare cases of homozygous disease-causing variants reported in specific populations (<xref ref-type="bibr" rid="B22">Fernandez-Pombo et al., 2023a</xref>). The more frequent FPLD subtype is caused by heterozygous <italic>LMNA</italic> pathogenic variants, termed FPLD type 2 (FPLD2) or Dunnigan variety (<xref ref-type="bibr" rid="B53">Vasandani et al., 2022</xref>). This lipodystrophy is characterized by the absence of adipose tissue in the limbs, muscle hypertrophy and preserved or increased adiposity in the face, neck, and trunk. FPLD has been reported to be &#x223c;3&#x2013;4 times more frequent in women than in men (<xref ref-type="bibr" rid="B4">Akinci et al., 2018</xref>; <xref ref-type="bibr" rid="B23">Fernandez-Pombo et al., 2023b</xref>).</p>
<p>Herein, we describe a female patient with partial lipodystrophy, with adipose depletion in the extremities but preservation in the face/trunk, hypertriglyceridemia, and severe insulin resistance. Exome sequencing revealed two heterozygous missense <italic>de novo</italic> pathogenic variants <italic>in cis</italic> within the <italic>LMNA</italic> gene: p.Y481H and p.K486N. These rare single nucleotide variants have been previously associated with dominant limb-girdle muscular dystrophy (Emery-Dreifuss muscular dystrophy 2) (<xref ref-type="bibr" rid="B10">Brown et al., 2016</xref>; <xref ref-type="bibr" rid="B32">Kitaguchi et al., 2001</xref>) and partial lipodystrophy (<xref ref-type="bibr" rid="B48">Shackleton et al., 2000</xref>), and reported to affect lamin A/C function by <italic>in vitro</italic> studies (<xref ref-type="bibr" rid="B6">Anderson et al., 2021</xref>; <xref ref-type="bibr" rid="B50">Simon et al., 2013</xref>). Using molecular modeling, molecular dynamics simulation, and predictive bioinformatic analysis, we propose mechanisms by which these variants lead to lamin A/C Ig-like domain instability and affect lamin A/C function. This is the first report of a sporadic partial lipodystrophy syndrome of genetic origin caused by concurrent <italic>de novo</italic> pathogenic variants within the same gene.</p>
</sec>
<sec id="s2">
<title>Subjects and methods</title>
<p>This research is based on a case-parent trio ascertained via the proband, who is a 24-year-old female patient referred to our center because of extreme leanness, hyperinsulinemia, oligomenorrhea, and hypertriglyceridemia (<xref ref-type="table" rid="T1">Table 1</xref>). The patient was born to nonconsanguineous parents and works as an administrative assistant. She was concerned about their general health status and future implications but felt that her current clinical status did not interfere with her daily life. Physical exploration revealed a notorious deficiency of subcutaneous adipose tissue in both the upper and lower extremities, with preservation of truncal and facial adiposity. She presented intense acanthosis nigricans at the base of the neck and axillar folds, hirsutism, and diffuse acneiform skin lesions. Despite the patient&#x2019;s regional lipoatrophy, body weight remained within the normal range. Both parents showed normal adiposity and did not present metabolic abnormalities. The patient had no family history of low body weight, diabetes, dyslipidemia, or cardiovascular or muscle disease. Because of oligomenorrhea, she was prescribed oral contraceptives (ethynyl estradiol 0.035&#xa0;mg, cyproterone 2&#xa0;mg). Clinical assessment revealed no muscle pain or weakness.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Clinical features of the patient with sporadic partial lipodystrophy of genetic origin.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="3" align="center">Patient</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="3" align="left">Anthropometry</td>
</tr>
<tr>
<td align="right">Weight</td>
<td align="left">52&#xa0;kg</td>
<td align="left"/>
</tr>
<tr>
<td align="right">Stature</td>
<td align="left">156&#xa0;cm</td>
<td align="left"/>
</tr>
<tr>
<td align="right">Body mass index</td>
<td align="left">21.4&#xa0;kg/m<sup>2</sup>
</td>
<td align="left"/>
</tr>
<tr>
<td colspan="3" align="left">Body composition (DXA)</td>
</tr>
<tr>
<td align="right">Body fat mass</td>
<td align="left">8&#xa0;kg</td>
<td align="left"/>
</tr>
<tr>
<td align="right">Body fat %</td>
<td align="left">15.4%</td>
<td align="left"/>
</tr>
<tr>
<td align="right">Fat mass index</td>
<td align="left">3.3&#xa0;kg/m<sup>2</sup>
</td>
<td align="left"/>
</tr>
<tr>
<td align="left"/>
<td align="left"/>
<td align="left">90% Reference intervals<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="right">Android-to-gynoid (A/G) ratio</td>
<td align="left">0.59</td>
<td align="left">0.20&#x2013;0.47</td>
</tr>
<tr>
<td align="right">Fat Trunk/limb ratio</td>
<td align="left">1.79</td>
<td align="left">0.71&#x2013;1.21</td>
</tr>
<tr>
<td align="right">Fat Trunk/leg ratio</td>
<td align="left">1.38</td>
<td align="left">0.72&#x2013;1.10</td>
</tr>
<tr>
<td colspan="2" align="left" style="background-color:#BFBFBF">Laboratory biochemistry tests in plasma</td>
<td align="left" style="background-color:#BFBFBF">Reference values<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="right">Total cholesterol</td>
<td align="left">240&#xa0;mg/dL</td>
<td align="left">&#x3c;200&#xa0;mg/dL</td>
