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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2025.1661747</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Proteomic analysis of nemaline myopathy in infants reveals distinct common dysregulated proteins and cellular pathways</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hedberg-Oldfors</surname>
<given-names>Carola</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Bedir</surname>
<given-names>Ali Zeki</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Visuttijai</surname>
<given-names>Kittichate</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Michael</surname>
<given-names>Eva</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3148993/overview"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Oldfors</surname>
<given-names>Anders</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Laboratory Medicine, University of Gothenburg</institution>, <addr-line>Gothenburg</addr-line>, <country>Sweden</country></aff>
<aff id="aff2"><sup>2</sup><institution>Cizre State Hospital</institution>, <addr-line>Sirnak</addr-line>, <country>T&#x00FC;rkiye</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Pediatrics, University of Gothenburg</institution>, <addr-line>Gothenburg</addr-line>, <country>Sweden</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0003">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/209741/overview">Gabriele Siciliano</ext-link>, University of Pisa, Italy</p>
</fn>
<fn fn-type="edited-by" id="fn0004">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/606907/overview">Chiara Fiorillo</ext-link>, University of Genoa, Italy</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/835614/overview">Andreas Roos</ext-link>, Universit&#x00E4;tsklinikum Essen, Germany</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1277001/overview">Jenni Laitila</ext-link>, University of Helsinki, Finland</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Anders Oldfors, <email>anders.oldfors@gu.se</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1661747</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Hedberg-Oldfors, Bedir, Visuttijai, Michael and Oldfors.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Hedberg-Oldfors, Bedir, Visuttijai, Michael and Oldfors</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 id="sec1">
<title>Background</title>
<p>Nemaline myopathy is a rare congenital muscle disorder characterized by the presence of nemaline rods, protein aggregates, in muscle fibers. Pathogenic variants in several genes, most commonly <italic>NEB</italic> and <italic>ACTA1</italic>, which encode thin filament proteins of the sarcomere, have been implicated in its etiology. Currently, there is no cure for nemaline myopathy, underscoring the need to identify disease-modifying targets for therapeutic development.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>In this study, we employed quantitative nanoscale liquid chromatography&#x2013;tandem mass spectrometry (LC-MS<sup>3</sup>) with labeled protein analysis on muscle tissue from five normal controls and seven infants diagnosed with nemaline myopathy due to <italic>NEB</italic> or <italic>ACTA1</italic> pathogenic variants.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>We identified and quantified 4,846 proteins across all samples, with 183 proteins showing significant dysregulation. Protein&#x2013;protein interaction analysis revealed nine upregulated, muscle-specific proteins: NRAP, FBXO40, TRIM63, TRIM54, ALPK3, XIRP1, ANKRD2, LMOD2, and CSRP3. Further pathway analysis indicated upregulation of protein synthesis and proteasomal degradation processes, alongside downregulation of glycolysis. Notably, the dysregulated proteins and pathways were consistent across both genetic subtypes, suggesting shared molecular mechanisms underlying the disease.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>This proteomic profiling study has identified key dysregulated proteins and pathways in infantile nemaline myopathy. These findings advance our understanding of the disease&#x2019;s molecular basis and highlight candidate targets for future therapeutic intervention.</p>
</sec>
</abstract>
<kwd-group>
<kwd>nemaline myopathy</kwd>
<kwd>pathology</kwd>
<kwd>proteomics</kwd>
<kwd>dysregulated proteins</kwd>
<kwd>proteinsynthesis</kwd>
<kwd>protein degradation</kwd>
<kwd>glycolysis</kwd>
</kwd-group>
<counts>
<fig-count count="9"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="40"/>
<page-count count="12"/>
<word-count count="6405"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neuromuscular Disorders and Peripheral Neuropathies</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Nemaline myopathy is one of the most common forms of congenital myopathy and is characterized by the presence of numerous small protein aggregates named nemaline rods in the muscle fibers (<xref ref-type="bibr" rid="ref1">1</xref>). Nemaline myopathies have traditionally been classified into different types based on their clinical presentation (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>). At least 12 different genes have been associated with nemaline myopathy, <italic>NEB</italic> encoding nebulin and <italic>ACTA1</italic> encoding alpha-actin are the most prevalent (<xref ref-type="bibr" rid="ref4">4</xref>). Nemaline myopathy caused by pathogenic <italic>NEB</italic> variants usually show recessive inheritance while <italic>ACTA1</italic> associated nemaline myopathy is usually caused by dominant, mostly <italic>de novo</italic>, variants (<xref ref-type="bibr" rid="ref3">3</xref>). All nemaline myopathies seem to be associated with proteins involved in the structure and function of the thin filaments of the sarcomere (<xref ref-type="bibr" rid="ref3">3</xref>). In spite of the many genes involved there are morphological similarities with regard to the common pathological hallmark, the nemaline rods, but there are also differences with regard to fiber type composition, severity of morphological changes as well as age-related changes (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>). Currently, there are no therapies available for nemaline myopathy. Proteomic analysis of affected muscle tissue is an emerging research field that may, together with genomics, help identify dysregulated proteins and protein networks to reveal pathobiological mechanisms, novel biomarkers, and identify potential therapeutic interventions in neuromuscular disorders (<xref ref-type="bibr" rid="ref7">7</xref>). In this study, we used a proteomic approach to identify dysregulated proteins and altered cellular pathways in muscle at infancy of the two major genetic forms of nemaline myopathy with similar clinical phenotype and muscle biopsy histopathology. This work identified several dysregulated proteins, which are potential targets to treat nemaline myopathy.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Material</title>
