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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell Dev. Biol.</journal-id>
<journal-title>Frontiers in Cell and Developmental Biology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell Dev. Biol.</abbrev-journal-title>
<issn pub-type="epub">2296-634X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">878311</article-id>
<article-id pub-id-type="doi">10.3389/fcell.2022.878311</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cell and Developmental Biology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Long-term culture of patient-derived cardiac organoids recapitulated Duchenne muscular dystrophy cardiomyopathy and disease progression</article-title>
<alt-title alt-title-type="left-running-head">Marini 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/fcell.2022.878311">10.3389/fcell.2022.878311</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Marini</surname>
<given-names>Vittoria</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1682457/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Marino</surname>
<given-names>Fabiola</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="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/735850/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Aliberti</surname>
<given-names>Flaminia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1909379/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Giarratana</surname>
<given-names>Nefele</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pozzo</surname>
<given-names>Enrico</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1415023/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duelen</surname>
<given-names>Robin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/768725/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cort&#xe9;s Calabuig</surname>
<given-names>&#xc1;lvaro</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1882127/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>La Rovere</surname>
<given-names>Rita</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/419689/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vervliet</surname>
<given-names>Tim</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/453230/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Torella</surname>
<given-names>Daniele</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/376069/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bultynck</surname>
<given-names>Geert</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sampaolesi</surname>
<given-names>Maurilio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/999435/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chai</surname>
<given-names>Yoke Chin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/750841/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Translational Cardiomyology Laboratory</institution>, <institution>Stem Cell Biology and Embryology, Department of Development and Regeneration, KU Leuven</institution>, <addr-line>Leuven</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Experimental and Clinical Medicine</institution>, <institution>Magna Graecia University</institution>, <addr-line>Catanzaro</addr-line>, <country>Italy</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Fondazione IRCCS Policlinico San Matteo, Center for Inherited Cardiovascular Diseases</institution>, <institution>Transplant Research Area, Human Anatomy Unit, Department of Public Health, Experimental and Forensic Medicine, University of Pavia</institution>, <addr-line>Pavia</addr-line>, <country>Italy</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Genomics Core Leuven</institution>, <institution>KU Leuven</institution>, <addr-line>Leuven</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Laboratory of Molecular and Cellular Signaling, Department of Cellular and Molecular Medicine and Leuven Kanker Institute</institution>, <institution>KU Leuven</institution>, <addr-line>Leuven</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Histology and Medical Embryology Unit, Department of Anatomy, Histology, Forensic Medicine and Orthopedics</institution>, <institution>Sapienza University of Rome</institution>, <addr-line>Rome</addr-line>, <country>Italy</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/1311210/overview">Francisco Hernandez-Torres</ext-link>, University of Granada, Spain</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/516579/overview">Valeria Ricotti</ext-link>, Solid Biosciences, United Kingdom</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/135370/overview">Andrea Farini</ext-link>, IRCCS Ca'Granda Foundation Maggiore Policlinico Hospital, Italy</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Maurilio Sampaolesi, <email>maurilio.sampaolesi@kuleuven.be</email>; Yoke Chin Chai, <email>yokechin.chai@kuleuven.be</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Stem Cell Research, a section of the journal Frontiers in Cell and Developmental Biology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>878311</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Marini, Marino, Aliberti, Giarratana, Pozzo, Duelen, Cort&#xe9;s Calabuig, La Rovere, Vervliet, Torella, Bultynck, Sampaolesi and Chai.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Marini, Marino, Aliberti, Giarratana, Pozzo, Duelen, Cort&#xe9;s Calabuig, La Rovere, Vervliet, Torella, Bultynck, Sampaolesi and Chai</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Duchenne Muscular Dystrophy (DMD) is an X-linked neuromuscular disease which to date is incurable. The major cause of death is dilated cardiomyopathy however, its pathogenesis is unclear as existing cellular and animal models do not fully recapitulate the human disease phenotypes. In this study, we generated cardiac organoids from patient-derived induced pluripotent stem cells (DMD-COs) and isogenic-corrected controls (DMD-Iso-COs) and studied if DMD-related cardiomyopathy and disease progression occur in the organoids upon long-term culture (up to 93&#xa0;days). Histological analysis showed that DMD-COs lack initial proliferative capacity, displayed a progressive loss of sarcoglycan localization and high stress in endoplasmic reticulum. Additionally, cardiomyocyte deterioration, fibrosis and aberrant adipogenesis were observed in DMD-COs over time. RNA sequencing analysis confirmed a distinct transcriptomic profile in DMD-COs which was associated with functional enrichment in hypertrophy/dilated cardiomyopathy, arrhythmia, adipogenesis and fibrosis pathways. Moreover, five miRNAs were identified to be crucial in this dysregulated gene network. In conclusion, we generated patient-derived cardiac organoid model that displayed DMD-related cardiomyopathy and disease progression phenotypes in long-term culture. We envision the feasibility to develop a more complex, realistic and reliable <italic>in vitro</italic> 3D human cardiac-mimics to study DMD-related cardiomyopathies.</p>
</abstract>
<kwd-group>
<kwd>Duchenne muscular dystrophy</kwd>
<kwd>induced pluripotent stem cells</kwd>
<kwd>cardiomyopathy</kwd>
<kwd>cardiac organoids</kwd>
<kwd>disease modeling</kwd>
<kwd>aberrant adipogenesis</kwd>
<kwd>fibrosis</kwd>
</kwd-group>
<contract-num rid="cn002">2020-EMR116</contract-num>
<contract-sponsor id="cn001">Fonds Wetenschappelijk Onderzoek<named-content content-type="fundref-id">10.13039/501100003130</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Interreg<named-content content-type="fundref-id">10.13039/100013276</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">KU Leuven<named-content content-type="fundref-id">10.13039/501100004040</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Duchenne Muscular Dystrophy (DMD) is one of the most common muscular dystrophies which affects 1:5000 live male births (<xref ref-type="bibr" rid="B60">Yiu and Kornberg, 2015</xref>). It is a progressive X-linked genetic disorder caused by mutations within the <italic>DMD</italic> gene, which results in a complete absence of Dystrophin (DYS) protein expression (<xref ref-type="bibr" rid="B38">Muntoni et al., 2003</xref>; <xref ref-type="bibr" rid="B17">Flanigan, 2014</xref>; <xref ref-type="bibr" rid="B33">Loboda and Dulak, 2020</xref>). The absence of DYS leads to muscle weakness and wasting, owing to the loss of muscle membrane integrity and susceptibility to stress-induced damages (<xref ref-type="bibr" rid="B32">Lin et al., 2015</xref>). In recent years, the use of respiratory assist devices and non-invasive positive pressure ventilation have increased the life expectancy of DMD patients, nevertheless this has contributed to the rise of previously unknown late-stages DMD complications, such as dilated cardiomyopathy (DCM) (<xref ref-type="bibr" rid="B27">Kamdar and Garry, 2016</xref>; <xref ref-type="bibr" rid="B6">Breuls et al., 2021</xref>).</p>
<p>DMD-associated DCM is characterized by initial cardiomyocyte degeneration attributed to the inflammatory response, which leads to the replacement of heart muscle with fat and connective tissue (i.e. fibrosis of the left-ventricular (LV) myocardial wall) and thus the reduction of cardiac wall thickness (<xref ref-type="bibr" rid="B16">Finsterer and Stollberger, 2003</xref>; <xref ref-type="bibr" rid="B29">Law et al., 2020</xref>). Due to the latter, the myocardium becomes more sensitive to pressure overload causing LV dilatation, cardiac contractility reduction and eventually congestive heart failure (<xref ref-type="bibr" rid="B35">Luk et al., 2009</xref>; <xref ref-type="bibr" rid="B14">Fayssoil et al., 2010</xref>; <xref ref-type="bibr" rid="B37">McNally and Mestroni, 2017</xref>). Although DCM represents the major cause of mortality in DMD patients, no great research attention has been directed to DCM&#x2013;partly due to limited accessibility to human cardiac tissues and the intrinsic limitation of two-dimensional (2D) cardiomyocyte culture in recapitulating human three-dimensional (3D) pathophysiology (<xref ref-type="bibr" rid="B32">Lin et al., 2015</xref>; <xref ref-type="bibr" rid="B42">Quattrocelli et al., 2015</xref>; <xref ref-type="bibr" rid="B29">Law et al., 2020</xref>). Similarly, DMD animal models (<italic>mdx</italic> mice and canine DMD models) do not fully resemble human DMD features and its disease progression, mainly due to inter-species variations. It is therefore imperative to develop 3D human cardiac-mimics of DMD-relevance to bridge this scientific gap (<xref ref-type="bibr" rid="B36">McGreevy et al., 2015</xref>; <xref ref-type="bibr" rid="B15">Filippo Buono et al., 2020</xref>; <xref ref-type="bibr" rid="B24">Jensen and Teng, 2020</xref>; <xref ref-type="bibr" rid="B61">Zhao et al., 2021</xref>).</p>
<p>Organoids are <italic>in vitro</italic> self-organized 3D cellular structures derived from either primary tissues or stem cells [e.g. embryonic (ESCs) or induced pluripotent stem cells (iPSCs), and primary stem cells] differentiated into designated functional cell types. They possess organotypic structures including the cytoarchitecture and the mechanisms involved in the cell behavior and fate within the specific tissue (<xref ref-type="bibr" rid="B56">Velasco et al., 2020</xref>; <xref ref-type="bibr" rid="B20">Heydari et al., 2021</xref>; <xref ref-type="bibr" rid="B49">Scalise et al., 2021</xref>). The advent of iPSC and CRISPR/Cas9 technologies represent a paramount breakthrough for patient-specific model generation, enabling the development of iPSC-derived cardiomyocyte (CM)-based 3D models and the isogenic controls, which are widely used to study patient-specific cardiac diseases <italic>in vitro</italic> (<xref ref-type="bibr" rid="B15">Filippo Buono et al., 2020</xref>; <xref ref-type="bibr" rid="B46">Richards et al., 2020</xref>)<italic>.</italic> Although 3D cardiac models were used for investigating abnormal mechanical and electromechanical properties of DMD CMs (<xref ref-type="bibr" rid="B8">Caluori et al., 2019</xref>; <xref ref-type="bibr" rid="B23">Jelinkova et al., 2020</xref>), as to our knowledge, the organoid technology with proper isogenic control has not been used to model DMD cardiomyopathies<italic>.</italic> Given that, this study focused on the development of 3D cardiac organoids (COs) from DMD patient-derived iPSC (DMD-COs) and its mutation-corrected isogenic iPSC controls (DMD-Iso-COs)<strike>,</strike> and studied if these human cardiac-mimics could reproduce DMD-related cardiomyopathy and disease progression in 3D <italic>via</italic> long-term culture.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Cell cultures</title>
<p>Duchenne Muscular Dystrophy human iPSC (DMD-hiPSC) was obtained from DMD patient&#x2019;s fibroblasts carrying a point mutation in exon 35 (c.4 996C&#x3e;T; p.Arg1,666X) of the <italic>DMD</italic> gene that leads to a premature stop codon (<xref ref-type="bibr" rid="B12">Duelen et al., 2022</xref>). The DMD isogenic control (DMD-Iso-hiPSC) was generated through CRISPR/Cas9 gene editing from the <italic>S. pyogenes</italic> system (5&#x2019;-NGG PAM) as previously described (<xref ref-type="bibr" rid="B43">Ran et al., 2013</xref>; <xref ref-type="bibr" rid="B12">Duelen et al., 2022</xref>). The healthy control iPSC (HC-hiPSC) line was a gift from Prof. P. Jennings (Medizinische Universit&#xe4;t Innsbruck, Austria) to Stem Cell Institute Leuven, KU Leuven and generated by SeV-based reprogramming of male donor fibroblasts (SBAD2). Human iPSC lines were cultured feeder-free on Geltrex LDEV-Free hESC-Qualified Reduced Growth Factor Basement Membrane Matrix and maintained in Essential 8 Flex Basal Medium (Thermo Fisher Scientific) supplemented with Essential 8 Flex Supplement (50x, Thermo Fisher Scientific) and penicillin&#x2013;streptomycin (0.1%, Thermo Fisher Scientific), at 37&#xb0;C under normoxic conditions (21% O<sub>2</sub> and 5% CO<sub>2</sub>). Colonies were routinely passaged non-enzymatically with 0.5&#xa0;mM EDTA in Phosphate-Buffered Saline (PBS, Thermo Fisher Scientific). The use of human samples from DMD subjects for experimental purposes and protocols in the present study was approved by the Ethics Committee of the University Hospitals Leuven (S55438 and S65190, respectively).</p>
</sec>
<sec id="s2-2">
<title>Monolayer-based cardiac differentiation of human iPSCs</title>