</tr>
<tr>
<td align="right">Triglycerides</td>
<td align="left">484&#xa0;mg/dL</td>
<td align="left">&#x3c;150&#xa0;mg/dL</td>
</tr>
<tr>
<td align="right">HDL cholesterol</td>
<td align="left">38&#xa0;mg/dL</td>
<td align="left">&#x3e;60</td>
</tr>
<tr>
<td align="left">Fasting glucose</td>
<td align="left">93&#xa0;mg/dL</td>
<td align="left">&#x3c;100&#xa0;mg/dL</td>
</tr>
<tr>
<td align="left">Post-load glucose (2&#xa0;h, 75&#xa0;g glucose)</td>
<td align="left">119&#xa0;mg/dL</td>
<td align="left">&#x3c;140&#xa0;mg/dL</td>
</tr>
<tr>
<td align="left">Fasting insulin</td>
<td align="left">50&#xa0;&#x3bc;U/mL</td>
<td align="left">2.6&#x2013;24.9&#xa0;&#x3bc;U/mL</td>
</tr>
<tr>
<td align="left">Post-load insulin (2&#xa0;h, 75&#xa0;g glucose)</td>
<td align="left">580&#xa0;&#x3bc;U/mL</td>
<td align="left">-</td>
</tr>
<tr>
<td align="right">HbA1c</td>
<td align="left">5.3%</td>
<td align="left">&#x3c;5.7%</td>
</tr>
<tr>
<td align="right">Creatinine</td>
<td align="left">0.7&#xa0;mg/dL</td>
<td align="left">0.5&#x2013;0.9&#xa0;mg/dL</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>90% central reference intervals (10th - 90th percentiles) for women aged &#x3e;20&#x2013;29 years (21).</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>Desirable reference values and ranges as reported by Laboratorio Cl&#xed;nico UC-Christus (Santiago, Chile) (<ext-link ext-link-type="uri" xlink:href="https://appsinfex.ucchristus.cl/Sinfex/#/list">https://appsinfex.ucchristus.cl/Sinfex/&#x23;/list</ext-link>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Body composition with dual-energy X-ray absorptiometry (DXA; GE-Healthcare Lunar DPX-NT scanner) revealed a fat mass of 15.4%. Android-to-gynoid (A/G) ratio (android fat mass/gynoid fat mass), trunk/limb, and trunk/leg ratios exceeded the upper limits of 90% reference intervals using the same DXA equipment (<xref ref-type="bibr" rid="B30">Imboden et al., 2017</xref>), indicating a fat distribution pattern characterized by central adiposity and excessive accumulation of fat in the trunk relative to the arms and legs. The bone mineral density was 1.08&#xa0;g/cm<sup>2</sup> (z-score &#x3d; 0). Abdominal ultrasonography revealed splenomegaly and diffuse liver enlargement associated with mild steatosis. Liver function tests were within the normal range, including transaminases, total bilirubin, and alkaline phosphatase levels.</p>
<p>Massively parallel sequencing (MPS) was used to interrogate gene variants in the proband&#xb4;s exome from DNA isolated from blood leukocytes. We used SureSelect XT v6 (Agilent Technologies) for exome capture. Libraries were sequenced on the Illumina HiSeq equipment in Theragen-Etex (<ext-link ext-link-type="uri" xlink:href="http://www.theragenetex.net/">http://www.theragenetex.net/</ext-link>) to a raw average sequencing depth of &#x3e;100X and an exome coverage of 10X &#x3e;98%. Each of the exomes of the trio resulted in &#x3e;76 million reads with &#x3e;96% of the Q20 quality score (read length &#x3d; 101 &#xd7; 2). Alignments were made using the hg19 human genome assembly (GRCh37). Sequence primary data analysis, including read alignment and variant calling, was also performed by Theragen-Etex. Mutations were confirmed via Sanger sequencing.</p>
<p>We used publicly available bioinformatic tools (Alphamissense, SIFT, Polyphen-2, CADD, REVEL, MetaLR, and MutationAssessor) to predict the effect of missense variants p.Y481H and p.K486N on protein function (available at <ext-link ext-link-type="uri" xlink:href="https://alphamissense.hegelab.org/">https://alphamissense.hegelab.org/</ext-link> and <ext-link ext-link-type="uri" xlink:href="https://www.ensembl.org/">https://www.ensembl.org/</ext-link>). Homology analysis was carried out with WebLogo (<ext-link ext-link-type="uri" xlink:href="https://weblogo.berkeley.edu/">https://weblogo.berkeley.edu/</ext-link>), PhyloP (<ext-link ext-link-type="uri" xlink:href="https://genome.ucsc.edu/cgi-bin/hgTrackUi?db=hg19&#x26;g=cons100way">https://genome.ucsc.edu/cgi-bin/hgTrackUi?db&#x3d;hg19&#x26;g&#x3d;cons100way</ext-link>), CONSURF (<ext-link ext-link-type="uri" xlink:href="https://consurf.tau.ac.il/">https://consurf.tau.ac.il/</ext-link>), and EVE (<ext-link ext-link-type="uri" xlink:href="https://evemodel.org/proteins/LMNA_HUMAN">https://evemodel.org/proteins/LMNA_HUMAN</ext-link>) programs (<xref ref-type="bibr" rid="B34">Lindquist et al., 2022</xref>). The supplementary material shows extended methods for the molecular modeling and dynamics simulation of Lamin A/C mutants.</p>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Exome sequencing and genetic analysis</title>