<p>Muscle biopsy specimens from seven infant patients diagnosed with intermediate congenital nemaline myopathy (<xref ref-type="bibr" rid="ref2">2</xref>) were included in this study (<xref ref-type="table" rid="tab1">Table 1</xref>). The mean age of the patients at biopsy was 5.4&#x202F;months (range, 2&#x2013;19&#x202F;months). Three patients had <italic>de novo</italic> dominant <italic>ACTA1</italic> variants, and 4 patients were compound heterozygous for <italic>NEB</italic> variants (<xref ref-type="table" rid="tab1">Table 1</xref>). Skeletal muscle controls included individuals with normal muscle biopsies who had been investigated for a possible mitochondrial disease, but in whom the clinical, biochemical and pathological investigations excluded muscle disease. The mean age of the controls at biopsy was 3.6&#x202F;months (range, 1&#x2013;9&#x202F;months).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Genetic information for the patients included in this study.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Patients</th>
<th align="center" valign="top">Gene</th>
<th align="center" valign="top">DNA change</th>
<th align="center" valign="top">Amino acid change</th>
<th align="center" valign="top">Inheritance<sup>#</sup></th>
<th align="center" valign="top">gnomAD Allele count</th>
<th align="center" valign="top">CADD score</th>
<th align="center" valign="top">Clin-Var</th>
<th align="center" valign="top">HGMD</th>
<th align="center" valign="top">Reported&#x002A;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">P1</td>
<td align="center" valign="top">ACTA1</td>
<td align="center" valign="top">c.809G&#x202F;&#x003E;&#x202F;A</td>
<td align="center" valign="top">p. Gly270Asp</td>
<td align="center" valign="top">AD (het)<break/>De novo</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">P/LP</td>
<td align="center" valign="top">DM (6)</td>
<td align="center" valign="top">(6)</td>
</tr>
<tr>
<td align="left" valign="top">P2</td>
<td align="center" valign="top">ACTA1</td>
<td align="center" valign="top">c.1123A&#x202F;&#x003E;&#x202F;G</td>
<td align="center" valign="top">p. Lys375Glu</td>
<td align="center" valign="top">AD (het)<break/>De novo</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">LP</td>
<td align="center" valign="top">DM (6)</td>
<td align="center" valign="top">(6)</td>
</tr>
<tr>
<td align="left" valign="top">P3</td>
<td align="center" valign="top">ACTA1</td>
<td align="center" valign="top">c.553C&#x202F;&#x003E;&#x202F;A</td>
<td align="center" valign="top">p. Arg185Ser</td>
<td align="center" valign="top">AD (het)<break/>De novo</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">P/LP</td>
<td align="center" valign="top">DM (<xref ref-type="bibr" rid="ref37">37</xref>)</td>
<td align="center" valign="top">This paper</td>
</tr>
<tr>
<td align="left" valign="top">P4</td>
<td align="center" valign="top">NEB</td>
<td align="center" valign="top">c.20001C&#x202F;&#x003E;&#x202F;G<break/>c.24502_24503dupTT</td>
<td align="center" valign="top">p. Asp6667Glu<break/>p. Leu8168fs&#x002A;13</td>
<td align="center" valign="top">AR<break/>Comp. het</td>
<td align="center" valign="top">0<break/>0</td>
<td align="center" valign="top">23.7<break/>-</td>
<td align="center" valign="top">-<break/>P</td>
<td align="center" valign="top">-<break/>-</td>
<td align="center" valign="top">This paper</td>
</tr>
<tr>
<td align="left" valign="top">P5</td>
<td align="center" valign="top">NEB</td>
<td align="center" valign="top">c.23140C&#x202F;&#x003E;&#x202F;T<break/>c.25183C&#x202F;&#x003E;&#x202F;T</td>
<td align="center" valign="top">p. Arg7749&#x002A;<break/>p. Arg8430&#x002A;</td>
<td align="center" valign="top">AR<break/>Comp. het</td>
<td align="center" valign="top">2/1599508<break/>4/1609356</td>
<td align="center" valign="top">52<break/>51</td>
<td align="center" valign="top">P<break/>P/LP</td>
<td align="center" valign="top">DM (<xref ref-type="bibr" rid="ref38">38</xref>)<break/>DM?</td>
<td align="center" valign="top">This paper</td>
</tr>
<tr>
<td align="left" valign="top">P6</td>
<td align="center" valign="top">NEB</td>
<td align="center" valign="top">c.4300-3C&#x202F;&#x003E;&#x202F;A<break/>c.6937C&#x202F;&#x003E;&#x202F;T</td>
<td align="center" valign="top">Splice? p.(?)<break/>p. Arg2313&#x002A;</td>
<td align="center" valign="top">AR<break/>Comp. het</td>
<td align="center" valign="top">0<break/>0</td>
<td align="center" valign="top">-<break/>-</td>
<td align="center" valign="top">-<break/>P</td>
<td align="center" valign="top">-<break/>DM (<xref ref-type="bibr" rid="ref39">39</xref>)</td>
<td align="center" valign="top">This paper</td>
</tr>
<tr>
<td align="left" valign="top">P7</td>
<td align="center" valign="top">NEB</td>
<td align="center" valign="top">c.3255&#x202F;+&#x202F;1G&#x202F;&#x003E;&#x202F;T<break/>c.9859C&#x202F;&#x003E;&#x202F;T</td>
<td align="center" valign="top">Splice? p.(?)<break/>p. Gln3287&#x002A;</td>
<td align="center" valign="top">AR<break/>Comp. het</td>
<td align="center" valign="top">30/1343354<break/>0</td>
<td align="center" valign="top">33<break/>43</td>
<td align="center" valign="top">P/LP<break/>-</td>
<td align="center" valign="top">DM (<xref ref-type="bibr" rid="ref40">40</xref>)<break/>-</td>
<td align="center" valign="top">This paper</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>ACTA1, M_001100.4; NEB, NM_001271208.2; <sup>#</sup>, confirmed by segregation analysis; gnomAD version v4.1.0; HGMD, Human Mutation Database Professional 2025.1 (Qiagen); &#x002A; patients previously reported. P1-P7; patients 1&#x2013;7; AD; autosomal dominant, AR; autosomal recessive, het; heterozygous, Comp. het; compound heterozygous; P; Pathogenic, LP; Likely pathogenic, DM; disease causing.</p>
</table-wrap-foot>
</table-wrap>
<p>This study was conducted according to the Declaration of Helsinki and approved by the Swedish Ethical Review Authority, approval number 2022&#x2013;00026-01.</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Muscle biopsy and histopathological investigations</title>
<p>For histopathological investigations, open biopsy of the vastus lateralis muscle was performed. Specimens were mounted on cork plates and snap frozen in isopentane in liquid nitrogen. One specimen in each case was fixed in buffered glutaraldehyde for electron microscopy. Routine methods were applied for morphological and enzyme histochemical investigations (<xref ref-type="bibr" rid="ref8">8</xref>). Fiber typing was assessed by myofibrillar ATPase staining or myosin heavy chain immunohistochemistry (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>).</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Proteomic investigations</title>