<p>DMD-, DMD-Iso- and HC-hiPSC lines were differentiated into functional cardiomyocytes (CMs) according to a monolayer-based cardiac differentiation protocol, as previously described (<xref ref-type="bibr" rid="B7">Burridge et al., 2014</xref>). Briefly, prior to differentiation, the DMD-, DMD-Iso- and HC-hiPSC lines were suspended into small colonies and subsequently cultured on Matrigel Growth Factor Reduced (GFR) Basement Membrane Matrix layer (Corning) in complete Essential 8 Flex Medium at 37&#xb0;C under hypoxic conditions (5% O<sub>2</sub> and 5% CO<sub>2</sub>) for 3&#xa0;days, in order to obtain the pre-optimized targeted confluency of 85%. Mesoderm differentiation (day 0) was induced using 6&#xa0;&#xb5;M CHIR99021 (Axon Medchem) for 48&#xa0;h in a chemically defined medium consisting of RPMI 1640 (Thermo Fisher Scientific), 500&#xa0;&#x3bc;g/ml rice-derived recombinant human albumin and 213&#xa0;&#x3bc;g/ml L-ascorbic acid 2-phosphate (Sigma-Aldrich). After 24&#xa0;h of CHIR99021 stimulation, the cells were transferred from hypoxia to normoxia. On day 2 of differentiation, iPSC-derived mesodermal cells were fed with basal medium supplemented with 4&#xa0;&#xb5;M IWR-1 (Sigma-Aldrich) for 48&#xa0;h, to induce cardiac progenitor cell differentiation. From day 4 onwards, medium was refreshed every 2 days with CM Maintenance Medium (RPMI 1640, rice-derived recombinant human albumin and L-ascorbic acid 2-phosphate). Contracting CMs appeared at day 8 or 9 of cardiac differentiation.</p>
</sec>
<sec id="s2-3">
<title>Agarose microwell culture insert fabrication</title>
<p>A 3% agarose (Invitrogen) gel solution was prepared in PBS. The powder was fully dissolved by heating in microwave oven and the agarose microwells were fabricated in sterile conditions. In brief, the heated agarose solution was added into a custom-made 3D printed micropillar molds (in 24-well plate format). Upon cooling at room temperature for 10&#xa0;min, the agarose was removed from the molds, thus creating 24 culture inserts each consisting of 137 microwells (diameter &#xd7; height &#x3d; 500 &#xd7; 700&#xa0;&#x3bc;m). The culture inserts were transferred into a 24-well plate and equilibrated in PBS overnight at 37&#xb0;C under normoxia conditions (5% O<sub>2</sub> and 5% CO<sub>2</sub>).</p>
</sec>
<sec id="s2-4">
<title>Generation of cardiac organoids</title>
<p>After reaching confluency, the DMD-, DMD-Iso- and HC-hiPSC lines were detached using 0.5&#xa0;mM EDTA at 37&#xb0;C and resuspended in Essential 8TM medium supplemented with Revitacel<sup>&#x2122;</sup> Supplement (dilution 1:100, Thermo Fisher Scientific). After cell count, the hiPSCs were resuspended in 1&#xa0;ml of Essential 8 Flex Basal Medium (Thermo Fisher Scientific) and were plated in agarose inserts at two different cell densities, 5 &#xd7; 10<sup>3</sup> cells/microwell and 1 &#xd7; 10<sup>4</sup> cells/microwell respectively. The plates were centrifuged for 10&#xa0;min at 1,200&#xa0;rpm to facilitate sedimentation of cells in the microwells. Subsequently, 1&#xa0;ml of fresh Essential 8 Flex Basal Medium was added to completely cover the microwell area and incubated at 37&#xb0;C under hypoxic conditions (5% O<sub>2</sub> and 5% CO<sub>2</sub>) to promote embryoid bodies (EBs) formation. The medium was refreshed every day for 3&#xa0;days and cardiac differentiation of the EBs into cardiac organoids (COs) was initiated as described above for the monolayer cardiomyocyte differentiation protocol. On day 5, the COs were transferred from the agarose molds to an ultra-low attachment 6-well plate (Costar, Corning) and dynamic culture was carried out using an orbital shaker at 75&#xa0;rpm in CM maintenance medium until day 93. The media was changed every 2&#xa0;days. Contracting COs start to appear from day 8 of the differentiation protocol. The samples were collected on day 10, 14, 28, 56 and 93 for subsequent analyses.</p>
</sec>
<sec id="s2-5">
<title>Hematoxylin and Eosin (H&#x26;E), Picro-Sirius Red (PSR), and BODIPY stainings</title>
<p>At different time points, the COs were fixed with 4% paraformaldehyde (PFA; Polysciences) for 30&#xa0;min at room temperature and subsequently embedded in cryogel (Tissue- Tek <sup>&#xae;</sup> O.C.T. <sup>&#x2122;</sup> Compound). The samples were snap-frozen in liquid nitrogen and stored at &#x2212;80&#xb0;C until cryosectioning. The samples were sectioned at the thickness of 6&#xa0;&#xb5;m using the HM525 NX Cryostat (Thermo Scientific) and stored at &#x2212;20&#xb0;C prior to analysis. For H&#x26;E staining, the cryosections were stained in Harris hematoxylin solution (Sigma-Aldrich), counterstained in eosin solution (0.1% erithrosin extra bluish Sigma-Aldrich in 70% ethanol) and mounted with DPX mountant (Sigma) upon dehydration according to routine protocols. For PSR staining, the cryosections were stained for collagen content using the Vitro View<sup>&#x2122;</sup> Picro-Sirius Red Stain Kit (Cat. No. VB-3017) according to the manufacturer&#x2019;s instructions (<xref ref-type="bibr" rid="B18">Giarratana et al., 2020</xref>). The nuclei were counterstained with Weigert&#x2019;s Hematoxylin Solution and mounted with DPX mountant (Sigma-Aldrich). Lipid droplets deposition was detected by BODIPY staining. In brief, the BODIPY<sup>&#x2122;</sup> 493/503 4,4-Difluoro-1,3,5,7,8-Pentamethyl-4-Bora-3a,4a-Diaza-s-Indacene (Invitrogen) powder was dissolved in DMSO at the concentration of 1.3&#xa0;mg/ml. The cryosections were incubated with the BODIPY solution, diluted 1:2500 in PBS, for 15 min at room temperature and subsequently mounted with Antifade Mounting Medium with DAPI (VECTASHIELD<sup>&#xae;</sup>). All images were acquired using Axiocam MRm microscope (Zeiss).</p>
</sec>
<sec id="s2-6">
<title>RNA isolation and quantitative real-time PCR</title>
<p>For quantitative Reverse Transcription Polymerase Chain Reaction (RT-qPCR) assays, total RNA was isolated through Purelink<sup>&#xae;</sup> RNA mini kit (Thermo Fisher Scientific) and treated with TurboTM DNA-free kit (Thermo Fisher Scientific) to purify RNA samples. 1&#xa0;&#x3bc;g RNA was reverse-transcribed using Superscript III Reverse Transcriptase First-Strand Synthesis SuperMix (Thermo Fisher Scientific). Thermal cycler setting: 25&#xb0;C 10&#xa0;min, 50&#xb0;C 30&#xa0;min, 85&#xb0;C 5&#xa0;min, 37&#xb0;C 20&#xa0;min incubation with <italic>E. Coli</italic> RNAse H. A 384-well plate was prepared using Platinum SYBR Green QPCR SuperMix-UDG (Thermo Fisher Scientific) as SYBR Green on 1:5 diluted cDNA. The RT-qPCR was performed by Viia7 384-plate reader (Thermo Fisher Scientific; final primer concentration, 100&#xa0;nM; final volume, 10&#xa0;&#x3bc;l; thermal profile, 95&#xb0;C 15&#xa0;s, 60&#xb0;C 60&#xa0;s, 40&#xd7;). The oligonucleotide primer sequences are listed in <xref ref-type="table" rid="T1">Table 1</xref>. Delta Ct (&#x394;Ct) values were calculated by subtracting the Ct values from the genes of interest with the Ct values of the housekeeping genes (GAPDH).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>List of primer used for gene expression analysis.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Gene</th>
<th align="left">Primer sequence</th>
<th align="left">Gene</th>
<th align="left">Primer sequence</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">
<italic>TNNI1</italic>
</td>
<td align="left">FW: 5&#x2032;-CCC&#x200b;AGC&#x200b;TCC&#x200b;ACG&#x200b;AGG&#x200b;ACT&#x200b;GAA&#x200b;CA-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>MYL3</italic>
</td>
<td align="left">FW: 5&#x2032;-TCA&#x200b;CAC&#x200b;CTG&#x200b;AGC&#x200b;AGA&#x200b;TTG&#x200b;AAG&#x200b;A-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-TTT&#x200b;GCG&#x200b;GGA&#x200b;GGC&#x200b;AGT&#x200b;GAT&#x200b;CTT&#x200b;GG-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-GCT&#x200b;GGA&#x200b;GCA&#x200b;TAG&#x200b;GCA&#x200b;GGA&#x200b;AAG-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>TNNC1</italic>
</td>
<td align="left">FW: 5&#x2032;-TGC&#x200b;TGC&#x200b;AGG&#x200b;CTA&#x200b;CAG&#x200b;GCG&#x200b;AG-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>TPM1</italic>
</td>
<td align="left">FW: 5&#x2032;-TTG&#x200b;AGA&#x200b;GTC&#x200b;GAG&#x200b;CCC&#x200b;AAA&#x200b;AAG-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-TCG&#x200b;ATG&#x200b;CGG&#x200b;CCG&#x200b;TCG&#x200b;TTG&#x200b;TT-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-CAT&#x200b;ATT&#x200b;TGC&#x200b;GGT&#x200b;CGG&#x200b;CAT&#x200b;CTT-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>TNNI3</italic>
</td>
<td align="left">FW: 5&#x2032;-GGA&#x200b;ACC&#x200b;TCG&#x200b;CCC&#x200b;TGC&#x200b;ACC&#x200b;AG-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>MYOM1</italic>
</td>
<td align="left">FW: 5&#x2032;-GAG&#x200b;TCG&#x200b;ATA&#x200b;TGG&#x200b;GAT&#x200b;GCA&#x200b;CAC-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-GCG&#x200b;CGG&#x200b;TAG&#x200b;TTG&#x200b;GAG&#x200b;GAG&#x200b;CG-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-TCC&#x200b;TTT&#x200b;AAC&#x200b;ATT&#x200b;CAT&#x200b;CGC&#x200b;CGA&#x200b;G-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>ACTN2</italic>
</td>
<td align="left">FW: 5&#x2032;-CTC&#x200b;AAA&#x200b;GCT&#x200b;TAA&#x200b;CAA&#x200b;GGA&#x200b;TGA&#x200b;CC-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>MYBPC3</italic>
</td>
<td align="left">FW: 5&#x2032;-AGC&#x200b;GGG&#x200b;TGG&#x200b;AGT&#x200b;TTG&#x200b;AGT&#x200b;G-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-GTG&#x200b;GTA&#x200b;GAA&#x200b;GCA&#x200b;AGA&#x200b;GAC&#x200b;GTA-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-GCG&#x200b;ATG&#x200b;CTC&#x200b;TGG&#x200b;TAC&#x200b;ACC&#x200b;TC-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>MYL2</italic>
</td>
<td align="left">FW: 5&#x2032;-TTG&#x200b;GGC&#x200b;GAG&#x200b;TGA&#x200b;ACG&#x200b;TGA&#x200b;AAA-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>TNNC2</italic>
</td>
<td align="left">FW: 5&#x2032;-TGA&#x200b;TGG&#x200b;TGC&#x200b;GCC&#x200b;AGA&#x200b;TGA&#x200b;AAG-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-CCG&#x200b;AAC&#x200b;GTA&#x200b;ATC&#x200b;AGC&#x200b;CTT&#x200b;CAG-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-TGC&#x200b;ATT&#x200b;CCT&#x200b;GTC&#x200b;GAA&#x200b;GAT&#x200b;GCG-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>MYH7</italic>
</td>
<td align="left">FW: 5&#x2032;-ACT&#x200b;GCC&#x200b;GAG&#x200b;ACC&#x200b;GAG&#x200b;TAT&#x200b;G-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>IRX4</italic>
</td>
<td align="left">FW: 5&#x2032;-GGC&#x200b;TCC&#x200b;CCA&#x200b;GTT&#x200b;CTT&#x200b;GAT&#x200b;GG-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-GCG&#x200b;ATC&#x200b;CTT&#x200b;GAG&#x200b;GTT&#x200b;GTA&#x200b;GAG&#x200b;C-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-TAG&#x200b;ACC&#x200b;GGG&#x200b;CAG&#x200b;TAG&#x200b;ACC&#x200b;G-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>MYH6</italic>
</td>
<td align="left">FW: 5&#x2032;-GCC&#x200b;CTT&#x200b;TGA&#x200b;CAT&#x200b;TCG&#x200b;CAC&#x200b;TG-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>FN1</italic>
</td>
<td align="left">FW: 5&#x2032;-CGG&#x200b;TGG&#x200b;CTG&#x200b;TCA&#x200b;GTC&#x200b;AAA&#x200b;G-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-CGG&#x200b;GAC&#x200b;AAA&#x200b;ATC&#x200b;TTG&#x200b;GCT&#x200b;TTG&#x200b;A-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-AAA&#x200b;CCT&#x200b;CGG&#x200b;CTT&#x200b;CCT&#x200b;CCA&#x200b;TAA-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>MYL7</italic>
</td>
<td align="left">FW: 5&#x2032;-ACA&#x200b;TCA&#x200b;TCA&#x200b;CCC&#x200b;ACG&#x200b;GAG&#x200b;AAG&#x200b;AGA-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>COL3A1</italic>
</td>
<td align="left">FW: 5&#x2032;-TTG&#x200b;AAG&#x200b;GAG&#x200b;GAT&#x200b;GTT&#x200b;CCC&#x200b;ATC&#x200b;T-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-ATT&#x200b;GGA&#x200b;ACA&#x200b;TGG&#x200b;CCT&#x200b;CTG&#x200b;GAT&#x200b;GGA-3&#x2032;</td>
<td align="left">RV: ACA&#x200b;GAC&#x200b;ACA&#x200b;TAT&#x200b;TTG&#x200b;GCA&#x200b;TGG&#x200b;TT-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>HCN4</italic>
</td>
<td align="left">FW: 5&#x2032;-GAA&#x200b;CAG&#x200b;GAG&#x200b;AGG&#x200b;GTC&#x200b;AAG&#x200b;TCG-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>COL1A2</italic>
</td>
<td align="left">FW: 5&#x2032;-GGC&#x200b;CCT&#x200b;CAA&#x200b;GGT&#x200b;TTC&#x200b;CAA&#x200b;GG-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-CAT&#x200b;TGA&#x200b;AGA&#x200b;CAA&#x200b;TCC&#x200b;AGG&#x200b;GTG&#x200b;T-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-CAC&#x200b;CCT&#x200b;GTG&#x200b;GTC&#x200b;CAA&#x200b;CAA&#x200b;CTC-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>ACTN1</italic>
</td>
<td align="left">FW: 5&#x2032;-CCA&#x200b;CCC&#x200b;TCT&#x200b;CGG&#x200b;AGA&#x200b;TCA&#x200b;AG-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>GAPDH</italic>
</td>
<td align="left">FW: 5&#x2032;-TCA&#x200b;AGA&#x200b;AGG&#x200b;TGG&#x200b;TGA&#x200b;AGC&#x200b;AGG-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-TCC&#x200b;CTT&#x200b;CGC&#x200b;TTC&#x200b;TGA&#x200b;GTT&#x200b;AGG-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-ACC&#x200b;AGG&#x200b;AAA&#x200b;TGA&#x200b;GCT&#x200b;TGA&#x200b;CAA&#x200b;A-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>TNNT2</italic>
</td>
<td align="left">FW: 5&#x2032;-GGA&#x200b;GGA&#x200b;GTC&#x200b;CAA&#x200b;ACC&#x200b;AAA&#x200b;GCC-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>DMD (Dp427m)</italic>
</td>
<td align="left">FW: 5&#x2032;-ATG&#x200b;CTT&#x200b;TGG&#x200b;TGG&#x200b;GAA&#x200b;GAA&#x200b;GT-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-TCA&#x200b;AAG&#x200b;TCC&#x200b;ACT&#x200b;CTC&#x200b;TCT&#x200b;CCA&#x200b;TC-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-GGG&#x200b;CAT&#x200b;GAA&#x200b;CTC&#x200b;TTG&#x200b;TGG&#x200b;AT-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>OGN</italic>
</td>
<td align="left">FW: 5&#x2032;-TCT&#x200b;ACA&#x200b;CTT&#x200b;CTC&#x200b;CTG&#x200b;TTA&#x200b;CTG&#x200b;CT-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>HEY</italic>
</td>
<td align="left">FW: 5&#x2032;-GCC&#x200b;CGC&#x200b;CCT&#x200b;TGT&#x200b;CAG&#x200b;TAT&#x200b;C-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-GAG&#x200b;GTA&#x200b;ATG&#x200b;GTG&#x200b;TTA&#x200b;TTG&#x200b;CCT&#x200b;CA-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-CCA&#x200b;GGG&#x200b;TCG&#x200b;GTA&#x200b;AGG&#x200b;TTT&#x200b;ATT&#x200b;G-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>MPG</italic>
</td>
<td align="left">FW: 5&#x2032;-TCC&#x200b;GAG&#x200b;AAC&#x200b;GCT&#x200b;CTA&#x200b;AGC&#x200b;CT-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>COL1A1</italic>
</td>
<td align="left">FW: 5&#x2032;-GAG&#x200b;GGC&#x200b;CAA&#x200b;GAC&#x200b;GAA&#x200b;GAC&#x200b;ATC-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-GCA&#x200b;AAG&#x200b;TCT&#x200b;GTA&#x200b;GTC&#x200b;ATC&#x200b;ACA&#x200b;GG-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-CAG&#x200b;ATC&#x200b;ACG&#x200b;TCA&#x200b;TCG&#x200b;CAC&#x200b;AAC</td>
</tr>
<tr>
<td rowspan="2" align="left"/>
<td align="left"/>
<td rowspan="2" align="left">
<italic>IGF1</italic>
</td>
<td align="left">FW: 5&#x2032;-GCT&#x200b;CTT&#x200b;CAG&#x200b;TTC&#x200b;GTG&#x200b;TGT&#x200b;GGA-3&#x2032;</td>
</tr>
<tr>
<td align="left"/>
<td align="left">RV: 5&#x2032;-GCC&#x200b;TCC&#x200b;TTA&#x200b;GAT&#x200b;CAC&#x200b;AGC&#x200b;TCC-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>ACTC1</italic>