<p>Extensive exome sequence analysis of the patient and her parents using different Mendelian inheritance models (autosomal dominant, recessive, compound heterozygous, and X-linked) revealed no inherited pathogenic variants linked to the patient&#x2019;s phenotype. However, we found two missense rare single nucleotide variants in heterozygosity in the <italic>LMNA</italic> gene only in the proband, corresponding, therefore, to <italic>de novo</italic> variants (NCBI Gene ID: 4000; HGNC ID: 6636; Ensembl Gene ID: ENSG00000160789). At the DNA level, the two variants found in this study are NM_170,707.4:c.1441T&#x3e;C (rs57747780) and NM_170707.4:c.1458G&#x3e;T (rs59981161). In terms of amino acid changes the two variants are NP_733821.1:p. (Tyr481His) (also named p.Y481H) and NP_733821.1:p. (Lys486Asn) (also named p.K486N) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Genetic variants in the <italic>LMNA</italic> gene are reported following international recommendations (<ext-link ext-link-type="uri" xlink:href="https://varnomen.hgvs.org/">https://varnomen.hgvs.org/</ext-link>). One-letter coding for amino acids was preferentially used for comparison with the other studies.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Identification of two <italic>de novo</italic> missense pathogenic variants (p.Y481H and p.K486N) in the <italic>LMNA</italic> gene of the proband with partial lipodystrophy. <bold>(A)</bold> Massively Parallel Sequencing (MPS) of the proband and parents. <bold>(B)</bold> Sanger sequencing of the proband and parents.</p>
</caption>
<graphic xlink:href="fgene-15-1468878-g001.tif"/>
</fig>
<p>The clinical significance of the variant p.Y481H is not provided by ClinVar (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/clinvar">https://www.ncbi.nlm.nih.gov/clinvar</ext-link>), while p.K486N is reported to be pathogenic and linked to FPLD2 (Dunnigan type). There is no mention of the population frequencies of these variants, indicating that they correspond to very rare variants. In gnomAD (<ext-link ext-link-type="uri" xlink:href="https://gnomad.broadinstitute.org/">https://gnomad.broadinstitute.org/</ext-link>), variant rs57747780 was not reported, while rs59981161 was only found in one allele among 1614224 alleles (no homozygotes; allele frequency &#x3d; 6.19e-7). Based on guidelines on the clinical interpretation of genetic variants (<xref ref-type="bibr" rid="B42">Richards et al., 2015</xref>) (<ext-link ext-link-type="uri" xlink:href="https://clinicalgenome.org/working-groups/sequence-variant-interpretation/">https://clinicalgenome.org/working-groups/sequence-variant-interpretation/</ext-link>) and considering all the available information, the online calculator INTERVAR reassigned both variants as &#x201c;pathogenic&#x201d; (<ext-link ext-link-type="uri" xlink:href="https://wintervar.wglab.org/">https://wintervar.wglab.org/</ext-link>).</p>
<p>The depth of the MPS reads in the patient was above 100x for both variants and flanking regions (<xref ref-type="fig" rid="F1">Figure 1A</xref>), providing acceptable reliability to the sequence. The heterozygote status of the patient was confirmed by standard Sanger sequencing using appropriate primers (see supplementary material). Parents did not show these genetic variations (MPS and Sanger sequencing). Additionally, both variants in the patient were always found in the DNA simultaneously in the same reads of the patient (<xref ref-type="fig" rid="F1">Figure 1A</xref>), indicating that they occurred <italic>in cis</italic> (i.e., on the same chromosome). It was not possible to assign the maternal/paternal origin of the haplotype phase, given the short reads of the NGS technique and the lack of informative variants in the vicinity of the pathogenic variants. True paternity in the trio was confirmed with the exome data using a panel of 22 synonymous single nucleotide polymorphisms (SNPs) designed to track samples&#x2019; origin and paternity identification (<xref ref-type="bibr" rid="B29">Huang et al., 2024</xref>). Such SNPs showed high depth and quality, yielding a combined paternity index of 14,498 and a probability of paternity W &#x3d; 0.999,931 in the case-parent trio. Population frequencies of SNPs involved in CPI and W calculations were retrieved from genotypes of the MEGA-Illumina array (<ext-link ext-link-type="uri" xlink:href="http://www.illumina.com/">www.illumina.com</ext-link>) in the Chilean study &#x201c;Growth and Obesity cohort study&#x201d; (<xref ref-type="bibr" rid="B36">Miranda et al., 2024</xref>). See <xref ref-type="sec" rid="s11">Supplement Tables S1, S2</xref> for features of SNPs used in paternity analysis and calculation of parentage statistics.</p>
<p>In mendelian inheritance models, true heterozygous inherited variants must fit a theoretical allelic proportion of 50% (percentage of variant reads from the total number of sequencing reads). In the present case, these percentages were 44% for c.1441T &#x3e; C (p.Y481H) and 41% for c.1458G &#x3e; T (p.K486N) (<xref ref-type="fig" rid="F1">Figure 1A</xref>), which are slightly lower than the expected 50%. However, it has been reported that such a percentage may vary from 35% to 65% (mean &#xb1;2 standard deviations) of true inherited heterozygous variants, as estimated from whole-genome sequencing (NGS) techniques (<xref ref-type="bibr" rid="B1">Acuna-Hidalgo et al., 2015</xref>). An exact binomial test to evaluate the null hypothesis of an expected proportion of 50% was carried out using the command <italic>bitesti</italic> in STATA 17.0). This test yielded a <italic>p</italic>-value of 0.25 (rs57747780; p.Tyr481His) and 0.07 (rs59981161; p.Lys486Asn). Then, there is no statistical evidence to discard the hypothesis of true heterozygous status (50% proportion) in the affected case. Taken together, our exome sequencing results (<xref ref-type="fig" rid="F1">Figure 1A</xref>) combined with the typical pattern of heterozygosity shown by Sanger sequencing (<xref ref-type="fig" rid="F1">Figure 1B</xref>) led us to propose that the variants present in this patient originated in a germline <italic>de novo</italic> mutation in the <italic>LMNA</italic> gene in a single chromosome, with no evidence of mosaicism.</p>