<p>Skeletal muscle protein extracts from 7 patients and 5 normal controls were prepared from fresh frozen muscle biopsies. For quantitative analysis the proteins were labeled using TMTpro 18-plex isobaric mass tagging reagents (Thermo Fischer Scientific) and analyzed by nanoscale liquid chromatography&#x2013;tandem mass spectrometry (LC-MS<sup>3</sup>) according to details described in <xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>. Raw files were processed and analyzed with Proteome Discoverer against UniProt Swiss-Prot <italic>Homo Sapiens</italic> using Sequest as a search engine. The gene symbols are used throughout the manuscript to describe the encoded proteins. Protein data were partly analyzed with the software Omics Playground (BigOmicsAnalytics, v3.5.24) (<xref ref-type="bibr" rid="ref10">10</xref>). To identify differentially expressed proteins, the data was log2-transformed, and then, for each protein, log2 fold change (log2FC) and <italic>p</italic>-values were computed using Welch&#x2019;s t-test for patients versus controls. To control for multiple comparisons, the Benjamini-Hochberg method was used to adjust the p-values, and proteins with a false discovery rate (FDR) less than 0.05 were considered significant.</p>
<p>Pathways analysis and protein&#x2013;protein interaction analysis were performed by applying different search tools and web resources such as ProteoMap website<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> (<xref ref-type="bibr" rid="ref11">11</xref>) and STRING website<xref ref-type="fn" rid="fn0002"><sup>2</sup></xref> (<xref ref-type="bibr" rid="ref12">12</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec10">
<label>3</label>
<title>Results</title>
<sec id="sec11">
<label>3.1</label>
<title>Histopathological investigation</title>
<p>Histopathological investigation showed a similar pattern of nemaline myopathy in all cases, (<xref ref-type="fig" rid="fig1">Figures 1</xref>, <xref ref-type="fig" rid="fig2">2</xref>). Nemaline rods were seen in most fibers but mainly in small type 1 fibers. Both type 1 and type 2 fibers were present in all cases, with some variability of fiber type predominance, and also in different regions of the same biopsy. In addition to nemaline rods, other structural alterations of the myofibrils were also frequent.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Representative example of a muscle biopsy of a patient with nemaline myopathy caused by <italic>NEB</italic> variants. <bold>(A)</bold> There is an increased fiber size variability and the majority of fibers show nemaline rods, especially the small fibers (arrows), Gomori trichrome. <bold>(B)</bold> Immunofluorescence of myosin heavy chain isoforms (see Material and methods). The small fibers are type 1 fibers (blue) and the large fibers are type 2A fibers (green). No type 2X fibers (red) are present, compared with inset showing normal muscles. <bold>(C)</bold> Electron micrograph showing nemaline rods and disrupted myofibrils in the muscle fibers. <bold>(D)</bold> Electron micrograph showing glycogen accumulation (arrows) between myofibrils and nemaline rods in a muscle fiber.</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Microscopic images of cell structures. Panel A shows muscle fibers stained in blue with pink central nuclei. Panel B displays muscle fibers with shades of green and purple, labeled with numbers and includes a small inset labeled "Normal." Panel C is a grayscale image highlighting elongated cells with dense structures. Panel D shows a finer, detailed grayscale texture with scattered dark spots. Each panel includes a scale bar for size reference.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Representative example of a muscle biopsy of a patient with nemaline myopathy caused by an <italic>ACTA1</italic> variant. <bold>(A)</bold> There is an increased fiber size variability, and the majority of fibers show nemaline rods, Gomori trichrome. <bold>(B)</bold> Immunohistochemistray of myosin heavy chain fast type, showing presence of both type 1 (unstained) and type 2 (stained) fibers. <bold>(C)</bold> Electron micrograph showing nemaline rods in a muscle fiber.</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Panel A shows blue and purple stained cells under a microscope. Panel B displays brownish elongated cells on a light background. Panel C features a grayscale, high-resolution image of a textured structure with dark spots. Each panel includes a scale bar indicating size.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec12">
<label>3.2</label>
<title>Proteomic investigation</title>
<p>The proteomic profiling was performed using quantitative analysis based on nanoscale liquid chromatography coupled to tandem mass tag labeling (TMT) and tandem mass spectrometry (LC-MS<sup>3</sup>). From the basic analysis of the proteomic data, 4,846 proteins were identified in all samples and quantified, of which 183 proteins were significantly and differently expressed in the nemaline myopathy patients compared to the control group [adjusted <italic>p</italic>-value (FDR)&#x202F;&#x003C;&#x202F;0.05]: 112 proteins were increased and 71 were decreased (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table 1</xref>). Of the 183 proteins, 43 proteins were &#x003E; 2 times up- or down-regulated (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>The most significantly up-and down-regulated proteins.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Protein expression</th>
<th align="center" valign="top">Gene symbol</th>
<th align="center" valign="top">Protein accession</th>
<th align="left" valign="top">Description</th>
<th align="left" valign="top">log2FC</th>
<th align="left" valign="top">FDR</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="19">Up-regulated</td>
<td align="center" valign="top">ASXL2</td>
<td align="center" valign="top">Q76L83</td>
<td align="left" valign="top">ASXL transcriptional regulator 2</td>
<td align="center" valign="top">2.226</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">TRIM63</td>
<td align="center" valign="top">Q969Q1</td>
<td align="left" valign="top">tripartite motif containing 63</td>
<td align="center" valign="top">2.201</td>
<td align="center" valign="top">0.016</td>
</tr>
<tr>
<td align="center" valign="top">ANKRD2</td>
<td align="center" valign="top">O15084</td>
<td align="left" valign="top">ankyrin repeat domain 2</td>
<td align="center" valign="top">1.906</td>
<td align="center" valign="top">0.032</td>
</tr>
<tr>
<td align="center" valign="top">INPP4B</td>
<td align="center" valign="top">O15327</td>
<td align="left" valign="top">inositol polyphosphate-4-phosphatase type II B</td>
<td align="center" valign="top">1.899</td>