</td>
<td align="left">FW: 5&#x2032;-TCC&#x200b;CAT&#x200b;CGA&#x200b;GCA&#x200b;TGG&#x200b;TAT&#x200b;CAT-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>LEPR</italic>
</td>
<td align="left">FW: 5&#x2032;-ACC&#x200b;TCT&#x200b;GGT&#x200b;TCC&#x200b;CCA&#x200b;AAA&#x200b;AGG-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-GGT&#x200b;ACG&#x200b;GCC&#x200b;AGA&#x200b;AGC&#x200b;ATA&#x200b;CA-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-TTG&#x200b;GCA&#x200b;CAG&#x200b;GCA&#x200b;CAA&#x200b;GAC&#x200b;AT-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>DCN</italic>
</td>
<td align="left">FW: 5&#x2032;-ATG&#x200b;AAG&#x200b;GCC&#x200b;ACT&#x200b;ATC&#x200b;ATC&#x200b;CTC&#x200b;C-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>MATN4</italic>
</td>
<td align="left">FW: 5&#x2032;-TGC&#x200b;GTC&#x200b;CAC&#x200b;AAA&#x200b;ACT&#x200b;TCG&#x200b;AG-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-GTC&#x200b;GCG&#x200b;GTC&#x200b;ATC&#x200b;AGG&#x200b;AAC&#x200b;TT-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-GGA&#x200b;GAA&#x200b;GCT&#x200b;GTG&#x200b;CTC&#x200b;CAC&#x200b;C-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>S100A6</italic>
</td>
<td align="left">FW: 5&#x2032;-GGG&#x200b;AGG&#x200b;GTG&#x200b;ACA&#x200b;AGC&#x200b;ACA&#x200b;C-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>LUM</italic>
</td>
<td align="left">FW: 5&#x2032;-GGA&#x200b;TTG&#x200b;GTA&#x200b;AAC&#x200b;CTG&#x200b;ACC&#x200b;TTC&#x200b;AT-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-AGC&#x200b;TTC&#x200b;GAG&#x200b;CCA&#x200b;ATG&#x200b;GTG&#x200b;AG-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-GAT&#x200b;AAA&#x200b;CGC&#x200b;AGA&#x200b;TAC&#x200b;TGC&#x200b;AAT&#x200b;GC-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>SSPN</italic>
</td>
<td align="left">FW: 5&#x2032;-TGT&#x200b;GTC&#x200b;TCA&#x200b;TAT&#x200b;CAG&#x200b;GTT&#x200b;GAC&#x200b;GA-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>MYL9</italic>
</td>
<td align="left">FW: 5&#x2032;-TCT&#x200b;TCG&#x200b;CAA&#x200b;TGT&#x200b;TTG&#x200b;ACC&#x200b;AGT-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-CAA&#x200b;GAG&#x200b;TCG&#x200b;AGT&#x200b;GTG&#x200b;GTC&#x200b;TCA-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-GTT&#x200b;GAA&#x200b;AGC&#x200b;CTC&#x200b;CTT&#x200b;AAA&#x200b;CTC&#x200b;CT-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>ELN</italic>
</td>
<td align="left">FW: 5&#x2032;-GCA&#x200b;GGA&#x200b;GTT&#x200b;AAG&#x200b;CCC&#x200b;AAG&#x200b;G-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>NEXN</italic>
</td>
<td align="left">FW: 5&#x2032;-AGC&#x200b;GTG&#x200b;AAT&#x200b;TAG&#x200b;CAA&#x200b;AAA&#x200b;GGG&#x200b;C-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-TGT&#x200b;AGG&#x200b;GCA&#x200b;GTC&#x200b;CAT&#x200b;AGC&#x200b;CA-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-CCT&#x200b;TGA&#x200b;GAG&#x200b;ATG&#x200b;GTC&#x200b;GTT&#x200b;GTT&#x200b;CT-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>IGFBP3</italic>
</td>
<td align="left">FW: 5&#x2032;-AGA&#x200b;GCA&#x200b;CAG&#x200b;ATA&#x200b;CCC&#x200b;AGA&#x200b;ACT-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>PRRX1</italic>
</td>
<td align="left">FW: 5&#x2032;-TGA&#x200b;TGC&#x200b;TTT&#x200b;TGT&#x200b;GCG&#x200b;AGA&#x200b;AGA-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-GGT&#x200b;GAT&#x200b;TCA&#x200b;GTG&#x200b;TGT&#x200b;CTT&#x200b;CCA&#x200b;TT-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-AGG&#x200b;GAA&#x200b;GCG&#x200b;TTT&#x200b;TTA&#x200b;TTG&#x200b;GCT-3&#x2032;</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>MYLPF</italic>
</td>
<td align="left">FW: 5&#x2032;-GAA&#x200b;GGA&#x200b;CAG&#x200b;TAG&#x200b;AGG&#x200b;GCG&#x200b;GAA-3&#x2032;</td>
<td rowspan="2" align="left">
<italic>MYL1</italic>
</td>
<td align="left">FW: 5&#x2032;-GTT&#x200b;GAG&#x200b;GGT&#x200b;CTG&#x200b;CGT&#x200b;GTC&#x200b;TTT-3&#x2032;</td>
</tr>
<tr>
<td align="left">RV: 5&#x2032;-TCT&#x200b;GGT&#x200b;CGA&#x200b;TCA&#x200b;CAG&#x200b;TGA&#x200b;AGG-3&#x2032;</td>
<td align="left">RV: 5&#x2032;-ACC&#x200b;CAG&#x200b;GGT&#x200b;GGC&#x200b;TAG&#x200b;AAC&#x200b;A-3&#x2032;</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-7">
<title>Flow cytometric analysis</title>
<p>DMD- and DMD-Iso-COs at 14&#xa0;days were dissociated using Collagenase A (1&#xa0;U/ml) for 20&#xa0;min at 37&#xb0;C followed by 10&#xa0;min incubation with Accutase<sup>&#xae;</sup> (Sigma-Aldrich). All flow cytometry procedures were performed according to the manufacturer&#x2019;s instructions. PBS &#x2b; 0.1% BSA (Sigma) was used as staining buffer. The cells were stained for the surface markers SIRPA, CD31 and PDGRFa specific for CMs, endothelial cells and fibroblast/adipose progenitors respectively. A total of 50.000 cells was recorded. After single cell gate selection, a cell number total between 15.000 and 20.000 cells was analysed for the used antibodies (CD31, PDGFR&#x03B1;, SIRPA). Fluorescence minus one (FMO) controls and compensations were included for appropriate gating. Samples were analysed using the FACS Canto II HTS (BD Biosciences) and the analysis was performed using FACS Diva Software. <xref ref-type="table" rid="T2">Table 2</xref> provides a list of all flow cytometric antibodies used in this study.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>List of antibodies dilutions used for immunofluorescence analysis and flow cytometric analysis.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">
<italic>Antibodies</italic>
</th>
<th align="center">
<italic>Dilution</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Immunostaining</td>
</tr>
<tr>
<td align="left">
<italic>&#x3b1;-Actinin (mouse, Abcam)</italic>
</td>
<td>1:250</td>
</tr>
<tr>
<td align="left">
<italic>&#x3b1;-Sarcoglycan (mouse, Novocastra)</italic>
</td>
<td>1:250</td>
</tr>
<tr>
<td align="left">&#x3b2;<italic>-Sarcoglycan (mouse, Novocastra)</italic>
</td>
<td>1:250</td>
</tr>
<tr>
<td align="left">&#x3b3;<italic>-Sarcoglycan (mouse, Novocastra)</italic>
</td>
<td>1:250</td>
</tr>
<tr>
<td align="left">&#x3b4;<italic>-Sarcoglycan (mouse, Novocastra)</italic>
</td>
<td>1:250</td>
</tr>
<tr>
<td align="left">
<italic>NKX2.5 (Rabbit, Bioke)</italic>
</td>
<td>1:250</td>
</tr>
<tr>
<td align="left">
<italic>PGK1 (mouse, Santa Cruz)</italic>
</td>
<td>1:250</td>
</tr>
<tr>
<td align="left">
<italic>GORASP2 (mouse, Proteintech)</italic>
</td>
<td>1:1000</td>
</tr>
<tr>
<td align="left">
<italic>ARCN1 (mouse, Santa Cruz)</italic>
</td>
<td>1:250</td>
</tr>
<tr>
<td align="left">
<italic>CCASP3 (Rabbit, Bioke/Cell Signaling Technology)</italic>
</td>
<td>1:400</td>
</tr>
<tr>
<td align="left">
<italic>Ki67 (mouse, BD Pharmigen)</italic>
</td>
<td>1:300</td>
</tr>
<tr>
<td align="left">
<italic>DYS1 (mouse, Leica)</italic>
</td>
<td>1:50</td>
</tr>
<tr>
<td align="left">
<italic>DYS3 (mouse, Leica)</italic>
</td>
<td>1:50</td>
</tr>
<tr>
<td align="left">
<italic>NOX4 (Rabbit, Abcam)</italic>
</td>
<td>1:500</td>
</tr>
<tr>
<td align="left">Flow cytometry</td>
</tr>
<tr>
<td align="left">
<italic>APC- anti-human CD172a SIRPA (mouse, BioLegend)</italic>
</td>
<td>1:100</td>
</tr>
<tr>
<td align="left">
<italic>PE/Cy7 anti-human CD31 (mouse, BioLegend)</italic>
</td>
<td>1:200</td>
<td/>
</tr>
<tr>
<td align="left">
<italic>PE anti-human CD140a PDGFR&#x3b1; (mouse, BD Biosciences)</italic>
</td>
<td>1:20</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-8">
<title>Immunofluorescence staining</title>
<p>After three PBS washes, the cryosections were permeabilized for 1&#xa0;h at room temperature using 0.1% Triton X-100 in PBS (Thermo Fisher Scientific). Non-specific antibody binding was blocked by incubation for 30&#xa0;min with blocking solution containing 5% normal goat serum (NGS, Dako) at room temperature followed by overnight incubation at 4&#xb0;C with different primary antibodies listed in <xref ref-type="table" rid="T2">Table 2</xref>. After washing in phosphate-buffered saline (PBS), the samples were incubated with respective secondary antibodies using Alexa Fluor 488 and 555-conjugated secondary antibody (4&#xa0;&#x3bc;g/ml; Thermo Fisher Scientific). Nuclei were counterstained with Hoechst 33342 (1:1000, Thermo Scientific) for 7&#xa0;min (<xref ref-type="bibr" rid="B48">Santoni de Sio et al., 2008</xref>). The sections were mounted with ProLong <sup>&#x2122;</sup> Gold antifade reagent (Invitrogen) and stored in the dark at 4&#xb0;C until imaging. All images were acquired using Axiocam MRm microscope (Zeiss). Confocal images were acquired using Nikon ECLIPSE Ti Microscope and NIS-Elements AR 4.11 software. Quantifications of immunofluorescent images were performed using ImageJ software tool by calculating the percentage of the signal area/positive nuclei with respect to the total organoid area/total nuclei respectively for each CO.</p>
</sec>
<sec id="s2-9">
<title>Quantification of beating frequency and surface area of cardiac organoids</title>
<p>To assess the contractile properties of DMD-COs and DMD-Iso-COs, 3D cardiac organoids were live-imaged using the Dmi1 Microscope (Leica). The recorded videos were then analysed to determine the CO beating frequency by counting the number of spontaneous contractions per minute. The cardiac organoids growth area was measured at different time points using ImageJ software tool.</p>
</sec>
<sec id="s2-10">
<title>Intracellular calcium (Ca<sup>2&#x2b;</sup>) imaging</title>
<p>For Ca<sup>2&#x2b;</sup> imaging experiments, the DMD-, DMD-Iso- and HC-hiPSC monolayers were respectively plated on 35&#xa0;mm dishes with four Chamber glass bottom. Following 14&#xa0;days from cardiac induction, the DMD-, DMD-Iso- and HC- CM were incubated with 1&#xa0;&#xb5;M Fluo-4 AM solubilized in CM Maintenance Medium. Next, the cells were washed twice with CM Maintenance Medium after which de-esterification was allowed to occur for 45&#xa0;min at 37&#xb0;C and 5% CO<sub>2</sub>. The Ca<sup>2&#x2b;</sup> imaging experiments were performed in pre-warmed (37&#xb0;C) modified Krebs-Ringer solution (135&#xa0;mM NaCl, 6.2 mM KCl, 1.2&#xa0;mM MgCl<sub>2</sub>, 12&#xa0;mM HEPES, pH 7.3, 11.5&#xa0;mM glucose and 2&#xa0;mM CaCl<sub>2</sub>). Tetracaine was solubilized in the above modified Krebs-Ringer solution at 1&#xa0;mM final concentration. For the KCl stimulus the modified Krebs-Ringer solution was prepared substituting the NaCl for 140&#xa0;mM KCl. Imaging was performed using a Nikon eclipse Ti2 inverted fluorescence microscope (Nikon) equipped with excitation filter FF01-378/474/554/635 and dichroic mirror FF01-432/515/595/730 and emission filter 515/30 all from Semrock. Coolled pR-4000 (Coolled) was used for excitation at 470&#xa0;nm. Acquisition of the fluorescent signal at 520&#xa0;nM was performed at 10&#xa0;Hz using a pco.edge 4.2bi sCMOS camera (pCO) (<xref ref-type="bibr" rid="B39">Nakamura et al., 2001</xref>). For analysis FIJI software was utilized. In each experiment a region of interest was drawn across spontaneously active cardiomyocytes. The fluorescence intensities were normalized to F0, where the F0 value was obtained after tetracaine administration.</p>
</sec>
<sec id="s2-11">
<title>RNA sequencing and bioinformatics analysis</title>
<p>RNA (&#x3e;10&#xa0;&#x3bc;g) extracted from DMD-COs and DMD-Iso-COs on day 56 was verified and processed by the Genomics Core (KU Leuven&#x2013;UZ Leuven). As quality control, the RNA concentration was measured with Nanodrop and quality was checked with Bioanalyzer. The Lexogen QuantSeq 3&#x2032; mRNA-Seq library prep kit was used according to the manufacturer&#x27;s protocol with 500&#xa0;ng input. After the prep, the libraries were measured with Qubit and put on the Fragment analyser so the libraries could be pooled equimolar to 2&#xa0;nM. The pool was then quantified with RT-qPCR and a final pool (2&#xa0;nM) was made for single-read sequencing on the HiSeq4000 (Illumina Inc.). The settings were 51-8-8. The raw sequence files generated (.fastq files) underwent quality control analysis using FastQC v0.11.7 (<xref ref-type="bibr" rid="B3">Andrews, 2010</xref>). Adapters were filtered with ea-utils fastq-mcf v1.05 (<xref ref-type="bibr" rid="B5">Aronesty, 2011</xref>). Splice-aware alignment was performed with HiSat2 against the human reference genome hg38 using the default parameters. Reads mapping to multiple loci in the reference genome were discarded. Resulting BAM alignment files were handled with Samtools v1.5. (<xref ref-type="bibr" rid="B30">Li et al., 2009</xref>). Quantification of reads per gene was performed with HT-seq Count v2.7.14. Count-based differential expression analysis was done with R-based (The R Foundation for Statistical Computing, Vienna, Austria) Bioconductor package DESeq2 (<xref ref-type="bibr" rid="B34">Love et al., 2014</xref>). Reported <italic>p</italic>-values were adjusted for multiple testing with the Benjamini-Hochberg procedure, which controls false discovery rate (FDR). Gene Ontology (GO) and Biological Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were identified using g:Profiler (<xref ref-type="bibr" rid="B44">Raudvere et al., 2019</xref>). The GO Biological Process 2018 and KEGG 2016 of each tissue were determined. The significant terms and pathways were selected with the threshold of adjusted <italic>p</italic>-value &#x3c;&#x2009;0.05. Data has been deposited in the NCBI Gene Expression Omnibus (GEO) repository under accession code GSE194297.</p>
</sec>
<sec id="s2-12">
<title>Generation of protein-protein interaction (PPI) network</title>
<p>The PPI network of differentially upregulated genes in DMD-COs was constructed by feeding a list of gene symbols and their log<sub>2</sub>fold changes into the NetworkAnalyst platform (<ext-link ext-link-type="uri" xlink:href="http://www.networkanalyst.ca/">http://www.networkanalyst.ca/</ext-link>) using the IMEx interactome database with Steiner Forest Network (SFN) reduction algorithm. Subsequently, the gene-miRNA interactions (<xref ref-type="bibr" rid="B47">Rotini et al., 2018</xref>) for the selected KEGG pathways were constructed based on the miRTarBase (v8.0) database, and the network was reduced using the SFN algorithm. The degree of each node was calculated based on its number of connections to other nodes. In the network, the area of an individual node indicates the degree, and the color represents the expression. The identified top five miRNAs were mapped out in the KEGG pathways to show their interactions with the genes of a particular pathway.</p>
</sec>
<sec id="s2-13">
<title>Statistical analysis</title>
<p>Data were statistically analysed using GraphPad Prism. All data were reported as mean &#xb1; standard deviation (SD). Differences between groups were examined for statistical significance using ANOVA and two-way ANOVA. Significance of the differences was indicated as follows: &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001, and &#x2a;&#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.0001.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Characterization of the generated cardiomyocytes monolayers from DMD- and isogenic corrected hiPSC lines</title>