</sec>
<sec id="s3-2">
<title>Bioinformatic prediction and homology analysis of lamin A/C variants</title>
<p>
<xref ref-type="table" rid="T2">Table 2</xref> shows the bioinformatic analysis of the functional effects of p.Y481H and p.K486N according to different prediction algorithms supporting the prediction of deleterious functional effects of both variants, especially for the p.Y481H gene variant. Homology analysis showed high conservation in the amino acid and DNA sequences around the reported mutations across different species (<xref ref-type="bibr" rid="B32">Kitaguchi et al., 2001</xref>; <xref ref-type="bibr" rid="B48">Shackleton et al., 2000</xref>). We generated a logo plot to visualize the DNA and amino acid sequence conservation using <italic>LMNA</italic> orthologue alignments of 245 species retrieved from the Ensembl genome browse 112 (<xref ref-type="sec" rid="s11">Supplement Figure S1</xref>). The 100-vertebrates&#x2019; basewise conservation score was calculated by PhyloP, yielding a score of 7.62 for rs57747780 and 2.26 for rs59981161. A positive PhyloP score indicates evolutionary conservation, with the absolute values score representing the -log <italic>p</italic>-values under a null hypothesis of neutral evolution (<xref ref-type="sec" rid="s11">Supplement Figure S2</xref>). Additionally, Bayesian modeling yielded conservation scores with the CONSURF software: the amino acid conservation score for LMNA_481Y was &#x2212;0.39 (95%CI: &#x2212;0.661, &#x2212;0.149) while the score of 486K was - 0.373 (95%CI: &#x2212;0.661, &#x2212;0.250), both corresponding to a grade six of conservation in a scale from 1 (less conserved) to 9 (most conserved) (<xref ref-type="sec" rid="s11">Supplement Figure S3</xref>). Finally, we also used a pathogenicity predictor based on evolutionary variation across species (EVE score of 0, the most benign; 1: the most pathogenic), yielding a score of 0.642 for Y481H (classified as pathogenic) and a score of 0.503 for K486N (classified as uncertain) (<xref ref-type="bibr" rid="B34">Lindquist et al., 2022</xref>; <xref ref-type="bibr" rid="B25">Frazer et al., 2021</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Scores of functional effect prediction of p.Y481H and p.K486N mutations in the <italic>LMNA</italic> gene.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">
<italic>LMNA</italic> p.Y481H</th>
<th align="center">
<italic>LMNA</italic> p.K486N</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Alphamissense</td>
<td align="center">0.985</td>
<td align="center">0.986</td>
</tr>
<tr>
<td align="left">SIFT</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Polyphen-2</td>
<td align="center">1</td>
<td align="center">0.77</td>
</tr>
<tr>
<td align="left">CADD</td>
<td align="center">32</td>
<td align="center">24</td>
</tr>
<tr>
<td align="left">REVEL</td>
<td align="center">0.982</td>
<td align="center">0.639</td>
</tr>
<tr>
<td align="left">MetaLR</td>
<td align="center">0.979</td>
<td align="center">0.893</td>
</tr>
<tr>
<td align="left">MutationAssessor</td>
<td align="center">0.938</td>
<td align="center">0.433</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>For Alphamissense, the score indicates the predicted probability of the variant being pathogenic (both classified as &#x201c;likely pathogenic&#x201d;). In SIFT, a score &#x3c;0.05 indicated &#x201c;deleterious&#x201d; (range: 0&#x2013;1). For Polyphen-2, a score &#x3e;0.95 indicated &#x201c;probably damaging&#x201d;, while scores from 0.45 to 0.9 indicated &#x201c;possibly damaging&#x201d; (range: 0&#x2013;1). For CADD, variants with scores &#x3e;30 are predicted to be the 0.1% most deleterious substitutions in the human genome, while a score &#x3e;20 indicates the 1% most deleterious. For REVEL, scores &#x3e;0.5 were classified as &#x201c;likely disease-causing&#x201d;. For MetaLR and MutationAssessor, scores near 1 were considered &#x201c;damaging&#x201d; or &#x201c;deleterious&#x201d; (range: 0&#x2013;1). Predictions based on proteins from the ENST00000368300.9 transcript. For more information, see <ext-link ext-link-type="uri" xlink:href="http://genetics.bwh.harvard.edu/pph2/">http://genetics.bwh.harvard.edu/pph2/</ext-link>, <ext-link ext-link-type="uri" xlink:href="https://alphamissense.hegelab.org/">https://alphamissense.hegelab.org/</ext-link> and <ext-link ext-link-type="uri" xlink:href="https://www.ensembl.org/">https://www.ensembl.org/</ext-link>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-3">
<title>Molecular modeling and dynamics simulation of lamin A/C mutants</title>