<td align="center" valign="top">0,027</td>
</tr>
<tr>
<td align="center" valign="top">CYP2J2</td>
<td align="center" valign="top">P51589</td>
<td align="left" valign="top">cytochrome P450 family 2 subfamily J member 2</td>
<td align="center" valign="top">1.585</td>
<td align="center" valign="top">0.016</td>
</tr>
<tr>
<td align="center" valign="top">XIRP1</td>
<td align="center" valign="top">Q702N8</td>
<td align="left" valign="top">xin actin binding repeat containing 1</td>
<td align="center" valign="top">1.481</td>
<td align="center" valign="top">0.044</td>
</tr>
<tr>
<td align="center" valign="top">HOMER2</td>
<td align="center" valign="top">Q9NSB8</td>
<td align="left" valign="top">homer scaffold protein 2</td>
<td align="center" valign="top">1.401</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">ALPK3</td>
<td align="center" valign="top">Q96L96</td>
<td align="left" valign="top">alpha kinase 3</td>
<td align="center" valign="top">1.365</td>
<td align="center" valign="top">0.016</td>
</tr>
<tr>
<td align="center" valign="top">MAP3K7CL</td>
<td align="center" valign="top">P57077</td>
<td align="left" valign="top">MAP3K7 C-terminal like</td>
<td align="center" valign="top">1.332</td>
<td align="center" valign="top">0.031</td>
</tr>
<tr>
<td align="center" valign="top">ICMT</td>
<td align="center" valign="top">O60725</td>
<td align="left" valign="top">isoprenylcysteine carboxyl methyltransferase</td>
<td align="center" valign="top">1.266</td>
<td align="center" valign="top">0.045</td>
</tr>
<tr>
<td align="center" valign="top">KLHL21</td>
<td align="center" valign="top">Q9UJP4</td>
<td align="left" valign="top">kelch like family member 21</td>
<td align="center" valign="top">1.246</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">OBSL1</td>
<td align="center" valign="top">O75147</td>
<td align="left" valign="top">obscurin like cytoskeletal adaptor 1</td>
<td align="center" valign="top">1.226</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">CSRP3</td>
<td align="center" valign="top">P50461</td>
<td align="left" valign="top">cysteine and glycine rich protein 3</td>
<td align="center" valign="top">1.157</td>
<td align="center" valign="top">0.034</td>
</tr>
<tr>
<td align="center" valign="top">LMOD2</td>
<td align="center" valign="top">Q6P5Q4</td>
<td align="left" valign="top">leiomodin 2</td>
<td align="center" valign="top">1.144</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">SLMAP</td>
<td align="center" valign="top">Q14BN4</td>
<td align="left" valign="top">sarcolemma associated protein</td>
<td align="center" valign="top">1.137</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">TM7SF2</td>
<td align="center" valign="top">O76062</td>
<td align="left" valign="top">transmembrane 7 superfamily member 2</td>
<td align="center" valign="top">1.125</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">FBXO40</td>
<td align="center" valign="top">Q9UH90</td>
<td align="left" valign="top">F-box protein 40</td>
<td align="center" valign="top">1.051</td>
<td align="center" valign="top">0.039</td>
</tr>
<tr>
<td align="center" valign="top">CAMK2D</td>
<td align="center" valign="top">Q13557</td>
<td align="left" valign="top">calcium/calmodulin dependent protein kinase II delta</td>
<td align="center" valign="top">1.029</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">DIAPH1</td>
<td align="center" valign="top">O60610</td>
<td align="left" valign="top">diaphanous related formin 1</td>
<td align="center" valign="top">1.002</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="24">Down-regulated</td>
<td align="center" valign="top">PKM</td>
<td align="center" valign="top">P14618</td>
<td align="left" valign="top">pyruvate kinase M1/2</td>
<td align="center" valign="top">&#x2212;1.010</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">GPD1</td>
<td align="center" valign="top">P21695</td>
<td align="left" valign="top">glycerol-3-phosphate dehydrogenase 1</td>
<td align="center" valign="top">&#x2212;1.010</td>
<td align="center" valign="top">0.044</td>
</tr>
<tr>
<td align="center" valign="top">PGM1</td>
<td align="center" valign="top">P36871</td>
<td align="left" valign="top">phosphoglucomutase 1</td>
<td align="center" valign="top">&#x2212;1.018</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">ADSS1</td>
<td align="center" valign="top">Q8N142</td>
<td align="left" valign="top">adenylosuccinate synthase 1</td>
<td align="center" valign="top">&#x2212;1.025</td>
<td align="center" valign="top">0.032</td>
</tr>
<tr>
<td align="center" valign="top">PLCL1</td>
<td align="center" valign="top">Q15111</td>
<td align="left" valign="top">phospholipase C like 1 (inactive)</td>
<td align="center" valign="top">&#x2212;1.033</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">WDR11</td>
<td align="center" valign="top">Q9BZH6</td>
<td align="left" valign="top">WD repeat domain 11</td>
<td align="center" valign="top">&#x2212;1.073</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">GPD2</td>
<td align="center" valign="top">P43304</td>
<td align="left" valign="top">glycerol-3-phosphate dehydrogenase 2</td>
<td align="center" valign="top">&#x2212;1.074</td>
<td align="center" valign="top">0.025</td>
</tr>
<tr>
<td align="center" valign="top">AK1</td>
<td align="center" valign="top">P00568</td>
<td align="left" valign="top">adenylate kinase 1</td>
<td align="center" valign="top">&#x2212;1.091</td>
<td align="center" valign="top">0.037</td>
</tr>
<tr>
<td align="center" valign="top">CRADD</td>
<td align="center" valign="top">P78560</td>
<td align="left" valign="top">Death domain-containing protein CRADD</td>
<td align="center" valign="top">&#x2212;1.107</td>
<td align="center" valign="top">0.034</td>
</tr>
<tr>
<td align="center" valign="top">TLE1</td>
<td align="center" valign="top">Q04724</td>
<td align="left" valign="top">TLE family member 1, transcriptional corepressor</td>
<td align="center" valign="top">&#x2212;1.173</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">CA14</td>
<td align="center" valign="top">Q9ULX7</td>
<td align="left" valign="top">carbonic anhydrase 14</td>
<td align="center" valign="top">&#x2212;1.175</td>
<td align="center" valign="top">0.034</td>
</tr>
<tr>
<td align="center" valign="top">EGFLAM</td>
<td align="center" valign="top">Q63HQ2</td>
<td align="left" valign="top">EGF-like, fibronectin type-III and laminin G-like domains</td>
<td align="center" valign="top">&#x2212;1.209</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">CMBL</td>
<td align="center" valign="top">Q96DG6</td>
<td align="left" valign="top">carboxymethylenebutenolidase homolog</td>
<td align="center" valign="top">&#x2212;1.213</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">TPPP</td>
<td align="center" valign="top">Q9BW30</td>
<td align="left" valign="top">tubulin polymerization promoting protein</td>