<p>Following the 2D monolayer differentiation protocol, we generated cardiomyocytes (CMs) from both DMD patient-derived hiPSC (DMD-CMs), the isogenic control hiPSC (DMD-Iso-CMs) and healthy control hiPSC (HC-CMs) monolayer cultures. <xref ref-type="fig" rid="F1">Figure 1A</xref> shows representative images of 2D culture morphology of DMD-CMs and DMD-Iso-CMs on day 22. These cells started to develop contractile phenotype around day 8 and were morphologically similar in both conditions. On day 22, RT-qPCR analysis showed that the DMD-CMs expressed significantly lower dystrophin (<italic>DMD</italic>) than the isogenic controls and HC-CMs (<xref ref-type="fig" rid="F1">Figure 1B</xref>), confirming the restoration of <italic>DMD</italic> expression in the isogenic controls, as described in <xref ref-type="bibr" rid="B12">Duelen et al. (2022)</xref>. The DMD-CMs also expressed significantly lower sarcomeric &#x3b1;-actinin (<italic>ACTN2</italic>), the pacemaker gene <italic>HCN4</italic>, and the troponin-related genes (<italic>TNNI1, TNNC1</italic> and <italic>TNNI3</italic>) but not the myosin light (<italic>MYL7</italic>, <italic>MYL2</italic>) or heavy chain (<italic>MYH6</italic>, <italic>MYH7</italic>) genes, than the isogenic controls (<xref ref-type="fig" rid="F1">Figure 1C</xref>). Next, we established a cell physiological analysis of 14-day differentiated DMD-CMs and DMD-Iso-CMs. A hallmark of functional CMs is their ability to generate cytosolic Ca<sup>2&#x2b;</sup> signals that are driven by ryanodine receptors (RyRs), intracellular Ca<sup>2&#x2b;</sup> -release channels residing at the sarcoplasmic reticulum of CMs. Therefore, cytosolic Ca<sup>2&#x2b;</sup> imaging was performed in single-cell CMs loaded with Fluo-4. In the presence of extracellular Ca<sup>2&#x2b;</sup> (1.5&#xa0;mM CaCl<sub>2</sub>), spontaneous Ca<sup>2&#x2b;</sup> oscillations were observed in both DMD-CMs and DMD-Iso-CMs that could be blocked by tetracaine, an inhibitor of RyR channels. However, spontaneous Ca<sup>2&#x2b;</sup> oscillations appeared to display a lower frequency and amplitudes in DMD-CMs compared to isogenic and healthy controls, indicating a defect in physiological Ca<sup>2&#x2b;</sup> signalling in dystrophic CMs that is corrected in the isogenic controls. Moreover, DMD-CMs displayed a lower Ca<sup>2&#x2b;</sup> response to KCl, which provokes membrane depolarization, compared to DMD-Iso-CMs (<xref ref-type="fig" rid="F1">Figures 1D,E</xref>). These findings validated the dystrophic properties of DMD-CMs and their defects in physiological Ca<sup>2&#x2b;</sup> signalling, whereby both deficiencies could be reverted in DMD-Iso-CMs generated in this study.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Representative 2D culture morphology of differentiated cardiomyocytes from DMD patient-derived hiPSCs (DMD-CMs) and the isogenic controls (DMD-Iso-CMs) on day 22. Arrowheads indicated the contractile filaments. Scale bar &#x3d; 200&#xa0;&#x3bc;m. <bold>(B</bold>,<bold>C)</bold> Comparison of the expression of <italic>dystrophin</italic> (<italic>DMD</italic>) and key cardiac gene markers between DMD-CMs, DMD-Iso-CMs and HC-CMs 2D cultures on day 22. Data shown are mean &#xb1; s.d. (<italic>n</italic> &#x3d; 3). Statistical analyses were performed by two-way ANOVA with Tukey&#x2019;s multiple comparisons: &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001, &#x2a;&#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.0001, n.s, not significant. <bold>(D</bold>,<bold>E)</bold> Intracellular Ca<sup>2&#x2b;</sup> imaging of DMD-CMs, DMD-Iso-CMs and HC-CMs 2D cultures on day 14 showing higher frequency and amplitude of spontaneous Ca<sup>2&#x2b;</sup> oscillation in DMD-CMs than the isogenic and healty controls, as well as a lower KCl response compared to DMD-Iso-CMs. Tetracaine was used to validate that Ca<sup>2&#x2b;</sup> oscillations were driven by RyR channels (<italic>n</italic> &#x3d; 9). Statistical analyses were performed by two-way ANOVA with Tukey&#x2019;s multiple comparisons: &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001, &#x2a;&#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.0001.</p>
</caption>
<graphic xlink:href="fcell-10-878311-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Generation of DMD- and DMD-isogenic corrected cardiac organoids (COs)</title>
<p>We adapted the cardiomyocyte monolayer differentiation protocol to generate COs by direct differentiation of the embryoid bodies (EBs) (<xref ref-type="fig" rid="F2">Figure 2A</xref>). By using the agarose microwell culture inserts, we could promote self-aggregation of the DMD-hiPSCs and DMD-Iso-hiPSCs into EBs at cell seeding number of 5,000 and 10,000 cells per microwell (<xref ref-type="fig" rid="F2">Figure 2B</xref>). This allowed us to generate 137 EBs per insert per well of 24-well plate. On day 5 of cardiomyocyte differentiation, the resulting DMD-COs and DMD-Iso-COs were transferred to 6-well plate on orbital shaker for dynamic culture in the CM maintenance medium (<xref ref-type="fig" rid="F2">Figure 2C</xref>). Contractile cardiomyocyte protrusions (<xref ref-type="fig" rid="F2">Figure 2C</xref>, arrow) and self-organized cellular structures (<xref ref-type="fig" rid="F2">Figure 2C</xref>, arrowheads) at the organoid periphery, both with specific spatial distribution of NKX2.5 and &#x3b1;ACTN positivity, could be observed. The non-translucent organoid structure (&#x23;) was negative for both NKX2.5 and &#x3b1;ACTN. Immunofluorescence staining showed abundant DYS localization in DMD-Iso-COs, which was undetectable in the DMD-COs (<xref ref-type="fig" rid="F2">Figure 2D</xref>). The representative images of CO over 28&#xa0;days of dynamic culture showed morphological changes and variations in organoid size (<xref ref-type="fig" rid="F2">Figure 2E</xref>). Quantification of the organoid surface area over 28&#xa0;days of dynamic culture showed no significant differences on the organoid size between the two cell seeding numbers within each cell line, however, the size of DMD-Iso-COs was significantly smaller than DMD-COs on day 14 and 28, respectively (<xref ref-type="fig" rid="F2">Figure 2F</xref>). The DMD-COs displayed contraction on day 8 (&#xb1; 19 per minute) which decreased over time and stopped contraction between day 14 and 18 (<xref ref-type="fig" rid="F2">Figure 2G</xref>). The DMD-Iso-COs displayed contraction on day 12 (&#xb1; 18 per minute) which persisted till day 28. FACS analysis was performed on DMD- and DMD-Iso-COs after 14&#xa0;days to determine SIRPA (APC), CD31 (PE/Cy7) and PDGFR&#x3b1; (PE) positive cells (<xref ref-type="sec" rid="s10">Supplementary Figures S1A,B</xref>). The analysis disclosed that both DMD- and DMD-Iso-COs accounted for 40/50% of SIRPA<sup>&#x2b;</sup> cells, while DMD-Iso-COs showed the double amount of the CD31<sup>&#x2b;</sup> cell (1.4% &#xb1; 0.2) population and the half of the PDGFR&#x3b1;<sup>&#x2b;</sup> cells (1.7% &#xb1; 0.2) compared to DMD-COs.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Generation of DMD-COs and DMD-Iso-COs from patient-derived hiPSC. <bold>(A)</bold> Schematic showing the culture protocol to generate DMD-COs and DMD-Iso-COs from patient-derived hiPSC embryoid bodies (EBs). <bold>(B)</bold> Brightfield images of the microwells of the agarose insert and the formed EBs. <bold>(C)</bold> EBs pooled from two agarose inserts inside a well of six-well plate for dynamic culture, and the morphology of COs at high magnification showing contractile cardiomyocyte protrusion (arrow) and distinct self-organized cellular structure at the organoid periphery (arrowhead) both with specific spatial distribution of NKX2.5 and &#x3b1;ACTN positivity. Non-translucent organoid structure (&#x23;) was negative for NKX2.5 and &#x3b1;ACTN. <bold>(D)</bold> Immunofluorescence staining showing the localization of DYS in DMD-Iso-COs, which was undetectable in DMD-COs. Nuclei were counterstained with Hoechst. <bold>(E)</bold> Representative images of CO morphology and the changes of organoid size (generated at two cells seeding numbers) over 28&#xa0;days of dynamic culture. <bold>(F</bold>,<bold>G)</bold> Effect of cell seeding numbers on the growth (<italic>n</italic> &#x3d; 17) and the beating frequency (<italic>n</italic> &#x3d; 4) of DMD-COs or DMD-Iso-COs over 28&#xa0;days. DMD-COs versus DMD-Iso-COs at 5K (5,000 cells/microwell) or 10K (10,000 cells/microwell). Statistical analyses were performed by two-way ANOVA with Tukey&#x2019;s multiple comparisons: &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001, &#x2a;&#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.0001. CO, Cardiac organoid; DMD-COs and DMD-Iso-COs, cardiac organoids from DMD patient-derived hiPSC and isogenic corrected hiPSC, respectively. Scale bar &#x3d; 1&#xa0;mm or as stated in the figure.</p>
</caption>
<graphic xlink:href="fcell-10-878311-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>DMD-CO and DMD-Iso-CO characterization and progressive loss of sarcoglycans in DMD-COs</title>
<p>We performed immunofluorescence staining for &#x3b1;-sarcoglycan (SCGA), sarcomeric &#x3b1;-actinin (&#x3b1;ACTN), and NKX2.5 on day 10, 14 28, 56 and 93 in order to assess cardiac differentiation and contractile protein development within the organoids. The results showed abundant SCGA expression in DMD-COs on day 10, which became low on day 14 and undetectable from day 28 onwards (<xref ref-type="fig" rid="F3">Figures 3A,C</xref> and <xref ref-type="sec" rid="s10">Supplementary Figure S2A</xref>). Conversely, the SCGA expression in DMD-Iso-COs persisted till day 93. As reported in <xref ref-type="sec" rid="s10">Supplementary Figure S3A</xref> also the &#x3b2;-, &#x3b3;- and &#x3b4;-sarcoglycans started to disappear from day 14 following the &#x3b1;-sarcoglycan trend. A transient expression of the early cardiac differentiation marker NKX2.5 was observed up to day 28 in both DMD-COs and DMD-Iso-COs, which became undetectable on day 56 and 93 (<xref ref-type="fig" rid="F3">Figure 3C</xref>). Additionally, abundant &#x3b1;ACTN, a cardiac contractile protein, was observed in both DMD-COs and DMD-Iso-COs on early time points, which remained detectable on day 93 (despite at lower expression level) in both conditions (<xref ref-type="fig" rid="F3">Figures 3B,C</xref> and <xref ref-type="sec" rid="s10">Supplementary Figure S2B</xref>). There was no distinguishable difference in the SCGA, &#x3b1;ACTN and NKX2.5 expression between organoids generated from the two cell seeding numbers within a cell line. These results demonstrated a progressive loss of SCGA protein expression in DMD-COs (a member of the dystrophin associated complex, DAC) as compared to the isogenic controls. The sarcomeric pattern is shown at higher resolution and magnification in <xref ref-type="sec" rid="s10">Supplementary Figure S3B</xref> which reports representative confocal images of &#x3b1;ACTN and SCGA<italic>.</italic> In order to better characterize the cardiomyocyte population within the COs we performed the RT-qPCR for atrial/ventricular gene markers and TNNT2 at all the time points (<xref ref-type="sec" rid="s10">Supplementary Figures S4A,B</xref>). Both atrial and ventricular markers showed a peak at the initial stage followed by a decline at later stages. Intriguingly IRX4, a ventricle-specific transcription factor, appeared to be always expressed in both samples until day 28 and declined at late stages as the majority as the other atrial and ventricle markers. However, the two major ventricular myosin heavy-chain genes MYL2 and MYH7 were sustained longer during the differentiation compared to the atrial ones (<xref ref-type="sec" rid="s10">Supplementary Figure S4A</xref>). Likewise, TNNT2 expression reached the peak at day 14 and then decreased without showing striking differences between the two cell lines (<xref ref-type="sec" rid="s10">Supplementary Figure S4B</xref>). Additionally, RT-qPCR analysis showed a significant upregulation of genes related to cardiac contractility in DMD-COs as compared to DMD-Iso-COs, in particularly from day 56 onwards (<xref ref-type="fig" rid="F3">Figure 3D</xref>). These included <italic>ACTN1</italic>, <italic>IRX4</italic>, <italic>MYBPC3</italic>, <italic>MYL2</italic>, <italic>MYOM1</italic>, <italic>TNNC2</italic> and <italic>TPM1</italic>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Assessment of cardiac differentiation and contractile proteins development in DMD-COs and DMD-Iso-COs over 93&#xa0;days of dynamic culture. Representative immunofluorescence images for: <bold>(A)</bold> &#x3b1;-sarcoglycan (SCGA)/NKX2.5, and <bold>(B)</bold> sarcomeric &#x3b1;-actinin (&#x3b1;ACTN)/NKX2.5 co-staining in DMD-COs and DMD-Iso-COs, respectively. Nuclei were counterstained with Hoechst. Data are representative of three independent experiments (<italic>n</italic> &#x3d; 3). (Magnification: &#xd7;20). <bold>(C)</bold>Quantification of the immunofluorescence images for: SGCA, NKX2.5 and &#x3b1;ACTN on day 10, 14 28, 56 and 93. Data shown are mean &#xb1; s.d. (<italic>n</italic> &#x3d; 4, two-way ANOVA with Sidak&#x2019;s multiple comparisons: &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001, &#x2a;&#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.0001. <bold>(D)</bold> RT-qPCR analysis of representative gene markers expression for cardiac contractility in DMD-COs and DMD-Iso-COs. Data shown are mean &#xb1; s.d. (<italic>n</italic> &#x3d; 3, each pooled from &#x223c;10 organoids). Statistical analyses were performed by two-way ANOVA with Tukey&#x2019;s multiple comparisons: &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01.</p>
</caption>
<graphic xlink:href="fcell-10-878311-g003.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Lack of initial proliferative capacity, high levels of NADPH oxidase 4 (NOX4) and endoplasmic reticulum stress markers in DMD-COs</title>