<p>The Ig-like domain of human lamin A/C (PDB id 1IVT, residues 428&#x2013;549) was used as a starting point for the molecular modeling the p.Y481H and p.K486N variants, as well as for the more frequent pathogenic variants p.R482Q and p.R482W (see supplementary material for methods on molecular modeling and dynamic simulations). Analysis of wild-type and mutated lamins A/C showed that the wild-type Y481 and K486 residues are close within the domain&#x2019;s three-dimensional conformation, with K486 being highly solvent-exposed and Y481 located centrally within the hydrophobic core, surrounded by aromatic and hydrophobic residues such as W467, F483, I497, and W514 (<xref ref-type="fig" rid="F2">Figure 2A</xref>). Root-mean-square deviation (RMSD) analysis across the simulation period revealed enhanced flexibility in the double mutant compared to both the wild-type and single mutant forms, suggesting increased molecular mobility due to the pathogenic variants (<xref ref-type="fig" rid="F2">Figure 2B</xref>). On the other hand, root-mean-square fluctuation (RMSF) analysis revealed that the loop region spanning residues 500&#x2013;520 was the most flexible segment across all the mutant and wild-type protein variants (<xref ref-type="fig" rid="F2">Figure 2C</xref>). The double mutant Y481H/K486N exhibited significant structural changes compared to the wild type and single mutants (Y481H and K486N). The radius of gyration (RoG) analysis showed that double mutant had a substantially higher RoG than wild type (<italic>p</italic> &#x3c; 0.01), indicating a more expanded and less compact protein structure (<xref ref-type="fig" rid="F2">Figure 2D</xref>). This increase was greater than the observed in the single mutants and was comparable to the positive pathogenic controls R482W and R482Q, previously associated with lipodystrophy. At the protein level, solvent-accessible surface area (SASA) measurements revealed that the double mutant had a significantly higher SASA than the wild-type (<italic>p</italic> &#x3c; 0.01), suggesting increased solvent exposure and potential destabilization. This effect was more pronounced than in the single mutants and aligned closely with the positive controls. We performed residue-level SASA analysis focusing on residues 481, 482, and 486. At residue 481, the double mutant showed a significant increase in SASA compared to both wild-type and the Y481H single mutant, indicating compounded destabilization at the mutation site. Residue 482, although preserved in the Y481H/K486N double mutant, displayed increased solvent exposure, suggesting an indirect structural perturbation due to the double mutation. At residue 486, the Y481H/K486N double mutant showed a higher SASA than both the wild-type and the K486N single mutant, highlighting enhanced destabilization at this site (<xref ref-type="fig" rid="F2">Figure 2E</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Molecular dynamics simulations of lamin A/C variants <bold>(A)</bold> Structural mapping of the p.Y481H and p.K486N mutations and other relevant residues on the crystal structure of wild-type (WT) lamin A/C protein (PDB ID: 1IVT). The 500&#x2013;520 loop is shown in green. <bold>(B)</bold> Comparative root-mean-square deviation (RMSD) throughout the simulation for the &#x3b1;-carbon backbone atoms of the wild-type and mutated lamin A/C variants, indicating changes in protein stability. <bold>(C)</bold> Root-mean-square fluctuation (RMSF) analysis of the &#x3b1;-carbon atoms, reflecting the localized flexibility within the wild-type and mutant lamin A/C structures. <bold>(D)</bold> Radius of gyration (RoG) profiles for both the wild-type and mutant lamin A/C variants, showing the compactness of the protein structures during the simulation. <bold>(E)</bold> Solvent accessible surface area (SASA) measurements for wild-type and mutated lamin A/C, including a detailed comparison at the residue level, to assess changes in surface properties due to mutation. The box plots depict the minimum and maximum values (whiskers), the upper and lower quartiles, and the median. The length of the box represents the interquartile range. One-way ANOVA followed by Bonferroni&#x2019;s multiple comparisons test was performed using GraphPad Prism version 10.3.1 (GraphPad Software Inc.). A <italic>p</italic>-value less than 0.05 was considered to indicate statistical significance (n &#x3d; 500 frames corresponding to the last 50&#xa0;ns of the production simulation).</p>
</caption>
<graphic xlink:href="fgene-15-1468878-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Herein, we report two concurrent <italic>de novo</italic> missense pathogenic variants within the <italic>LMNA</italic> gene (p.Y481H and p.K486N) in a patient with partial lipodystrophy. These represent a novel and intriguing genetic alteration that underscores the genetic complexity and diversity contributing to laminopathies. To the best of our knowledge, this is the first case of partial lipodystrophy syndromes of genetic origin caused by multiple simultaneous <italic>de novo</italic> pathogenic variants within the same gene. The pathogenicity of p.Y481H and p.K486N variants in the <italic>LMNA</italic> gene found in our study is supported by previous functional analysis (<xref ref-type="bibr" rid="B53">Vasandani et al., 2022</xref>) and our molecular modeling and DNA evolutionary analysis. It has been proposed that <italic>LMNA</italic> pathogenic variants cause partial lipodystrophy phenotypes via a) disruption of the structural integrity of the nuclear lamina, with special intensity in tissues exposed to frequent mechanical forces (such as muscle of limbs), and b) distortion of gene expression and chromatin organization, leading to multisystem damage, including FPLD phenotype (<xref ref-type="bibr" rid="B56">Xiao et al., 2023</xref>).</p>