<td align="center" valign="top">&#x2212;1.330</td>
<td align="center" valign="top">0.031</td>
</tr>
<tr>
<td align="center" valign="top">IGFBP5</td>
<td align="center" valign="top">P24593</td>
<td align="left" valign="top">insulin like growth factor binding protein 5</td>
<td align="center" valign="top">&#x2212;1.336</td>
<td align="center" valign="top">0.049</td>
</tr>
<tr>
<td align="center" valign="top">DBI</td>
<td align="center" valign="top">P07108</td>
<td align="left" valign="top">diazepam binding inhibitor, acyl-CoA binding protein</td>
<td align="center" valign="top">&#x2212;1.396</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">BCL2</td>
<td align="center" valign="top">P10415</td>
<td align="left" valign="top">BCL2 apoptosis regulator</td>
<td align="center" valign="top">&#x2212;1.478</td>
<td align="center" valign="top">0,027</td>
</tr>
<tr>
<td align="center" valign="top">ART3</td>
<td align="center" valign="top">Q13508</td>
<td align="left" valign="top">ADP-ribosyltransferase 3 (inactive)</td>
<td align="center" valign="top">&#x2212;1.503</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">ACADL</td>
<td align="center" valign="top">P28330</td>
<td align="left" valign="top">acyl-CoA dehydrogenase long chain</td>
<td align="center" valign="top">&#x2212;1.573</td>
<td align="center" valign="top">0.032</td>
</tr>
<tr>
<td align="center" valign="top">MYH4</td>
<td align="center" valign="top">Q9Y623</td>
<td align="left" valign="top">myosin heavy chain 4</td>
<td align="center" valign="top">&#x2212;1.738</td>
<td align="center" valign="top">0.028</td>
</tr>
<tr>
<td align="center" valign="top">PTER</td>
<td align="center" valign="top">Q96BW5</td>
<td align="left" valign="top">phosphotriesterase related</td>
<td align="center" valign="top">&#x2212;1.790</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">RBM20</td>
<td align="center" valign="top">Q5T481</td>
<td align="left" valign="top">RNA binding motif protein 20</td>
<td align="center" valign="top">&#x2212;2.086</td>
<td align="center" valign="top">0.016</td>
</tr>
<tr>
<td align="center" valign="top">GJA8</td>
<td align="center" valign="top">P48165</td>
<td align="left" valign="top">gap junction protein alpha 8</td>
<td align="center" valign="top">&#x2212;3.815</td>
<td align="center" valign="top">0.027</td>
</tr>
<tr>
<td align="center" valign="top">MYH1</td>
<td align="center" valign="top">P12882</td>
<td align="left" valign="top">myosin heavy chain 1</td>
<td align="center" valign="top">&#x2212;3.980</td>
<td align="center" valign="top">0.027</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>FDR &#x003C; 0.05, Log2FC&#x202F;&#x003C;&#x202F;&#x2212;1 or &#x003E;1.</p>
</table-wrap-foot>
</table-wrap>
<p>Proteomic investigation of the thin filament proteins including, the 12 nemaline myopathy associated proteins revealed for most proteins non-significant changes (<xref ref-type="fig" rid="fig3">Figures 3A</xref>,<xref ref-type="fig" rid="fig3">B</xref>). The only significantly upregulated protein was tropomodulin, which is involved in the regulation of thin filament length (<xref ref-type="bibr" rid="ref13">13</xref>). The expression of proteins that were mutated in our patients, alpha-actin (ACTA1) and nebulin (NEB), were not significantly altered. Alpha-actinin-2 (ACTN2), a Z-disc protein and immunohistochemical hallmark of nemaline rods, was neither significantly upregulated.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p><bold>(A)</bold> Schematic illustration of the muscle thin filament in the sarcomere, including the 12 major nemaline myopathy-associated proteins. <bold>(B)</bold> Volcano plot with thin filament proteins and including the proteins associated with nemaline myopathy (in blue, down-regulated; in red, up-regulated). Proteins are given by their gene symbols.</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram of muscle fiber proteins (A) shows the arrangement of actin, nebulin, and troponin complex. Graph (B) is a scatter plot of protein significance vs. log2 fold change, highlighting proteins such as NEB, KLHL41, and TMOD1.</alt-text>
</graphic>
</fig>
<p>A gene ontology (GO-term) based in silico analysis of dysregulated proteins was performed to elucidate the biological processes and subcellular compartments affected in patients with nemaline myopathy. The result of this overall proteomic profiling indicated some major alterations from the normal muscle. These included signs of increased protein turnover, as evidenced by augmented protein synthesis and increased degradation as revealed by the upregulation of proteins involved in ribosomes and proteasomal degradation (<xref ref-type="fig" rid="fig4">Figures 4A</xref>,<xref ref-type="fig" rid="fig4">C</xref>). On the downside of dysregulated proteins were glycolytic enzymes standing out as a major downregulated pathway (<xref ref-type="fig" rid="fig4">Figures 4B</xref>,<xref ref-type="fig" rid="fig4">C</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Proteome analysis visualized by Proteomap and Activation matrix analyses in patients compared to controls. <bold>(A)</bold> Proteomap showing that many up-regulated proteins are involved in ubiquitination, proteasomes and ribosomes. <bold>(B)</bold> Proteomap showing that many down-regulated proteins are involved in glycolysis. <bold>(C)</bold> Activation matrix (BigOmics Analytics) showing detected GO terms that are consistently up- or down-regulated, and are colored according to their upregulation (red) or downregulation (blue).</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram showing two Voronoi treemaps (A and B) and a heatmap (C). A highlights metabolic processes with prominent categories like "Ribosome" and "Ubiquitin labeling." B emphasizes pathways like "Calcium signaling" and "Glycolysis." The heatmap, labeled C, displays varying intensities for processes such as "cytosolic large ribosomal subunit" and "glucose catabolic process" on a red to blue scale, indicating levels of expression or significance.</alt-text>
</graphic>
</fig>