<p>We examined cell proliferation and apoptotic conditions within the DMD-COs and DMD-Iso-COs by immunostaining of the proliferation marker Ki67 and apoptotic marker cleaved caspase 3 (CCASP3). The results showed low Ki67 staining in DMD-COs but relatively higher signal in DMD-Iso-COs on day 10, while the signal became comparable on day 28 and 93 (<xref ref-type="fig" rid="F4">Figures 4A,E</xref> and <xref ref-type="sec" rid="s10">Supplementary Figure S2C</xref>). Though initially CCASP3 signal area was slightly more in DMD-Iso-COs, from day 28 it became significantly higher in DMD-COs (<xref ref-type="fig" rid="F4">Figure 4E</xref>). However, no significant difference in Ki67 and CCASP3 staining was observed at both cell seeding densities for both COs conditions (data not shown). These data suggest that the DMD-COs was lacking an initial proliferative capacity at early time point while at later time points, they were more apoptotic. We then assessed the metabolic activity within the COs by immunostaining of the glycolytic marker phosphoglycerate kinase 1 (PGK1). The results showed high and comparable PGK1 staining in both COs conditions at all time points (<xref ref-type="fig" rid="F4">Figures 4B,E</xref> and <xref ref-type="sec" rid="s10">Supplementary Figure S2D</xref>), which was independent from the cell seeding densities (data not shown). These results suggest the glycolytic condition of immature COs in both CO conditions. The cellular stress was assessed by immunostaining of two known endoplasmic reticulum (ER) stress markers ARCN1 and GORASP2. Interestingly, we detected relatively higher level of ARCN1 in DMD-COs than DMD-Iso-COs at all the time points (<xref ref-type="fig" rid="F4">Figures 4C,E</xref> and <xref ref-type="sec" rid="s10">Supplementary Figure S2E</xref>), whereas GORASP2 increased progressively over the 28&#xa0;days in DMD-COs, independently from the cell seeding densities (data not shown) and at higher level than that in DMD-Iso-COs at all the time points (<xref ref-type="fig" rid="F4">Figures 4D,E</xref> and <xref ref-type="sec" rid="s10">Supplementary Figure S2F</xref>). This finding indicated a high level of ER stress occurred in DMD-COs. To assess oxidative stress due to high NOX4 expression, we performed immunofluorescence staining on the organoid cryosections for NOX4. As shown in <xref ref-type="sec" rid="s10">Supplementary Figure S5A</xref>, high NOX4 protein level was detected in the DMD-COs on day 14 which was barely present in DMD-Iso-COs.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Assessment of cell proliferation, apoptosis and ER stress in DMD-COs and DMD-Iso-COs over 93&#xa0;days of dynamic culture. Representative immunofluorescence images for: <bold>(A)</bold> Ki67/CCASP3, <bold>(B)</bold> PGK1/NKX2.5 on day 10, 28 and 93; <bold>(C)</bold> ARCN1/NKX2.5 and <bold>(D)</bold> GORASP2/NKX2.5 on day 10, 28, 56 and 93. Nuclei were counterstained with Hoechst. Data are representative of three independent experiments (<italic>n</italic> &#x3d; 3). (Magnification: &#xd7;20). <bold>(E)</bold> Quantification of the immunofluorescence images for: Ki67, CCASP3 and PGK1 on day 10, 28 and 93; ARCN1 and GORASP2 on day 10, 28, 56 and 93. Data shown are mean &#xb1; s.d. (<italic>n</italic> &#x3d; 4, two-way ANOVA with Sidak&#x2019;s multiple comparisons: &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001, &#x2a;&#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.0001.</p>
</caption>
<graphic xlink:href="fcell-10-878311-g004.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>Progressive cardiac phenotype deterioration in DMD-CO long term culture</title>
<p>We performed histological examination to assess any cytoarchitecture changes and DMD-related pathological progression within the COs over 93&#xa0;days. The DMD-COs displayed normal cardiomyocyte-like structures similar to that of DMD-Iso-COs on day 10, which deteriorated on day 14 (indicated as &#x201c;&#x23;&#x201d;) and developed fibrotic-like structures (indicated as &#x201c;f&#x201d;) at later time points (<xref ref-type="fig" rid="F5">Figure 5A</xref>; <italic>H&#x26;E staining</italic> on day 56, and <xref ref-type="fig" rid="F5">Figure 5B</xref>; Picro-Sirius red staining for collagen deposition on day 93). These findings were corroborated by a significant upregulation of gene markers associated with fibrosis <italic>COL1A2</italic>, <italic>COL3A1</italic> and <italic>FN1</italic> in DMD-COs on day 56 and 93 as compared to DMD-Iso-COs (<xref ref-type="fig" rid="F5">Figure 5C</xref>). Additionally, H&#x26;E staining also revealed adipose tissue formation in DMD-COs on day 28 (<xref ref-type="fig" rid="F5">Figure 5D</xref>), confirmed by the detection of lipid droplets <italic>via</italic> BODIPY staining and immunolabelled PDGFR&#x3b1;<sup>&#x2b;</sup> cells (an adipocyte marker) in DMD-COs on day 28 and 56 (<xref ref-type="fig" rid="F5">Figure 5E</xref>). Interestingly, GDF10 protein (an adipogenesis inhibitor) was also detected near the PDGFR&#x3b1;<sup>&#x2b;</sup> cells in DMD-COs (<xref ref-type="fig" rid="F5">Figure 5F</xref>). These findings suggest that DMD-COs displayed an initial normal cardiac phenotype which deteriorated progressively and exhibited pro-fibrotic and adipogenic phenotypes upon long-term culture, resembling pathologic events associated with DMD cardiomyopathy.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Assessment of fibrosis and adipogenesis in DMD-COs and DMD-Iso-COs over 93&#xa0;days of dynamic culture. <bold>(A)</bold> H&#x26;E staining showing deterioration of cardiomyocyte tissue on day 14 and fibrosis on day 56 in DMD-COs. (Magnification: &#xd7;40). <bold>(B)</bold> Picro-Sirius red staining showing abundant collagen deposition in DMD-COs on day 93. (Magnification: &#xd7;40). <bold>(C)</bold> RT-qPCR analysis of representative fibrosis gene markers showing a significant upregulation of <italic>COL1A2</italic>, <italic>COL3A1</italic> and <italic>FN1</italic> expression in DMD-COs on day 56 and 93 as compared to DMD-Iso-COs. Data shown are mean &#xb1; s.d. (<italic>n</italic> &#x3d; 3, each pooled from &#x223c;10 organoids). Statistical analyses were performed by two-way ANOVA with Tukey&#x2019;s multiple comparisons: &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001. <bold>(D</bold>&#x2013;<bold>F)</bold> Adipogenesis in DMD-COs as indicated by the formation of adipocytes with cytoplasmic vacuoles (H&#x26;E staining), lipid droplet deposition (BODIPY staining), and PDGFR&#x3b1; positivity on day 28 and 56. The adipogenesis inhibitor GDF10 was also detected near the PDGFR&#x3b1;<sup>&#x2b;</sup> cells in DMD-COs. Nuclei were counterstained with Hoechst. (Magnification: &#xd7;20 and &#xd7;40). Data are representative of three independent experiments (<italic>n</italic> &#x3d; 3).</p>
</caption>
<graphic xlink:href="fcell-10-878311-g005.tif"/>
</fig>
</sec>
<sec id="s3-6">
<title>RNA sequencing revealed functional enrichment of hypertrophy/dilated cardiomyopathy, adipogenesis and fibrosis signalings in DMD-COs</title>
<p>Principal component analysis of the RNA transcriptomic data showed a distinct separation between DMD-COs and DMD-Iso-COs clusters (PC1: 90%) with low intra-condition variance (PC2: 5%) (<xref ref-type="fig" rid="F6">Figure 6A</xref>). Based on the enhanced volcano plot, out of 22,371 gene variables, 1,518 and 554 genes were differentially upregulated in DMD-COs and DMD-Iso-COs, respectively (Cut-off: log<sub>2</sub> fold change &#x3d; 1.5; &#x2212;Log<sub>10</sub>
<italic>p</italic> &#x3d; 10<sup>&#x2013;16</sup>) (<xref ref-type="fig" rid="F6">Figure 6B</xref>). Among the top 30 most differentially upregulated genes in DMD-COs (<xref ref-type="fig" rid="F6">Figure 6C</xref>), <italic>MGP</italic>, <italic>MYL1</italic>, <italic>COL1A2</italic>, <italic>HAPLN1</italic> and <italic>OGN</italic> were the five most significant upregulated genes (<xref ref-type="fig" rid="F6">Figure 6B</xref> and <xref ref-type="table" rid="T3">Table 3</xref>). In addition, we validated the upregulation of the majority of the genes in DMD-COs showed in <xref ref-type="fig" rid="F6">Figure 6B</xref> by RT-qPCR in DMD-, DMD-Iso- and HC-COs at day 56 as additional control (<xref ref-type="sec" rid="s10">Supplementary Figure S6A</xref>). Based on gProfiler analysis, gene ontologies that were significantly enriched for molecular function in extracellular matrix regulation (i.e. collagen and glycosaminoglycan; <italic>GO:MF</italic>), cardiac tissue structure formation (i.e. external encapsulating structure such as sarcolemma; <italic>GO:MM</italic>), and cardiovascular development (<italic>GO: BP</italic>) could be identified in DMD-COs (<xref ref-type="fig" rid="F6">Figure 6D</xref>). Additionally, KEGG pathways associated with protein digestion and absorption, dilated and hypertrophic cardiomyopathy, ECM-receptor interaction, and cGMP-PKG signalling pathway (known to positively modulates cardiac contractility, hypertrophy and protects against apoptosis (<xref ref-type="bibr" rid="B52">Takimoto, 2012</xref>) were significantly enriched in DMD-COs (<xref ref-type="table" rid="T4">Table 4</xref> and <xref ref-type="fig" rid="F6">Figure 6E</xref> (i)). These findings were corroborated by the analysis on human phenotype ontology, whereby ontology related to abnormal cardiovascular system physiology, including abnormal left ventricular function, abnormal endocardium morphology, atrial arrhythmia and fibrillation, supraventricular arrhythmia, myopathy and cardiac arrest, as well as abnormal adipose tissue morphology and lipodystrophy were significantly enriched in DMD-COs as compared to DMD-Iso-COs (<xref ref-type="fig" rid="F6">Figure 6E</xref> (ii)). Moreover, the gProfiler analysis also identified three top miRNA regulators for the differentially upregulated genes in DMD-COs, namely <italic>hsa-mir-335-5p</italic>, <italic>hsa-mir-29a-3p</italic> and <italic>hsa-mir-29b-3p</italic>. Altogether, the RNA sequencing data validated the histological observations described above on cardiomyocyte deterioration, adipogenesis and fibrosis at the transcriptomic level.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>RNA sequencing analysis of DMD-COs and DMD-Iso-COs <italic>via</italic> DESeq2 method. <bold>(A)</bold> Principal component analysis (PCA) showing distinct separation of the DMD-COs and DMD-Iso-COs clusters (PC1: 90%) with low intra-condition variance (PC2: 5%) in both conditions, respectively. <bold>(B)</bold> Enhanced volcano plot showing the differentially expressed genes (DEGs) in DMD-COs versus DMD-Iso-COs. Cut-off log<sub>2</sub> fold change &#x3d; 1.5; Cut-off &#x2212;Log<sub>10</sub>
<italic>p</italic> &#x3d; 10<sup>&#x2013;16</sup>. <bold>(C)</bold> Heatmap showing the TOP30 DEGs in DMD-COs versus DMD-Iso-COs. <bold>(D</bold>,<bold>E)</bold> Functional enrichment analysis of the differentially upregulated genes in DMD-COs versus DMD-Iso-COs using gProfiler2 for Gene ontology, KEGG pathway, miRNA and human phenotype ontology. (All data shown: <italic>n</italic> &#x3d; 3, each sample was a pooled of &#x223c;10 organoids).</p>
</caption>
<graphic xlink:href="fcell-10-878311-g006.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Top30 differentially upregulated and down-regulated genes in DMD-COs versus DMD-Iso-COs.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">&#xa0;</th>
<th align="left">ID</th>
<th align="left">Gene name</th>
<th align="left">baseMean</th>
<th align="left">log2FoldChange</th>
<th align="left">lfcSE</th>
<th align="left">stat</th>
<th align="left">pvalue</th>
<th align="left">Padj</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="30" align="left">Differentially Upregulated Genes</td>
<td align="left">13088</td>
<td align="left">MGP</td>
<td align="left">3880.521907</td>
<td align="left">5.120819425</td>
<td align="left">0.187135</td>
<td align="left">27.36434</td>
<td align="left">7.29E&#x2212;165</td>
<td align="left">5.44E&#x2212;161</td>
</tr>
<tr>
<td align="left">13862</td>
<td align="left">MYL1</td>
<td align="left">2675.966929</td>
<td align="left">7.262145462</td>
<td align="left">0.269213</td>
<td align="left">26.9755</td>
<td align="left">2.87E&#x2212;160</td>
<td align="left">1.60E&#x2212;156</td>
</tr>
<tr>
<td align="left">4878</td>
<td align="left">COL1A2</td>
<td align="left">14733.15743</td>
<td align="left">3.549526614</td>
<td align="left">0.166558</td>
<td align="left">21.31101</td>
<td align="left">8.97E&#x2212;101</td>
<td align="left">2.87E&#x2212;97</td>
</tr>
<tr>
<td align="left">9557</td>
<td align="left">HAPLN1</td>
<td align="left">1152.713973</td>
<td align="left">6.021041431</td>
<td align="left">0.284317</td>
<td align="left">21.17721</td>
<td align="left">1.55E&#x2212;99</td>
<td align="left">4.33E&#x2212;96</td>
</tr>
<tr>
<td align="left">14864</td>
<td align="left">OGN</td>
<td align="left">1806.551067</td>
<td align="left">5.301108486</td>
<td align="left">0.251858</td>
<td align="left">21.04799</td>
<td align="left">2.39E&#x2212;98</td>
<td align="left">5.93E&#x2212;95</td>
</tr>
<tr>
<td align="left">10461</td>
<td align="left">IGF1</td>
<td align="left">2063.104984</td>
<td align="left">3.348551855</td>
<td align="left">0.171565</td>
<td align="left">19.51771</td>
<td align="left">7.76E&#x2212;85</td>
<td align="left">1.58E&#x2212;81</td>
</tr>
<tr>
<td align="left">3270</td>
<td align="left">C1R</td>
<td align="left">836.7627027</td>
<td align="left">3.594911367</td>
<td align="left">0.186023</td>
<td align="left">19.32509</td>
<td align="left">3.30E&#x2212;83</td>
<td align="left">6.16E&#x2212;80</td>
</tr>
<tr>
<td align="left">6414</td>
<td align="left">DCN</td>
<td align="left">6535.506649</td>
<td align="left">3.199249115</td>
<td align="left">0.168451</td>
<td align="left">18.99221</td>
<td align="left">1.98E&#x2212;80</td>
<td align="left">3.16E&#x2212;77</td>
</tr>
<tr>
<td align="left">26211</td>
<td align="left">SSPN</td>
<td align="left">1223.773057</td>
<td align="left">3.454929985</td>
<td align="left">0.184017</td>
<td align="left">18.77501</td>
<td align="left">1.21E&#x2212;78</td>
<td align="left">1.69E&#x2212;75</td>
</tr>
<tr>
<td align="left">10472</td>
<td align="left">IGFBP3</td>
<td align="left">2242.532837</td>
<td align="left">3.187765804</td>
<td align="left">0.174276</td>
<td align="left">18.29151</td>
<td align="left">9.67E&#x2212;75</td>
<td align="left">1.14E&#x2212;71</td>
</tr>
<tr>
<td align="left">12548</td>
<td align="left">LUM</td>
<td align="left">1859.659818</td>
<td align="left">3.902455102</td>
<td align="left">0.213459</td>
<td align="left">18.28201</td>
<td align="left">1.15E&#x2212;74</td>
<td align="left">1.29E&#x2212;71</td>
</tr>
<tr>
<td align="left">3273</td>
<td align="left">C1S</td>
<td align="left">505.5575661</td>
<td align="left">4.532842321</td>
<td align="left">0.25232</td>
<td align="left">17.96466</td>
<td align="left">3.69E&#x2212;72</td>
<td align="left">3.44E&#x2212;69</td>
</tr>
<tr>
<td align="left">16517</td>
<td align="left">PRRX1</td>
<td align="left">2296.492692</td>
<td align="left">3.165414194</td>
<td align="left">0.176446</td>
<td align="left">17.93981</td>
<td align="left">5.77E&#x2212;72</td>
<td align="left">5.16E&#x2212;69</td>
</tr>
<tr>
<td align="left">13878</td>
<td align="left">MYL9</td>
<td align="left">2014.301562</td>
<td align="left">3.047364639</td>
<td align="left">0.171162</td>
<td align="left">17.80398</td>
<td align="left">6.58E&#x2212;71</td>
<td align="left">5.66E&#x2212;68</td>
</tr>
<tr>
<td align="left">4832</td>
<td align="left">CNTN4</td>
<td align="left">438.9813428</td>
<td align="left">7.862840625</td>
<td align="left">0.451874</td>
<td align="left">17.40051</td>
<td align="left">8.18E&#x2212;68</td>
<td align="left">6.53E&#x2212;65</td>
</tr>
<tr>
<td align="left">6893</td>