<p>From a clinical perspective, our patient showed marked limb lipoatrophy with preserved adipose tissue in the face, neck, and trunk. Metabolic abnormalities included severe insulin resistance, hypertriglyceridemia, low HDL cholesterol, and fatty liver. DXA analysis revealed A/G, trunk/limb, and trunk/leg ratios indicating fat accumulation in the trunk relative to the limbs and a tendency toward central adiposity, all of which features of Dunnigan-type lipodystrophy. In contrast to patients with CGL, our patient had no glycemic disorders or hyperphagia, likely because of her remaining circulating leptin levels. Leptin deficiency seems to be the single most important determinant of the severity of metabolic abnormalities in patients with lipodystrophy and the main predictor of the clinical response to metreleptin therapy (<xref ref-type="bibr" rid="B40">Oral et al., 2019</xref>). <italic>LMNA</italic> p.R482X variants are the commonest cause of FPLD2 (<xref ref-type="bibr" rid="B5">Akinci et al., 2019</xref>), and their typical presentation includes limb lipoatrophy combined with preserved or excessive adiposity in the face, neck, interscapular space, intra-abdominal, and vulva. Patients with less frequent <italic>LMNA</italic> variants (p.R644C, p.R582H, p.R582C, p.T528M, p.N466D, p.D47N, p.R471G) are referred to as having an &#x201c;atypical&#x201d; FPLD and show a milder phenotype (<xref ref-type="bibr" rid="B22">Fernandez-Pombo et al., 2023a</xref>; <xref ref-type="bibr" rid="B7">Ara&#xfa;jo-Vilar et al., 2021</xref>). Although we did not find reports on the clinical presentation of patients with FPLD2 due to the <italic>LMNA</italic> variants Y481H and K486N, it resembles classical FPLD2 due to p.R482 variants. This phenotypical similarity is in line with the structural consequences that we found in the molecular modeling between the double mutant <italic>LMNA</italic> Y481H/K486N and classical R482Q and R482W variants.</p>
<p>Although FPLD is typically attributed to single causative mutations, combined alterations such as those found in patients with compound heterozygous mutations in the <italic>LMNA</italic> gene, underscore the complex genotype/phenotype relationships in laminopathies. For example, patients with FPLD that simultaneously carries LMNA p.S583L and p.T528M mutations showed a much more severe lipoatrophy than those harboring LMNA p.S583L only, while carriers of p.T528M variant do show not lipodystrophy at all (<xref ref-type="bibr" rid="B45">Savage et al., 2004</xref>).</p>
<p>Missense gene variants in the lamin A/C C-terminal end as well as pathogenic variants in the Ig domain (amino acid positions 430&#x2013;545) that prevent appropriate protein folding and stability have been associated with muscular dystrophies and lipodystrophies (<xref ref-type="bibr" rid="B19">Dhe-Paganon et al., 2002</xref>; <xref ref-type="bibr" rid="B33">Krimm et al., 2002</xref>; <xref ref-type="bibr" rid="B41">O&#x308;stlund et al., 2001</xref>; <xref ref-type="bibr" rid="B46">Scharner et al., 2014</xref>). <italic>LMNA</italic> p.Y481H was first found in a Japanese patient with juvenile-onset proximal muscle weakness who belonged to a large family with multiple relatives affected by cardiac arrhythmias, suggesting an autosomal dominant pattern of inheritance (<xref ref-type="bibr" rid="B32">Kitaguchi et al., 2001</xref>). This disease was initially termed limb-girdle muscular dystrophy type 1B (LGMD1B) and subsequently renamed as Emery-Dreifuss muscular dystrophy 2 (EDMD2) (<xref ref-type="bibr" rid="B52">Straub et al., 2018</xref>). Interestingly, p.R482Q was reported in Emery-Dreifuss muscular dystrophy type 3 (OMIM: &#x23;616516) (<xref ref-type="bibr" rid="B55">Wiltshire et al., 2013</xref>), and in five Canadian probands affected with FPLD2 (OMIM: &#x23; 151660) (<xref ref-type="bibr" rid="B11">Cao and Hegele, 2000</xref>). Inherited disease-causing pathogenic variants in heterozygosity in the <italic>LMNA</italic> gene were detected for FPLD2 by positional cloning and identified in a tight cluster in different families as p.R482W, p.R482Q, p.R482L and p.K486N18. However, all the pathogenic variants reported until now were found individually across different families. In contrast, the case reported herein shows two simultaneous <italic>de novo</italic> mutations in the <italic>LMNA</italic> gene in cis (p.Y481H and p.K486N). The concurrence of these double <italic>de novo</italic> pathogenic variants represents a new genetic finding in FPLD2.</p>