<p>A major upregulated pathway was cytoplasmic translation with upregulated ribosomal proteins belonging to both the large and small ribosomal subunits (<xref ref-type="fig" rid="fig5">Figure 5A</xref>, cluster 1). The large subunit is comprised of &#x2248;47 different proteins, most of which were identified and upregulated and 12 were significant (<xref ref-type="fig" rid="fig5">Figure 5B</xref>). A similar pattern was observed for the proteins comprising the cytosolic small ribosomal subunit (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure 1</xref><xref rid="SM1" ref-type="supplementary-material">A</xref>). Another important upregulated pathway consisted of the proteasomal degradation system with several building blocks significantly increased (<xref ref-type="fig" rid="fig5">Figure 5A</xref> cluster 2; <xref ref-type="fig" rid="fig5">Figure 5C</xref>). Immunohistochemistry revealed that in a case where small fibers were generally more affected by structural alterations the proteasome 20S was accumulated in these small fibers (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure 2</xref>). A third cluster that was identified included the most significantly upregulated proteins (<xref ref-type="fig" rid="fig5">Figure 5A</xref> cluster 3; <xref ref-type="fig" rid="fig6">Figures 6A</xref>&#x2013;<xref ref-type="fig" rid="fig6">C</xref>; <xref ref-type="table" rid="tab2">Table 2</xref>). This cluster of nine proteins (NRAP, FBXO40, TRIM63, TRIM54, ALPK3, XIRP1, ANKRD2, LMOD2, and CSRP3) is a group of proteins that are highly expressed in muscle tissue and several of them are muscle-specific. They are important for the turnover and maintenance of sarcomere protein. The pattern was similar for both the ACTA1 and NEB patients (<xref ref-type="fig" rid="fig6">Figure 6C</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Proteomic analysis of up-regulated proteins. <bold>(A)</bold> From the STRING analysis, three clusters were detected and highlighted: 1, proteins involved in the cytosolic large ribosomal subunit; 2, proteins involved in the proteasome complex; 3, proteins involved in sarcomere turnover and maintenance (described in more detail in the figure 6; FDR&#x202F;=&#x202F;0.1 Log2FC&#x202F;=&#x202F;0.2, 256 proteins). <bold>(B)</bold> Volcano plot of cytosolic large ribosomal subunit proteins (GO:0022625) showing that all were up-regulated (marked in red). For those with FDR&#x202F;&#x003C;&#x202F;0.05, the gene symbols are included. <bold>(C)</bold> Volcano plot of proteasome complex (GO:0000502) showing most proteins are up-regulated (marked in red) and some down-regulated (marked in blue). For those with FDR&#x202F;&#x003C;&#x202F;0.05, the gene symbols are included.</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram shows a complex network of protein interactions labeled A, highlighting three clusters: the cytosolic large ribosomal subunit (1), proteasome complex (2), and a third group (3). Charts B and C plot significance versus log2FC for ribosomal and proteasome proteins, respectively, with highlighted proteins in red and blue indicating significant changes.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Detailed analysis of proteins included in cluster 3 from <xref ref-type="fig" rid="fig5">Figure 5</xref>. Proteins are given by their gene symbols. <bold>(A)</bold> Cluster 3 comprised of proteins involved in sarcomere turnover and maintenance. <bold>(B)</bold> Volcano plot showing that most of these proteins are highly and significantly upregulated. <bold>(C)</bold> Heat map showing the differentially expressed proteins in individual patients and controls colored according to their upregulation (red) or downregulation (blue). P, patient; C, control.</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Panel A shows a network diagram illustrating the interactions among proteins: ANKRD2, LMOD2, NRAP, FBXO40, TRIM54, TRIM63, XIRP1, CSRP3, and ALPK3. Panel B features a volcano plot with significance on the y-axis and log2 fold change on the x-axis, highlighting significant proteins: ALPK3, LMOD2, CSRP3, TRIM54, TRIM63, ANKRD2, FBXO40, XIRP1, and NRAP in red. Panel C is a heatmap displaying expression levels of these proteins across different samples, with color gradients indicating changes. Nemaline and control groups are marked.</alt-text>
</graphic>
</fig>
<p>Analysis of downregulated proteins revealed the glycolysis and glycogenolysis as major dysregulated pathways where all enzymes involved were at the downside, whereas enzymes involved in the glycogen synthesis such as glycogenin-1 (GYG1), muscle glycogen synthase (GYS1) and branching enzyme (GBE1) seemed to be unaffected (<xref ref-type="fig" rid="fig7">Figure 7</xref>, cluster 1; <xref ref-type="fig" rid="fig8">Figure 8</xref>). The pattern was similar for both the ACTA1 and NEB patients (<xref ref-type="fig" rid="fig8">Figure 8C</xref>). Other energy metabolic pathways, especially in the mitochondria were analyzed in detail, such as the respiratory chain (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure 1</xref><xref rid="SM1" ref-type="supplementary-material">C</xref>) but did not show any clear up- or down-regulation.</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Proteomic analysis of down-regulated genes. From the STRING analysis, two clusters were detected and highlighted: 1, Proteins involved in glycolysis (further described in more detail in <xref ref-type="fig" rid="fig8">Figure 8</xref>); 2, Muscle-specific proteins involved in muscle contraction. (FDR&#x202F;=&#x202F;0.1 Log2FC&#x202F;=&#x202F;0.2, 158 proteins).</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g007.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Complex protein interaction network map featuring numerous nodes and colored lines representing different connections. Nodes are labeled and grouped in clusters, with several highlighted areas numbered "1" and "2," indicating key regions of interest.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>Proteomic analysis with a focus on glycogen metabolism and glycolysis. <bold>(A)</bold> Volcano plot of glycogen and glycolysis associated proteins showing that most of them are down-regulated (marked in blue) and that only GYS1 is up-regulated but not significantly. <bold>(B)</bold> Illustration of the glycogen metabolism and glycolysis with the significantly down-regulated proteins marked in blue. <bold>(C)</bold> Heat map showing the differentially expressed proteins in individual patients and controls, colored according to their upregulation (red) or downregulation (blue). Each column corresponds to one sample (P, patient; C, control). Dendrograms showing hierarchical clustering.</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g008.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Panel A shows a volcano plot depicting gene significance (-log10q) versus log2 fold change, highlighting genes ALDOA, GYS1, and GBE1. Panel B illustrates a glycogen metabolism pathway diagram, showing enzyme interactions and metabolites like glucose and pyruvate. Panel C features a heatmap of gene expression across samples C1-C5 and P1-P7, with a color gradient indicating expression levels.</alt-text>
</graphic>
</fig>
<p>Another downregulated cluster was comprised of proteins mainly involved in muscle contraction within the sarcomeres (<xref ref-type="fig" rid="fig7">Figure 7</xref>, cluster 2). Among these proteins was myosin heavy chain 2X (MYH1), which is expressed in the fast type 2B (2X) fibers (<xref ref-type="bibr" rid="ref14">14</xref>). MYH1 was the most downregulated of all proteins in the proteome.</p>