<td align="left">DPP6</td>
<td align="left">575.4551543</td>
<td align="left">8.475259781</td>
<td align="left">0.487454</td>
<td align="left">17.3868</td>
<td align="left">1.04E&#x2212;67</td>
<td align="left">8.01E&#x2212;65</td>
</tr>
<tr>
<td align="left">12815</td>
<td align="left">MATN4</td>
<td align="left">464.8395192</td>
<td align="left">5.461265657</td>
<td align="left">0.315708</td>
<td align="left">17.29848</td>
<td align="left">4.83E&#x2212;67</td>
<td align="left">3.60E&#x2212;64</td>
</tr>
<tr>
<td align="left">1178</td>
<td align="left">ACTC1</td>
<td align="left">2989.236594</td>
<td align="left">4.07554558</td>
<td align="left">0.236959</td>
<td align="left">17.19934</td>
<td align="left">2.69E&#x2212;66</td>
<td align="left">1.88E&#x2212;63</td>
</tr>
<tr>
<td align="left">4877</td>
<td align="left">COL1A1</td>
<td align="left">17931.90071</td>
<td align="left">3.760557058</td>
<td align="left">0.221112</td>
<td align="left">17.00747</td>
<td align="left">7.23E&#x2212;65</td>
<td align="left">4.90E&#x2212;62</td>
</tr>
<tr>
<td align="left">15297</td>
<td align="left">PCDHB5</td>
<td align="left">332.9803767</td>
<td align="left">4.835046959</td>
<td align="left">0.285038</td>
<td align="left">16.96279</td>
<td align="left">1.55E&#x2212;64</td>
<td align="left">9.90E&#x2212;62</td>
</tr>
<tr>
<td align="left">24364</td>
<td align="left">S100A6</td>
<td align="left">1991.282073</td>
<td align="left">3.116793963</td>
<td align="left">0.185219</td>
<td align="left">16.82763</td>
<td align="left">1.53E&#x2212;63</td>
<td align="left">9.51E&#x2212;61</td>
</tr>
<tr>
<td align="left">11066</td>
<td align="left">KCTD12</td>
<td align="left">2475.653645</td>
<td align="left">2.587393647</td>
<td align="left">0.153899</td>
<td align="left">16.81233</td>
<td align="left">1.98E&#x2212;63</td>
<td align="left">1.20E&#x2212;60</td>
</tr>
<tr>
<td align="left">13886</td>
<td align="left">MYLPF</td>
<td align="left">895.0795595</td>
<td align="left">4.39539839</td>
<td align="left">0.275249</td>
<td align="left">15.96882</td>
<td align="left">2.11E&#x2212;57</td>
<td align="left">1.18E&#x2212;54</td>
</tr>
<tr>
<td align="left">27539</td>
<td align="left">TNNI1</td>
<td align="left">1506.276513</td>
<td align="left">3.591374007</td>
<td align="left">0.225007</td>
<td align="left">15.96117</td>
<td align="left">2.38E&#x2212;57</td>
<td align="left">1.30E&#x2212;54</td>
</tr>
<tr>
<td align="left">11676</td>
<td align="left">LEPR</td>
<td align="left">1025.641125</td>
<td align="left">3.609301571</td>
<td align="left">0.229042</td>
<td align="left">15.75825</td>
<td align="left">6.03E&#x2212;56</td>
<td align="left">3.14E&#x2212;53</td>
</tr>
<tr>
<td align="left">6784</td>
<td align="left">DNAJC15</td>
<td align="left">250.7545201</td>
<td align="left">4.796254742</td>
<td align="left">0.305622</td>
<td align="left">15.69341</td>
<td align="left">1.68E&#x2212;55</td>
<td align="left">8.53E&#x2212;53</td>
</tr>
<tr>
<td align="left">3362</td>
<td align="left">C2orf40</td>
<td align="left">1709.870968</td>
<td align="left">2.953046306</td>
<td align="left">0.189313</td>
<td align="left">15.59879</td>
<td align="left">7.42E&#x2212;55</td>
<td align="left">3.53E&#x2212;52</td>
</tr>
<tr>
<td align="left">11319</td>
<td align="left">KLHL41</td>
<td align="left">358.1653311</td>
<td align="left">4.180634798</td>
<td align="left">0.268513</td>
<td align="left">15.56955</td>
<td align="left">1.17E&#x2212;54</td>
<td align="left">5.46E&#x2212;52</td>
</tr>
<tr>
<td align="left">7375</td>
<td align="left">ELN</td>
<td align="left">3805.846419</td>
<td align="left">2.592306878</td>
<td align="left">0.16688</td>
<td align="left">15.534</td>
<td align="left">2.04E&#x2212;54</td>
<td align="left">9.32E&#x2212;52</td>
</tr>
<tr>
<td align="left">14268</td>
<td align="left">NEXN</td>
<td align="left">1403.167628</td>
<td align="left">3.120924866</td>
<td align="left">0.201871</td>
<td align="left">15.45996</td>
<td align="left">6.46E&#x2212;54</td>
<td align="left">2.84E&#x2212;51</td>
</tr>
<tr>
<td rowspan="30" align="left">Differentially Down-regulated Genes</td>
<td align="left">8257</td>
<td align="left">FEZF2</td>
<td align="left">2147.508792</td>
<td align="left">&#x2212;7.297943854</td>
<td align="left">0.236509</td>
<td align="left">&#x2212;30.857</td>
<td align="left">4.52E&#x2212;209</td>
<td align="left">1.01E&#x2212;204</td>
</tr>
<tr>
<td align="left">6732</td>
<td align="left">DMRTA2</td>
<td align="left">1410.513095</td>
<td align="left">&#x2212;6.781574008</td>
<td align="left">0.239105</td>
<td align="left">&#x2212;28.3624</td>
<td align="left">5.89E&#x2212;177</td>
<td align="left">6.59E&#x2212;173</td>
</tr>
<tr>
<td align="left">11722</td>
<td align="left">LHX2</td>
<td align="left">3925.790741</td>
<td align="left">&#x2212;4.554419135</td>
<td align="left">0.20393</td>
<td align="left">&#x2212;22.3332</td>
<td align="left">1.76E&#x2212;110</td>
<td align="left">7.87E&#x2212;107</td>
</tr>
<tr>
<td align="left">15965</td>
<td align="left">PMEL</td>
<td align="left">1206.380481</td>
<td align="left">&#x2212;4.518113856</td>
<td align="left">0.211711</td>
<td align="left">&#x2212;21.341</td>
<td align="left">4.73E&#x2212;101</td>
<td align="left">1.76E&#x2212;97</td>
</tr>
<tr>
<td align="left">18101</td>
<td align="left">RORB</td>
<td align="left">4525.902649</td>
<td align="left">&#x2212;4.172628967</td>
<td align="left">0.20232</td>
<td align="left">&#x2212;20.6239</td>
<td align="left">1.67E&#x2212;94</td>
<td align="left">3.74E&#x2212;91</td>
</tr>
<tr>
<td align="left">7899</td>
<td align="left">FAM19A5</td>
<td align="left">746.1460517</td>
<td align="left">&#x2212;8.183408649</td>
<td align="left">0.426594</td>
<td align="left">&#x2212;19.1831</td>
<td align="left">5.12E&#x2212;82</td>
<td align="left">8.81E&#x2212;79</td>
</tr>
<tr>
<td align="left">6352</td>
<td align="left">DAPL1</td>
<td align="left">1233.729736</td>
<td align="left">&#x2212;5.235519232</td>
<td align="left">0.276173</td>
<td align="left">&#x2212;18.9574</td>
<td align="left">3.84E&#x2212;80</td>
<td align="left">5.72E&#x2212;77</td>
</tr>
<tr>
<td align="left">7421</td>
<td align="left">EMX2</td>
<td align="left">2184.20914</td>
<td align="left">&#x2212;3.94754281</td>
<td align="left">0.214817</td>
<td align="left">&#x2212;18.3763</td>
<td align="left">2.03E&#x2212;75</td>
<td align="left">2.68E&#x2212;72</td>
</tr>
<tr>
<td align="left">7422</td>
<td align="left">EMX2OS</td>
<td align="left">843.8705185</td>
<td align="left">&#x2212;3.862243505</td>
<td align="left">0.210282</td>
<td align="left">&#x2212;18.367</td>
<td align="left">2.41E&#x2212;75</td>
<td align="left">3.00E&#x2212;72</td>
</tr>
<tr>
<td align="left">26756</td>
<td align="left">TBR1</td>
<td align="left">1184.062948</td>
<td align="left">&#x2212;4.109792654</td>
<td align="left">0.226273</td>
<td align="left">&#x2212;18.163</td>
<td align="left">1.01E&#x2212;73</td>
<td align="left">1.08E&#x2212;70</td>
</tr>
<tr>
<td align="left">9992</td>
<td align="left">HMX1</td>
<td align="left">602.267519</td>
<td align="left">&#x2212;5.86682695</td>
<td align="left">0.323561</td>
<td align="left">&#x2212;18.132</td>
<td align="left">1.78E&#x2212;73</td>
<td align="left">1.81E&#x2212;70</td>
</tr>
<tr>
<td align="left">28131</td>
<td align="left">TYR</td>
<td align="left">391.1820556</td>
<td align="left">&#x2212;4.982659101</td>
<td align="left">0.275952</td>
<td align="left">&#x2212;18.0563</td>
<td align="left">7.04E&#x2212;73</td>
<td align="left">6.85E&#x2212;70</td>
</tr>
<tr>
<td align="left">2364</td>
<td align="left">ARX</td>
<td align="left">634.2942288</td>
<td align="left">&#x2212;5.00821928</td>
<td align="left">0.286738</td>
<td align="left">&#x2212;17.4662</td>
<td align="left">2.59E&#x2212;68</td>
<td align="left">2.15E&#x2212;65</td>
</tr>
<tr>
<td align="left">1658</td>
<td align="left">ALDH1A3</td>
<td align="left">643.2412907</td>
<td align="left">&#x2212;3.696045432</td>
<td align="left">0.213864</td>
<td align="left">&#x2212;17.2822</td>
<td align="left">6.40E&#x2212;67</td>
<td align="left">4.62E&#x2212;64</td>
</tr>
<tr>
<td align="left">25017</td>
<td align="left">SIX3</td>
<td align="left">1428.324473</td>
<td align="left">&#x2212;3.282550679</td>
<td align="left">0.193132</td>
<td align="left">&#x2212;16.9964</td>
<td align="left">8.73E&#x2212;65</td>
<td align="left">5.74E&#x2212;62</td>
</tr>
<tr>
<td align="left">2492</td>
<td align="left">ATOH7</td>
<td align="left">469.676258</td>
<td align="left">&#x2212;7.115070692</td>
<td align="left">0.426177</td>
<td align="left">&#x2212;16.6951</td>
<td align="left">1.42E&#x2212;62</td>
<td align="left">8.37E&#x2212;60</td>
</tr>
<tr>
<td align="left">17083</td>
<td align="left">RAX</td>
<td align="left">577.8533812</td>
<td align="left">&#x2212;4.099396951</td>
<td align="left">0.256498</td>
<td align="left">&#x2212;15.9822</td>
<td align="left">1.70E&#x2212;57</td>
<td align="left">9.75E&#x2212;55</td>
</tr>
<tr>
<td align="left">9702</td>
<td align="left">HES5</td>
<td align="left">1171.343235</td>
<td align="left">&#x2212;2.936085758</td>
<td align="left">0.184229</td>
<td align="left">&#x2212;15.9371</td>
<td align="left">3.50E&#x2212;57</td>
<td align="left">1.86E&#x2212;54</td>
</tr>
<tr>
<td align="left">7420</td>
<td align="left">EMX1</td>
<td align="left">323.5042159</td>
<td align="left">&#x2212;6.926075308</td>
<td align="left">0.44215</td>
<td align="left">&#x2212;15.6645</td>
<td align="left">2.64E&#x2212;55</td>
<td align="left">1.31E&#x2212;52</td>
</tr>
<tr>
<td align="left">22627</td>
<td align="left">RP11-89K21.1</td>
<td align="left">382.2280006</td>
<td align="left">&#x2212;4.214816465</td>
<td align="left">0.269141</td>
<td align="left">&#x2212;15.6603</td>
<td align="left">2.83E&#x2212;55</td>
<td align="left">1.37E&#x2212;52</td>
</tr>
<tr>
<td align="left">14893</td>
<td align="left">ONECUT3</td>
<td align="left">285.5907893</td>
<td align="left">&#x2212;5.959062474</td>
<td align="left">0.384535</td>
<td align="left">&#x2212;15.4968</td>
<td align="left">3.65E&#x2212;54</td>
<td align="left">1.63E&#x2212;51</td>
</tr>
<tr>
<td align="left">12209</td>
<td align="left">LINC01551</td>
<td align="left">307.298716</td>
<td align="left">&#x2212;6.914384951</td>
<td align="left">0.44911</td>
<td align="left">&#x2212;15.3957</td>
<td align="left">1.75E&#x2212;53</td>
<td align="left">7.52E&#x2212;51</td>
</tr>
<tr>
<td align="left">28033</td>
<td align="left">TTYH1</td>
<td align="left">2791.568121</td>
<td align="left">&#x2212;2.459452396</td>
<td align="left">0.162906</td>
<td align="left">&#x2212;15.0974</td>
<td align="left">1.68E&#x2212;51</td>
<td align="left">6.61E&#x2212;49</td>
</tr>
<tr>
<td align="left">14611</td>
<td align="left">NR2E1</td>
<td align="left">319.4212395</td>
<td align="left">&#x2212;4.893422773</td>
<td align="left">0.326486</td>
<td align="left">&#x2212;14.9882</td>
<td align="left">8.77E&#x2212;51</td>
<td align="left">3.17E&#x2212;48</td>
</tr>
<tr>
<td align="left">4464</td>
<td align="left">CHAC1</td>
<td align="left">995.4565501</td>
<td align="left">&#x2212;2.920428254</td>
<td align="left">0.195376</td>
<td align="left">&#x2212;14.9477</td>
<td align="left">1.61E&#x2212;50</td>
<td align="left">5.72E&#x2212;48</td>
</tr>
<tr>
<td align="left">25400</td>
<td align="left">SLC7A5</td>
<td align="left">861.7666728</td>
<td align="left">&#x2212;2.941521316</td>
<td align="left">0.200486</td>
<td align="left">&#x2212;14.6719</td>
<td align="left">9.75E&#x2212;49</td>
<td align="left">3.16E&#x2212;46</td>
</tr>
<tr>
<td align="left">16129</td>
<td align="left">POU4F2</td>
<td align="left">369.4507945</td>
<td align="left">&#x2212;3.970980557</td>
<td align="left">0.271888</td>
<td align="left">&#x2212;14.6052</td>
<td align="left">2.60E&#x2212;48</td>
<td align="left">8.20E&#x2212;46</td>
</tr>
<tr>
<td align="left">13703</td>
<td align="left">MTHFD2</td>
<td align="left">1961.02617</td>
<td align="left">&#x2212;2.063767517</td>
<td align="left">0.141852</td>
<td align="left">&#x2212;14.5487</td>
<td align="left">5.95E&#x2212;48</td>
<td align="left">1.82E&#x2212;45</td>
</tr>
<tr>
<td align="left">24961</td>
<td align="left">SHMT2</td>
<td align="left">3444.426553</td>
<td align="left">&#x2212;1.989370244</td>
<td align="left">0.137842</td>
<td align="left">&#x2212;14.4322</td>
<td align="left">3.25E&#x2212;47</td>
<td align="left">9.81E&#x2212;45</td>
</tr>
<tr>
<td align="left">4621</td>
<td align="left">CKB</td>
<td align="left">15898.89106</td>
<td align="left">&#x2212;1.934043819</td>
<td align="left">0.138295</td>
<td align="left">&#x2212;13.9849</td>
<td align="left">1.93E&#x2212;44</td>
<td align="left">5.32E&#x2212;42</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>List of identified TOP20 KEGG pathways based on the upregulated DEGs in DMD-COs (Cut-off log2FC &#x3e; 1.5, Cut-off <italic>p</italic>-value &#x3c;0.05).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Pathway</th>
<th align="left">Total</th>
<th align="left">Expected</th>
<th align="left">Hits</th>
<th align="left">
<italic>p</italic> Value</th>
<th align="left">FDR</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">ECM-receptor interaction</td>
<td align="left">82</td>
<td align="left">8.64</td>
<td align="left">37</td>
<td align="left">8.86E&#x2212;16</td>
<td align="left">2.82E&#x2212;13</td>
</tr>
<tr>
<td align="left">Protein digestion and absorption</td>
<td align="left">90</td>
<td align="left">9.48</td>
<td align="left">36</td>
<td align="left">2.06E&#x2212;13</td>
<td align="left">3.27E&#x2212;11</td>
</tr>
<tr>
<td align="left">Complement and coagulation cascades</td>
<td align="left">79</td>
<td align="left">8.32</td>
<td align="left">33</td>
<td align="left">4.89E&#x2212;13</td>
<td align="left">4.27E&#x2212;11</td>
</tr>
<tr>
<td align="left">Focal adhesion</td>
<td align="left">199</td>
<td align="left">21</td>
<td align="left">57</td>
<td align="left">5.37E&#x2212;13</td>
<td align="left">4.27E&#x2212;11</td>
</tr>
<tr>
<td align="left">PI3K-Akt signaling pathway</td>
<td align="left">354</td>
<td align="left">37.3</td>
<td align="left">75</td>
<td align="left">1.29E&#x2212;09</td>
<td align="left">8.18E&#x2212;08</td>
</tr>
<tr>
<td align="left">Hypertrophic cardiomyopathy (HCM)</td>
<td align="left">85</td>
<td align="left">8.95</td>
<td align="left">27</td>
<td align="left">7.44E&#x2212;08</td>
<td align="left">3.94E&#x2212;06</td>
</tr>
<tr>
<td align="left">Dilated cardiomyopathy</td>
<td align="left">91</td>
<td align="left">9.59</td>
<td align="left">27</td>
<td align="left">3.56E&#x2212;07</td>
<td align="left">1.62E&#x2212;05</td>
</tr>
<tr>
<td align="left">Amoebiasis</td>
<td align="left">96</td>
<td align="left">10.1</td>
<td align="left">27</td>
<td align="left">1.15E&#x2212;06</td>
<td align="left">4.59E&#x2212;05</td>
</tr>
<tr>
<td align="left">Calcium signaling pathway</td>
<td align="left">188</td>
<td align="left">19.8</td>
<td align="left">42</td>