<p>Both p.Y481H and p.K486N were previously evaluated through <italic>in vitro</italic> functional assays. The functional effect of p.Y481H was also assessed in HEK293 cells, which showed misfolding of lamin A with no protein aggregation (<xref ref-type="bibr" rid="B6">Anderson et al., 2021</xref>). <italic>In vitro</italic> analysis of p.K486N showed reduced interaction between the lamin A tail and its major posttranslational modifier ubiquitin-like modifier-1 (encoded by <italic>SUMO1</italic> gene) in Cos-7 cells (<xref ref-type="bibr" rid="B6">Anderson et al., 2021</xref>; <xref ref-type="bibr" rid="B50">Simon et al., 2013</xref>). Our dynamic simulation analyses suggest that p.Y481H and p.K486N, individually or combined, decrease the structural stability of the lamin A/C Ig-like domain, supporting the hypothesis that such variants compromise lamin A/C function and possibly the structural integrity of the nuclear lamina. Our findings suggest that the double mutation Y481H/K486N induces significant structural alterations in the protein, exceeding the effects of isolated single mutations. Increased RoG indicates a less compact and more expanded protein conformation, while elevated SASA at both protein and residue levels suggests enhanced solvent exposure and potential destabilization of the protein structure. The similarity of these structural changes to those observed in the pathogenic controls R482W and R482Q, also associated with FPLD, suggests that the double mutant Y481H/K486N reported herein has pathogenic implications.</p>
<p>The 500&#x2013;520 loop plays a crucial role in maintaining the structural integrity and functional capacity of the Ig-like fold within the tail domain of lamin A/C. This region supports key interactions necessary for lamin polymerization and its association with nuclear components, including chromatin (<xref ref-type="bibr" rid="B35">Magracheva et al., 2009</xref>). Specifically, Pro508 is part of a groove essential for disulfide bond involving Cys522, which is critical for lamin A/C dimerization, which is necessary for the structural integrity of lamin A/C and its interaction with nuclear components (<xref ref-type="bibr" rid="B3">Ahn et al., 2022</xref>). In addition to its structural role, the 500&#x2013;520 loop contributes indirectly to DNA binding and chromatin interactions by stabilizing the protein&#x2019;s architecture. This domain has been shown to participate in DNA binding, and residues such as Lys515, Thr519, and Gln517 are key for interacting with DNA (<xref ref-type="bibr" rid="B51">Stierl&#xe9; et al., 2003</xref>; <xref ref-type="bibr" rid="B31">Khromova et al., 2019</xref>). Therefore, disruption or mutations in this loop can compromise these interactions, leading to structural defects in the nuclear lamina and the onset of laminopathies, such as FPLD. Our results suggest that the Y481H and K486N mutations synergistically exacerbate structural destabilization, which could contribute to disease phenotypes (<xref ref-type="bibr" rid="B33">Krimm et al., 2002</xref>; <xref ref-type="bibr" rid="B35">Magracheva et al., 2009</xref>; <xref ref-type="bibr" rid="B9">Bidault et al., 2013</xref>). While bioinformatic functional prediction algorithms also support this conclusion, further functional studies are warranted to explore the biological implications of these structural changes.</p>
<p>
<italic>De novo</italic> somatic or germline pathogenic variants are a wide category of genetic variations distinct from inherited variants occurring during gametogenesis and post-zygotically (<xref ref-type="bibr" rid="B2">Acuna-Hidalgo et al., 2016</xref>; <xref ref-type="bibr" rid="B37">Mohiuddin et al., 2022</xref>). Approximately 6.5% of <italic>de novo</italic> variants are not germline, while mosaics may occur post-zygotically derived from low-level mosaicism already present in parents (<xref ref-type="bibr" rid="B1">Acuna-Hidalgo et al., 2015</xref>). Our analysis suggests that both p.Y481H and p.K486N in the <italic>LMNA</italic> gene are germline <italic>de novo</italic> pathogenic variants with no mosaicism. The estimated single-nucleotide variant (SNV) mutation rate in humans leading to <italic>de novo</italic> variants is estimated to be &#x223c;1.2 &#xd7; 10<sup>&#x2212;8</sup> mutations per position per haploid genome, yielding approximately 70 new mutations in the diploid human genome, with only 1 or 2 mutations occurring within the exome (<xref ref-type="bibr" rid="B8">Besenbacher et al., 2016</xref>). On a megabase scale, germline mutation rates are determined by the parental age at conception, sequence context, methylation status, accessibility of the global DNA repair machinery, compaction of heterochromatin, and replication timing (<xref ref-type="bibr" rid="B8">Besenbacher et al., 2016</xref>; <xref ref-type="bibr" rid="B28">Gonzalez-Perez et al., 2019</xref>; <xref ref-type="bibr" rid="B47">S&#xe9;gurel et al., 2014</xref>). Interestingly, late-replicating <italic>loci</italic> are typically clustered in heterochromatin and localize to the nuclear periphery, accumulating more germline and somatic mutations compared to early-replication <italic>loci</italic>, which are located near the nucleus center (<xref ref-type="bibr" rid="B28">Gonzalez-Perez et al., 2019</xref>; <xref ref-type="bibr" rid="B21">Du et al., 2019</xref>). Additional factors defining chromatin features (nucleosomes, transcription factors, and gene structure) are also important determinants of <italic>de novo</italic> germline mutations (<xref ref-type="bibr" rid="B28">Gonzalez-Perez et al., 2019</xref>). In this evolutionary context, hypermutability events within a gene may represent a mechanism with the potential to generate multiple pathogenic gene variants (<xref ref-type="bibr" rid="B18">Crow, 1997</xref>). Multiple closely spaced inherited and <italic>de novo</italic> pathogenic variants separated by &#x3c;100 nucleotides have been reported (<xref ref-type="bibr" rid="B13">Chen et al., 2009</xref>) and referred as &#x201c;mutational clusters&#x201d; as opposed to multiple mutational events occurring in the same genome location in different individuals (referred to as &#x201c;mutational hotspots&#x201d;) (<xref ref-type="bibr" rid="B2">Acuna-Hidalgo et al., 2016</xref>).</p>