<p>Comparison of the results from the ACTA1 and NEB patient groups revealed no proteins with significantly different expression levels (<xref ref-type="fig" rid="fig9">Figure 9</xref>).</p>
<fig position="float" id="fig9">
<label>Figure 9</label>
<caption>
<p>Proteomic analysis comparing the ACTA1 with the NEB cases. Volcano plot showing that no significant, differentially expressed proteins were detected (hatched line indicate FDR&#x202F;&#x003C;&#x202F;0.05).</p>
</caption>
<graphic xlink:href="fneur-16-1661747-g009.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Volcano plot displaying the relationship between log2 fold change (log2FC) on the x-axis and significance represented by negative log10 of the q-value (-log10q) on the y-axis. Most data points cluster at low significance with a vertical reference line at x=0 and a horizontal threshold line at y&#x2248;1.4.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec13">
<label>4</label>
<title>Discussion</title>
<p>In this study, we investigated the proteomic profile in the two most common forms of nemaline myopathy caused by either <italic>NEB</italic> or <italic>ACTA1</italic> gene variants. To reduce the influence of age on the results, only infants were included, and all analyzed muscle samples were obtained by open biopsy from living patients. We identified several dysregulated groups of proteins that may explain pathobiological events in nemaline myopathy.</p>
<p>Major upregulated proteins were important parts of protein synthesis and degradation, possibly indicating an increased turnover of proteins in nemaline myopathy. Ribosomal proteins were upregulated, including the building blocks of the large and small subunits of the ribosomes, indicating an increased number of ribosomes as a sign of increased protein synthesis. At the same time, the upregulated proteins, which are related to proteasomal degradation, indicate increased protein degradation, which may be related to the increased degradation or deficiency of mutated proteins in the thin filament and secondary degradation of other associated proteins in the sarcomeres. This hypothesis is supported by the loss of sarcomeres seen in large regions of affected muscle fibers, where the sarcomeres are replaced by rods (<xref ref-type="fig" rid="fig1">Figures 1</xref>, <xref ref-type="fig" rid="fig2">2</xref>).</p>
<p>STRING analysis revealed that nine of the most upregulated proteins form a cluster (<xref ref-type="fig" rid="fig5">Figures 5A</xref>, <xref ref-type="fig" rid="fig6">6</xref>). These proteins are highly expressed in muscle, and some of them are muscle-specific and involved in the structure and function of the sarcomeres.</p>
<p>FBXO40, TRIM54 and TRIM63 are muscle-specific E3 ubiquitin ligases. FBXO40 is a SCF E3 ubiquitin ligase involved in the regulation of the anabolic growth factor insulin like growth factor 1 (IGF1). This regulation occurs via ubiquitination and subsequent proteasomal degradation of insulin receptor substrate 1 (IRS1) in the IGF1/IRS1/PI3K/Akt pathway (<xref ref-type="bibr" rid="ref15">15</xref>). Downregulation of Fbxo40 in mouse and pig results in muscle hypertrophy without any apparent pathology, and FBXO40 has been suggested as a target to treat human muscle disorders (<xref ref-type="bibr" rid="ref16">16</xref>). It is therefore interesting that FBXO40 is highly upregulated both in NEB and ACTA1 associated nemaline myopathy as shown in the present study. Downregulating FBXO40 could potentially increase muscle mass and ameliorate the clinical phenotype.</p>
<p>TRIM54 and TRIM63 are involved in sarcomere protein regulation (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>), and pathogenic variants in TRIM54 and TRIM63 are associated with a protein aggregate myopathy and cardiomyopathy in mice and humans (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). Our finding of upregulated sarcomere-associated ubiquitin ligases supports the concept of an increased protein turnover in nemaline myopathy. Except for FBXO40, the significantly upregulated E3 ubiquitin ligases appeared to be restricted to those involved in sarcomeric proteins, whereas others were either up- or down-regulated but not significantly (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure 1</xref><xref rid="SM1" ref-type="supplementary-material">B</xref>).</p>
<p>NRAP (nebulin-anchoring protein) is a nebulin family member and thin filament chaperone that is essential for normal muscle development. It is upregulated in <italic>KLHL41</italic>-associated nemaline myopathy, and it has been suggested that this upregulation was secondary to KLHL41 deficiency, since NRAP is normally controlled by KLHL41 through ubiquitination-mediated proteasomal degradation (<xref ref-type="bibr" rid="ref20">20</xref>). In nebulin-deficient zebrafish, NRAP is also upregulated and shows aberrant localization, contributing to the pathology in that nemaline myopathy model (<xref ref-type="bibr" rid="ref21">21</xref>). Genetic ablation of NRAP restored sarcomeric disorganization, reduced protein aggregates and improved muscle function in nebulin-deficient zebrafish (<xref ref-type="bibr" rid="ref21">21</xref>). We show that upregulation of NRAP is observed in nebulin and alpha-actin associated nemaline myopathy in humans, indicating that it may be a universal phenomenon in nemaline myopathy, and NRAP reduction may be an effective therapeutic approach in nemaline myopathy.</p>
<p>Alpha-kinase 3 (ALPK3) is a phosphatase that binds to M-band proteins and interacts with sequestosome-1 (SQSTM1, p62) and MURF3 (TRIM54) (<xref ref-type="bibr" rid="ref22">22</xref>). ALPK3 genetic variants have been associated with cardiomyopathy (<xref ref-type="bibr" rid="ref23">23</xref>). Xin (XIRP1) is a marker of muscle degeneration and is found in protein aggregates in myofibrillar myopathies (<xref ref-type="bibr" rid="ref24">24</xref>), and is accumulated in myofibrillar lesions in kyphoscoliosis peptidase (KY) deficiency, where nemaline rods also appear (<xref ref-type="bibr" rid="ref25">25</xref>). Ankyrin repeat protein 2 (ANKRD2) is interacting with sarcomere proteins such as titin and telethonin and is involved in the mechanical stretch response (<xref ref-type="bibr" rid="ref26">26</xref>). Leiomodin 2 (LMOD2) is an alpha-actin binding protein essential for the assembly and length of thin filaments (<xref ref-type="bibr" rid="ref27">27</xref>) and genetic variants are associated with cardiomyopathy (<xref ref-type="bibr" rid="ref28">28</xref>). Cysteine-rich protein 3 (CSRP3; MLP, muscle LIM protein) is a muscle-specific, Z-disc-associated protein that is important for maintaining muscle structure and function, and it may regulate autophagy by interaction with LC3 (<xref ref-type="bibr" rid="ref29">29</xref>). It is essential for myofibrillar organization and pathogenic variants are associated with cardiomyopathy in mice and humans (<xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref31">31</xref>).</p>