<td align="left">1.48E&#x2212;06</td>
<td align="left">5.23E&#x2212;05</td>
</tr>
<tr>
<td align="left">Renin secretion</td>
<td align="left">69</td>
<td align="left">7.27</td>
<td align="left">20</td>
<td align="left">1.72E&#x2212;05</td>
<td align="left">0.000546</td>
</tr>
<tr>
<td align="left">Proteoglycans in cancer</td>
<td align="left">201</td>
<td align="left">21.2</td>
<td align="left">41</td>
<td align="left">2.11E&#x2212;05</td>
<td align="left">0.000611</td>
</tr>
<tr>
<td align="left">Pathways in cancer</td>
<td align="left">530</td>
<td align="left">55.8</td>
<td align="left">85</td>
<td align="left">3.49E&#x2212;05</td>
<td align="left">0.000926</td>
</tr>
<tr>
<td align="left">Regulation of actin cytoskeleton</td>
<td align="left">214</td>
<td align="left">22.5</td>
<td align="left">42</td>
<td align="left">4.39E&#x2212;05</td>
<td align="left">0.00107</td>
</tr>
<tr>
<td align="left">PPAR signaling pathway</td>
<td align="left">74</td>
<td align="left">7.8</td>
<td align="left">20</td>
<td align="left">5.25E&#x2212;05</td>
<td align="left">0.00119</td>
</tr>
<tr>
<td align="left">cGMP-PKG signaling pathway</td>
<td align="left">166</td>
<td align="left">17.5</td>
<td align="left">34</td>
<td align="left">9.70E&#x2212;05</td>
<td align="left">0.00206</td>
</tr>
<tr>
<td align="left">Cytokine-cytokine receptor interaction</td>
<td align="left">294</td>
<td align="left">31</td>
<td align="left">52</td>
<td align="left">0.000106</td>
<td align="left">0.0021</td>
</tr>
<tr>
<td align="left">Arrhythmogenic right ventricular cardiomyopathy (ARVC)</td>
<td align="left">72</td>
<td align="left">7.58</td>
<td align="left">19</td>
<td align="left">0.000114</td>
<td align="left">0.00214</td>
</tr>
<tr>
<td align="left">Retinol metabolism</td>
<td align="left">67</td>
<td align="left">7.06</td>
<td align="left">18</td>
<td align="left">0.000134</td>
<td align="left">0.00237</td>
</tr>
<tr>
<td align="left">Maturity onset diabetes of the young</td>
<td align="left">26</td>
<td align="left">2.74</td>
<td align="left">10</td>
<td align="left">0.000175</td>
<td align="left">0.00293</td>
</tr>
<tr>
<td align="left">Vascular smooth muscle contraction</td>
<td align="left">132</td>
<td align="left">13.9</td>
<td align="left">28</td>
<td align="left">0.000212</td>
<td align="left">0.00336</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-7">
<title>Protein-protein interaction (PPI) network analysis of differentially upregulated genes in DMD-COs</title>
<p>PPI analysis of the differentially upregulated genes in DMD-COs revealed a gene network consisted of 2,289 nodes and 2,288 edges. According to the degree level (d), the top five hub nodes were HNF4A (d &#x3d; 257), UBC (d &#x3d; 108), UBD (d &#x3d; 66), APP (d &#x3d; 38) and EGR1 (d &#x3d; 31) (<xref ref-type="fig" rid="F7">Figure 7A</xref>). By exploring the miRNA database (i.e. mirTarBase v8.0), the top three miRNA regulators of this gene network were <italic>hsa-mir-335-5p</italic>, <italic>hsa-mir-124-3p</italic>, and <italic>hsa-mir-26b-5p</italic>. Together with the <italic>hsa-mir-29b-3p</italic> and <italic>hsa-mir-29a-3p</italic> identified by gProfiler2, we mapped out these miRNAs on the gene-miRNA regulatory networks for the selected KEGG pathways relevant to the DMD-COs phenotypes: <italic>1</italic>) Hypertrophy cardiomyopathy, <italic>2</italic>) Dilated cardiomyopathy, <italic>3</italic>) Arrhythmogenic right ventricular cardiomyopathy (ARVC), 4) PPAR signalling pathway (for adipogenesis), and 5) PI3K-Akt signalling pathway (for cardiac fibrosis (<xref ref-type="table" rid="T5">Table 5</xref>) (<xref ref-type="bibr" rid="B41">Qin et al., 2021</xref>)). The results showed that hypertrophy and dilated cardiomyopathy networks shared the same gene set (50 nodes, 49 edges), miRNA interactions (<xref ref-type="fig" rid="F7">Figure 7B</xref>) and 16 genes similarity with the ARVC network (<xref ref-type="fig" rid="F7">Figure 7C</xref>). Except <italic>hsa-mir-124-3p</italic>, the other four top miRNAs were mapped in these three networks, respectively. The PPAR signalling gene-miRNA network consisted of 33 nodes and 43 edges (<xref ref-type="fig" rid="F7">Figure 7D</xref>). In addition to <italic>hsa-mir-26b-5p</italic> and <italic>hsa-mir-355-5p</italic>, the <italic>hsa-mir-124-3p</italic> was mapped in the network and found interacts with the gene ACSL5 and ACADL. The <italic>has-mir-29b-3p</italic>, <italic>hsa-mir-26b-5p</italic> and <italic>hsa-mir-355-5p</italic> were the main miRNA regulators in the PI3K-Akt signalling (147 nodes, 146 edges), which interact with one of the two hub genes CCND2 (<xref ref-type="fig" rid="F7">Figure 7E</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Protein-protein interaction network analysis based on differentially upregulated genes in DMD-COs using Network Analyst platform. <bold>(A)</bold> Top five main hub genes (HNF4A, UBC, UBD, APP and EGR1) were identified based on the degree levels. The gene-miRNA networks for hypertrophy/dilated cardiomyopathy <bold>(B)</bold>, arrhythmogenic right ventricular cardiomyopathy <bold>(C)</bold>, PPARgamma <bold>(D)</bold> and PI3K-Akt <bold>(E)</bold> signalling pathways, respectively. The colours indicate the degree of interaction (with lowest to highest degree from red to yellow to green), whereas the sizes of circles indicate the degree of betweenness of a node (larger size means higher degree of betweenness). The identified top three miRNAs by PPI and top two miRNAs by gProfiler2 analysis were mapped in each gene-miRNA network to indicate the genes they interact with.</p>
</caption>
<graphic xlink:href="fcell-10-878311-g007.tif"/>
</fig>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>List of genes identified for the selected KEGG pathways from <xref ref-type="table" rid="T4">Table 4</xref>, based on the upregulated DEGs in DMD-COs.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="4" align="left">Hypertrophic cardiomyopathy (HCM) or Dilated cardiomyopathy</th>
<th colspan="4" align="left">Arrhythmogenic right ventricular cardiomyopathy (ARVC)</th>
<th colspan="4" align="left">PPAR signaling pathway</th>
</tr>
<tr>
<th align="left">Gene</th>
<th align="left">Degree</th>
<th align="left">Betweenness</th>
<th align="left">Log<sub>2</sub>FC</th>
<th align="left">Gene</th>
<th align="left">Degree</th>
<th align="left">Betweenness</th>
<th align="left">Log<sub>2</sub>FC</th>
<th align="left">Gene</th>
<th align="left">Degree</th>
<th align="left">Betweenness</th>
<th align="left">Log<sub>2</sub>FC</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">CACNA1S</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">7.529686</td>
<td align="left">CACNA1S</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">7.529686</td>
<td align="left">FABP4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">8.183692</td>
</tr>
<tr>
<td align="left">ITGB3</td>
<td align="left">12</td>
<td align="left">384.8124</td>
<td align="left">5.216347</td>
<td align="left">ITGB3</td>
<td align="left">5</td>
<td align="left">324</td>
<td align="left">5.216347</td>
<td align="left">OLR1</td>
<td align="left">4</td>
<td align="left">368</td>
<td align="left">3.924547</td>
</tr>
<tr>
<td align="left">ACTC1</td>
<td align="left">8</td>
<td align="left">275.1753</td>
<td align="left">4.075546</td>
<td align="left">ACTN2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.481939</td>
<td align="left">ACSL5</td>
<td align="left">2</td>
<td align="left">120</td>
<td align="left">3.631048</td>
</tr>
<tr>
<td align="left">TNNC1</td>
<td align="left">2</td>
<td align="left">10.81398</td>
<td align="left">3.798423</td>
<td align="left">ITGA11</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.205193</td>
<td align="left">CYP4A22</td>
<td align="left">2</td>
<td align="left">64</td>
<td align="left">3.606022</td>
</tr>
<tr>
<td align="left">MYBPC3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.683695</td>
<td align="left">ITGA8</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.541879</td>
<td align="left">FABP1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.506562</td>
</tr>
<tr>
<td align="left">IGF1</td>
<td align="left">11</td>
<td align="left">464.726</td>
<td align="left">3.348552</td>
<td align="left">ITGA4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.491913</td>
<td align="left">APOA1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.163481</td>
</tr>
<tr>
<td align="left">ITGA11</td>
<td align="left">5</td>
<td align="left">74.9404</td>
<td align="left">3.205193</td>
<td align="left">ITGA10</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.380275</td>
<td align="left">APOC3</td>
<td align="left">4</td>
<td align="left">336</td>
<td align="left">3.091494</td>
</tr>
<tr>
<td align="left">TNNT2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.161717</td>
<td align="left">RYR2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.308044</td>
<td align="left">APOA5</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.050644</td>
</tr>
<tr>
<td align="left">TTN</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.012593</td>
<td align="left">ITGA1</td>
<td align="left">3</td>
<td align="left">128</td>
<td align="left">2.196014</td>
<td align="left">PPARG</td>
<td align="left">2</td>
<td align="left">64</td>
<td align="left">2.714461</td>
</tr>
<tr>
<td align="left">ITGA8</td>
<td align="left">2</td>
<td align="left">6.105037</td>
<td align="left">2.541879</td>
<td align="left">ITGA9</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.860031</td>
<td align="left">SLC27A6</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.327855</td>
</tr>
<tr>
<td align="left">ITGA4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.491913</td>
<td align="left">LAMA2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.754227</td>
<td align="left">CYP4A11</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.147203</td>
</tr>
<tr>
<td align="left">ITGA10</td>
<td align="left">2</td>
<td align="left">14.18264</td>
<td align="left">2.380275</td>
<td align="left">PKP2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.751738</td>
<td align="left">FABP3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.004963</td>
</tr>
<tr>
<td align="left">AGT</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.374724</td>
<td align="left">SGCD</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.70417</td>
<td align="left">PCK1</td>
<td align="left">2</td>
<td align="left">64</td>
<td align="left">1.755388</td>
</tr>
<tr>
<td align="left">RYR2</td>
<td align="left">3</td>
<td align="left">36.24091</td>
<td align="left">2.308044</td>
<td align="left">CACNA1C</td>
<td align="left">3</td>
<td align="left">128</td>
<td align="left">1.674238</td>
<td align="left">LPL</td>
<td align="left">2</td>
<td align="left">64</td>
<td align="left">1.707849</td>
</tr>
<tr>
<td align="left">TPM2</td>
<td align="left">3</td>
<td align="left">55.23974</td>
<td align="left">2.265698</td>
<td align="left">ITGA3</td>
<td align="left">7</td>
<td align="left">468</td>
<td align="left">1.418763</td>
<td align="left">ACOX2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.541918</td>
</tr>
<tr>
<td align="left">ITGA1</td>
<td align="left">3</td>
<td align="left">67.24618</td>
<td align="left">2.196014</td>
<td align="left">CACNB2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.414398</td>
<td align="left">PLTP</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.150143</td>
</tr>
<tr>
<td align="left">TGFB3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.166437</td>
<td align="left">LMNA</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.408758</td>
<td align="left">ACADL</td>
<td align="left">3</td>
<td align="left">264</td>
<td align="left">1.10315</td>
</tr>
<tr>
<td align="left">TPM1</td>
<td align="left">4</td>
<td align="left">36.31417</td>
<td align="left">1.924547</td>
<td align="left">ITGA5</td>
<td align="left">3</td>
<td align="left">128</td>
<td align="left">1.083372</td>
<td align="left">CD36</td>
<td align="left">3</td>
<td align="left">176</td>
<td align="left">1.091012</td>
</tr>
<tr>
<td align="left">ITGA9</td>
<td align="left">3</td>
<td align="left">28.60409</td>
<td align="left">1.860031</td>
<td align="left">CTNNA3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.0382</td>
<td align="left">EHHADH</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.0699</td>
</tr>
<tr>
<td align="left">LAMA2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.754227</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">SGCD</td>
<td align="left">6</td>
<td align="left">151.5214</td>
<td align="left">1.70417</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">CACNA1C</td>
<td align="left">5</td>
<td align="left">70.16433</td>
<td align="left">1.674238</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">ITGA3</td>
<td align="left">12</td>
<td align="left">516.33</td>
<td align="left">1.418763</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">CACNB2</td>
<td align="left">5</td>
<td align="left">117.135</td>
<td align="left">1.414398</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">LMNA</td>
<td align="left">6</td>
<td align="left">146.4568</td>
<td align="left">1.408758</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">ITGA5</td>
<td align="left">8</td>
<td align="left">281.9914</td>
<td align="left">1.083372</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#xa0;</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td colspan="8" align="center">
<bold>PI3K-Akt signaling pathway</bold>
</td>
<td colspan="4" align="center">
<bold>ECM-receptor interaction</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;<bold>Gene</bold>
</td>
<td align="left">
<bold>Degree</bold>
</td>
<td align="left">
<bold>Betweenness</bold>
</td>
<td align="left">
<bold>Log<sub>2</sub>FC</bold>
</td>
<td align="left">
<bold>Gene</bold>
</td>
<td align="left">
<bold>Degree</bold>
</td>
<td align="left">
<bold>Betweenness</bold>
</td>
<td align="left">
<bold>Log<sub>2</sub>FC</bold>
</td>
<td align="left">
<bold>Gene</bold>
</td>
<td align="left">
<bold>Degree</bold>
</td>
<td align="left">
<bold>Betweenness</bold>
</td>
<td align="left">
<bold>Log<sub>2</sub>FC</bold>
</td>
</tr>
<tr>
<td align="left">&#x2003;IBSP</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">9.292749</td>
<td align="left">FGF1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.120551</td>
<td align="left">IBSP</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">9.292749</td>
</tr>
<tr>
<td align="left">&#x2003;G6PC</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">5.863185</td>
<td align="left">ANGPT2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.080366</td>
<td align="left">ITGB3</td>
<td align="left">4</td>
<td align="left">484</td>
<td align="left">5.216347</td>
</tr>
<tr>
<td align="left">&#x2003;GNG10</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">5.678754</td>
<td align="left">PIK3CG</td>