<p>Although single <italic>de novo</italic> pathogenic variants have been previously reported in two patients with a neonatal-onset type of lipodystrophy (<xref ref-type="bibr" rid="B26">Garg, 2011</xref>), the case described herein is appealing from a genetic standpoint because it occurs with two <italic>de novo</italic> pathogenic variants separated by only 17 nucleotides within exon 8 of the <italic>LMNA</italic> gene (5&#xa0;amino acid residues in the lamin A/C protein). The generation of <italic>de novo</italic> variants may occur either as independent events or in clusters close to each other more frequently than expected by chance. Approximately 3% of human <italic>de novo</italic> single nucleotide variants are part of multinucleotide regions spanning a median distance of 525&#xa0;bp (<xref ref-type="bibr" rid="B8">Besenbacher et al., 2016</xref>). A case of Ullrich congenital muscular dystrophy caused by two <italic>de novo</italic> pathogenic variants <italic>in cis</italic> (27 nucleotides apart) within the <italic>COL6A3</italic> gene was recently reported (<xref ref-type="bibr" rid="B49">Shimomura et al., 2019</xref>). <italic>De novo</italic> pathogenic variants can be involved in multiple diseases and are, on average, more deleterious than inherited genetic variations (<xref ref-type="bibr" rid="B54">Veltman and Brunner, 2012</xref>). Interestingly, multiple <italic>de novo</italic> missense mutations have also been reported in oncogenes of cancer patients&#x2019; tumors (<xref ref-type="bibr" rid="B43">Saito et al., 2021</xref>).</p>
<p>In summary, herein we describe the clinical and genetic characteristics of a patient with partial lipodystrophy due to two simultaneous <italic>de novo</italic> missense pathogenic variants <italic>in cis</italic> located in exon 8 of the <italic>LMNA</italic> gene: p.Y481H and p.K486N. Both variants were previously but independently and separately reported in muscle dystrophies and partial lipodystrophies and were causally related to lamin A/C dysfunction through <italic>in vitro</italic> studies. Molecular dynamics simulations provide additional insights into how these specific pathogenic variants may lead to structural instability of the lamin A/C Ig-like domain. Importantly, the clinical presentation of our patient does not correspond to the classic form of acquired partial lipodystrophy (Barraquer-Simmonds syndrome), whose etiopathogenesis remains unknown; and thus we propose to refer to this case as sporadic partial lipodystrophy of genetic origin. This sporadic form of disease caused by multiple <italic>de novo</italic> pathogenic variants expands the genetic and phenotypic spectrum of partial lipodystrophy syndromes and laminopathies.</p>
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<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The data presented in this study are deposited in the UC Research Data Repository <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.60525/04teye511/XGXOW5">https://doi.org/10.60525/04teye511/XGXOW5</ext-link>.</p>
</sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Comit&#xe9; &#xc9;tico Cient&#xed;fico de Ciencias de la Salud. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. 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>JS: Conceptualization, Formal Analysis, Investigation, Writing&#x2013;original draft, Methodology, Software, Supervision, Writing&#x2013;review and editing, Data curation. JM: Data curation, Formal Analysis, Methodology, Software, Writing&#x2013;review and editing, Writing&#x2013;original draft. CL: Data curation, Formal Analysis, Methodology, Writing&#x2013;review and editing, Writing&#x2013;original draft. VC: Conceptualization, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing&#x2013;original draft, Validation, Writing&#x2013;review and editing.</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, authorship, and/or publication of this article. This research is supported by FONDECYT 1221146, Anillo ACT210039 and Fondequip EQM230130 to VC. JLS acknowledges the support from FONDECYT 1150416. CFL acknowledges support from Centro Basal Ciencia and Vida, FB210008/ANID. Powered@NLHPC: This research was partially supported by the supercomputing infrastructure of the NLHPC (CCSS210001). Genotyping of Chilean ECO participants for allele frequencies was performed at the Spanish National Cancer Research Centre in the Human Genotyping lab, a member of CeGen, PRB3, and supported by grant PT17/0019, of the PE I &#x2b; D &#x2b; i 2013&#x2013;2016, funded by ISCIII and ERDF.</p>
</sec>
<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="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2024.1468878/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2024.1468878/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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