<p>These nine muscle-specific upregulated proteins described above are apparently involved in muscle fiber protein turnover but their role in the pathobiology of nemaline myopathy remains elusive. It may be speculated that one or several of these proteins can act as potential therapeutic targets, which warrants further investigations.</p>
<p>Downregulated proteins were mainly those involved in glycogenolysis and glycolysis. All the enzymes in these pathways were on the downside and six of them had FDR&#x202F;&#x003C;&#x202F;0.05. In contrary, the enzymes essential for glycogen synthesis, i.e., glycogenin-1 (GYG1), glycogen synthase (GYS1), and branching enzyme (GBE1) seemed not to be dysregulated. Interestingly, this finding is in accordance with a previous transcriptomic analysis on a group of nemaline myopathy patients with variable and partly unknown genetic backgrounds (<xref ref-type="bibr" rid="ref32">32</xref>). It was speculated that the increased amount of glycogen, frequently seen in muscle fibers in nemaline myopathy, may be associated with this downregulation of glycolytic enzymes (<xref ref-type="fig" rid="fig1">Figure 1D</xref>) (<xref ref-type="bibr" rid="ref33">33</xref>). We found no evidence of up or downregulation of proteins essential for mitochondrial energy metabolism, which can be seen in other forms of degenerative muscle disorders such as myopathy associated with sertraline medication (<xref ref-type="bibr" rid="ref34">34</xref>) and in primary mitochondrial diseases (<xref ref-type="bibr" rid="ref35">35</xref>). This result may also be compared to a study on single muscle fibers in <italic>ACTA1</italic> and <italic>TNNT1</italic> associated nemaline myopathy which indicated downregulation of energy metabolism in general (<xref ref-type="bibr" rid="ref36">36</xref>). However, a direct comparison is not possible due to different methodological approaches. Another group of proteins that was downregulated was associated with muscle contraction in the sarcomeres. One of these, the myosin heavy chain type 2X (MYH1), which is present in the fast, glycolytic type 2B (2X) fibers, is downregulated, probably as a sign of absence or reduction of pure type 2B (2X) fibers in many congenital myopathies, including nemaline myopathy. Altered fiber type composition may sometimes explain some of the protein dysregulation identified by proteomic analyses (<xref ref-type="bibr" rid="ref36">36</xref>). However, in our cases there was type 1 fiber predominance but also type 1 fiber hypoplasia, resulting in similar volumes of glycolytic type 2A and oxidative type 1 fibers, with some variation between individuals and different regions of the muscle specimen (see also <xref ref-type="fig" rid="fig1">Figures 1</xref>, <xref ref-type="fig" rid="fig2">2</xref>).</p>
<p>The major dysregulated protein pathways identified in this study exhibited a similar pattern regardless of whether the mutated gene was <italic>ACTA1</italic> or <italic>NEB</italic>. Furthermore, bioinformatic analysis revealed no proteins with significantly different expression levels between the two patient groups. This finding supports the concept that mutations in different genes may be associated with very similar phenotypes, not only from a clinical and morphological perspective but also regarding protein dysregulation. This finding may imply that there may be therapeutic approaches that can be efficient irrespective of the underlying genetic defect in nemaline myopathy.</p>
<p>In conclusion, we have identified some major dysregulated proteins and cellular pathways in the muscle of infants with nemaline myopathy. Our findings highlight the importance of proteomic profiling in understanding the pathobiology of nemaline myopathy. The identified proteins warrant further investigations as potential drug targets for the treatment of nemaline myopathy.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec14">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec15">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Swedish Ethical Review Authority (approval number 2022&#x2013;00026-01) and conducted accordance with the Declaration of Helsinki. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin because this study was conducted on de-identified and saved archival material.</p>
</sec>
<sec sec-type="author-contributions" id="sec16">
<title>Author contributions</title>
<p>CH-O: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Resources, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AB: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing &#x2013; review &#x0026; editing. KV: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Writing &#x2013; review &#x0026; editing. EM: Conceptualization, Data curation, Investigation, Methodology, Writing &#x2013; review &#x0026; editing. AO: Conceptualization, Funding acquisition, Investigation, Project administration, Resources, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec17">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by the Swedish state under the agreement between the Swedish government and the county councils, the ALF-agreement (ALFGBG-1005700 to CH-O and ALFGBG-1005867 to AO). The Swedish Research Council (grant no 2021&#x2013;02109 to AO). The Research Fund for Neuromuscular Disorders in West Sweden to CH-O and AO.</p>
</sec>
<ack>
<p>The authors acknowledge the Clinical Genomics Gothenburg core facility (CGG) and the Proteomics Core Facility (PCF) at the Sahlgrenska Academy, University of Gothenburg, Sweden with financial support from SciLifeLab.</p>
</ack>
<sec sec-type="COI-statement" id="sec18">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec19">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was 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>
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<title>Publisher&#x2019;s note</title>
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</sec>
<sec sec-type="supplementary-material" id="sec21">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fneur.2025.1661747/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2025.1661747/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Supplementary_file_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://www.proteomaps.net/" ext-link-type="uri">https://www.proteomaps.net/</ext-link></p></fn>
<fn id="fn0002"><p><sup>2</sup><ext-link xlink:href="https://string-db.org/" ext-link-type="uri">https://string-db.org/</ext-link></p></fn>
</fn-group>
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