<td align="left">4</td>
<td align="left">852</td>
<td align="left">2.014266</td>
<td align="left">COL1A1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.760557</td>
</tr>
<tr>
<td align="left">&#x2003;EFNA2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">5.288848</td>
<td align="left">ITGA9</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.860031</td>
<td align="left">COL1A2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.549527</td>
</tr>
<tr>
<td align="left">&#x2003;ITGB3</td>
<td align="left">2</td>
<td align="left">1104</td>
<td align="left">5.216347</td>
<td align="left">TEK</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.858137</td>
<td align="left">COL6A5</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.478834</td>
</tr>
<tr>
<td align="left">&#x2003;EREG</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">4.161637</td>
<td align="left">IL4R</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.853008</td>
<td align="left">COL4A4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.395479</td>
</tr>
<tr>
<td align="left">&#x2003;FGF7</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.776064</td>
<td align="left">NTF3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.844582</td>
<td align="left">VTN</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.254605</td>
</tr>
<tr>
<td align="left">COL1A1</td>
<td align="left">2</td>
<td align="left">288</td>
<td align="left">3.760557</td>
<td align="left">OSMR</td>
<td align="left">3</td>
<td align="left">572</td>
<td align="left">1.764551</td>
<td align="left">ITGA11</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.205193</td>
</tr>
<tr>
<td align="left">COL1A2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.549527</td>
<td align="left">PCK1</td>
<td align="left">2</td>
<td align="left">288</td>
<td align="left">1.755388</td>
<td align="left">COL6A3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.866777</td>
</tr>
<tr>
<td align="left">COL6A5</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.478834</td>
<td align="left">LAMA2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.754227</td>
<td align="left">LAMA4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.81102</td>
</tr>
<tr>
<td align="left">HGF</td>
<td align="left">2</td>
<td align="left">288</td>
<td align="left">3.423781</td>
<td align="left">COL6A6</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.735629</td>
<td align="left">THBS2</td>
<td align="left">8</td>
<td align="left">1375</td>
<td align="left">2.746301</td>
</tr>
<tr>
<td align="left">COL4A4</td>
<td align="left">2</td>
<td align="left">568</td>
<td align="left">3.395479</td>
<td align="left">THBS4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.727874</td>
<td align="left">THBS1</td>
<td align="left">3</td>
<td align="left">252</td>
<td align="left">2.743205</td>
</tr>
<tr>
<td align="left">&#x2003;IGF1</td>
<td align="left">3</td>
<td align="left">848</td>
<td align="left">3.348552</td>
<td align="left">COL4A1</td>
<td align="left">3</td>
<td align="left">572</td>
<td align="left">1.700584</td>
<td align="left">COL2A1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.638159</td>
</tr>
<tr>
<td align="left">&#x2003;VTN</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.254605</td>
<td align="left">AREG</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.686065</td>
<td align="left">ITGA8</td>
<td align="left">2</td>
<td align="left">128</td>
<td align="left">2.541879</td>
</tr>
<tr>
<td align="left">&#x2003;ITGA11</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.205193</td>
<td align="left">LAMA3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.655755</td>
<td align="left">ITGA4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.491913</td>
</tr>
<tr>
<td align="left">&#x2003;FLT1</td>
<td align="left">2</td>
<td align="left">288</td>
<td align="left">3.113672</td>
<td align="left">ERBB4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.624097</td>
<td align="left">COL6A2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.432485</td>
</tr>
<tr>
<td align="left">&#x2003;TLR2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">3.062241</td>
<td align="left">FGFR4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.533105</td>
<td align="left">LAMB1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.42084</td>
</tr>
<tr>
<td align="left">&#x2003;IGF2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.881069</td>
<td align="left">FGF5</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.51941</td>
<td align="left">COL9A1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.39997</td>
</tr>
<tr>
<td align="left">COL6A3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.866777</td>
<td align="left">PDGFD</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.425317</td>
<td align="left">COL4A3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.38678</td>
</tr>
<tr>
<td align="left">&#x2003;CHRM2</td>
<td align="left">2</td>
<td align="left">568</td>
<td align="left">2.85395</td>
<td align="left">FGFR2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.422263</td>
<td align="left">ITGA10</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.380275</td>
</tr>
<tr>
<td align="left">&#x2003;LAMA4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.81102</td>
<td align="left">ITGA3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.418763</td>
<td align="left">FN1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.35285</td>
</tr>
<tr>
<td align="left">&#x2003;THBS2</td>
<td align="left">3</td>
<td align="left">572</td>
<td align="left">2.746301</td>
<td align="left">PDGFRB</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.387124</td>
<td align="left">COL9A3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.309894</td>
</tr>
<tr>
<td align="left">&#x2003;THBS1</td>
<td align="left">2</td>
<td align="left">1104</td>
<td align="left">2.743205</td>
<td align="left">JAK3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.367528</td>
<td align="left">ITGA1</td>
<td align="left">2</td>
<td align="left">648</td>
<td align="left">2.196014</td>
</tr>
<tr>
<td align="left">PDGFR&#x3b1;</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.643103</td>
<td align="left">PDGFB</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.339525</td>
<td align="left">ITGA9</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.860031</td>
</tr>
<tr>
<td align="left">&#x2003;COL2A1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.638159</td>
<td align="left">CREB3L1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.324319</td>
<td align="left">LAMA2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.754227</td>
</tr>
<tr>
<td align="left">&#x2003;IL6R</td>
<td align="left">4</td>
<td align="left">852</td>
<td align="left">2.555862</td>
<td align="left">TNC</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.307584</td>
<td align="left">COL6A6</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.735629</td>
</tr>
<tr>
<td align="left">&#x2003;ITGA8</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.541879</td>
<td align="left">PIK3AP1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.297542</td>
<td align="left">COL4A1</td>
<td align="left">5</td>
<td align="left">596</td>
<td align="left">1.700584</td>
</tr>
<tr>
<td align="left">&#x2003;ITGA4</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.491913</td>
<td align="left">PDGFA</td>
<td align="left">2</td>
<td align="left">288</td>
<td align="left">1.273971</td>
<td align="left">LAMA3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.655755</td>
</tr>
<tr>
<td align="left">&#x2003;COL6A2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.432485</td>
<td align="left">VEGFC</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.252076</td>
<td align="left">ITGA3</td>
<td align="left">9</td>
<td align="left">1411</td>
<td align="left">1.418763</td>
</tr>
<tr>
<td align="left">&#x2003;LAMB1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.42084</td>
<td align="left">GNB4</td>
<td align="left">4</td>
<td align="left">852</td>
<td align="left">1.211026</td>
<td align="left">TNC</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.307584</td>
</tr>
<tr>
<td align="left">&#x2003;COL9A1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.39997</td>
<td align="left">KITLG</td>
<td align="left">2</td>
<td align="left">840</td>
<td align="left">1.112549</td>
<td align="left">CD44</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.254704</td>
</tr>
<tr>
<td align="left">&#x2003;COL4A3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.38678</td>
<td align="left">COL4A2</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.112449</td>
<td align="left">HSPG2</td>
<td align="left">3</td>
<td align="left">1209</td>
<td align="left">1.243494</td>
</tr>
<tr>
<td align="left">&#x2003;ITGA10</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.380275</td>
<td align="left">ITGA5</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.083372</td>
<td align="left">SV2B</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.221935</td>
</tr>
<tr>
<td align="left">&#x2003;FN1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.35285</td>
<td align="left">CDKN1A</td>
<td align="left">22</td>
<td align="left">8484</td>
<td align="left">1.073866</td>
<td align="left">COL4A2</td>
<td align="left">2</td>
<td align="left">128</td>
<td align="left">1.112449</td>
</tr>
<tr>
<td align="left">&#x2003;COL9A3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.309894</td>
<td align="left">LPAR3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.070672</td>
<td align="left">CD36</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.091012</td>
</tr>
<tr>
<td align="left">&#x2003;FGF23</td>
<td align="left">2</td>
<td align="left">288</td>
<td align="left">2.284442</td>
<td align="left">CCND2</td>
<td align="left">23</td>
<td align="left">6852</td>
<td align="left">1.058491</td>
<td align="left">ITGA5</td>
<td align="left">2</td>
<td align="left">128</td>
<td align="left">1.083372</td>
</tr>
<tr>
<td align="left">&#x2003;ITGA1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.196014</td>
<td align="left">ITGA10</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.380275</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;NOS3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.155993</td>
<td align="left">ITGA8</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.541879</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;FGF10</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">2.154001</td>
<td align="left">CREB3L1</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1.324319</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>There is currently no cure for DMD patients. They are solely treated symptomatically <italic>via</italic> palliative therapies in combination with cardio-respiratory supporting devices in case of cardio-pulmonary complications&#x2013;a major lethal cause in DMD patients. As DMD-related cardiomyopathy often manifested as hypertrophic or dilated heart due to cardiomyocyte deterioration followed by fibrosis and adipose tissue formation, novel therapeutic modality should be developed to prevent these pathological events from taking place in the heart. For this, gaining in-depth understanding on the human disease mechanisms is necessary. Unfortunately, limited accessibility to patient biopsy/autopsy and the inferiority of <italic>in vitro</italic> 2D cellular and animal models in fully recapitulating the human disease phenotype have precluded this scientific endeavour. Therefore, it is imperative to develop <italic>in vitro</italic> 3D human cardiac-mimics of DMD-relevance to bridge this scientific gap. The advent of hiPSC technology represents a paramount breakthrough for patient-specific model generation that can better mimic the individual phenotype. By using the isogenic-corrected controls (instead of healthy wild-type controls), we could compare the results at minimal genetic background variability.</p>
<p>In this study, we generated DMD-COs that functionally and transcriptionally modelled the cardiac evolution in DMD patients. Specifically, our model displayed a lack in proliferative capacity, cell death and a progressive deterioration of cardiomyocytes in early culture stages, followed by adipose tissue and fibrous-like tissue formation at later culture stage. We also observed a defect in physiological RyR-driven Ca<sup>2&#x2b;</sup> signals <strike>in DMD-CMs</strike> compared to isogenic-corrected and healthy controls. This further underpins the validity of our model since RyR dysfunction has also been implicated in dystrophic skeletal muscle cells (<xref ref-type="bibr" rid="B2">Andersson et al., 2012</xref>). In this work, dystrophic skeletal muscle was linked with leaky (skeletal muscle-type) RyR1 channels due to its oxidation. Hence, our work suggests that also the functional properties of (cardiac muscle-type) RyR2 channels may be affected in DMD patients, thereby contributing to cardiac pathophysiology. Probably as a consequence of the impaired Ca<sup>2&#x002B;</sup> handling and the dystrophic phenotype, DMD-COs showed a premature loss of the contractile properties compared to the controls independently from the CM:non-CM ratio, which is comparable in the two samples, as showed in the FACS analysis. These data also suggest the presence of a cardiomyocyte population within COs very close to the one physiologically contained in cardiac tissues (<xref ref-type="bibr" rid="B31">Lim, 2020</xref>).</p>
<p>Furthermore, DMD-COs displayed stable &#x3b1;ACTN localization while &#x3b1;-, &#x3b2;-, &#x3b3;- and &#x3b4;-sarcoglycans became minimal present from day 14. In fact, the formed sarcoglycan complex possibly deteriorated within the DMD-COs over time due to its intrinsic DMD pathological phenotype. Although EHT models have been employed for investigating the DMD-CM contractile capability in the 3D context, the lack of several DAPC protein components, even in the healthy EHTs, hampers their usage as reliable genetic disease models (<xref ref-type="bibr" rid="B19">Gilbert et al., 2021</xref>). The fact that healthy organoids showed the presence of late cardiac differentiation markers as &#x3b1;-, &#x3b2;-, &#x3b4;- and &#x3b3;-sarcoglycans makes possible to model genetic cardiac diseases where sarcoglycans are missing. Furthermore, the cardiomyopathy phenotype development depends not only on the absence of dystrophin but also on the detrimental effects of non-cardiomyocyte subpopulations. Thus, 3D COs represent a superior <italic>in vitro</italic> model compared to EHTs in terms of cardiac maturation and environment.</p>
<p>These findings confirmed the formation of cardiac tissue within the organoids, which is also corroborated by the expression of atrial/ventricular markers and TNNT2 over time. Furthermore, the longer and sustained expression of the ventricular markers MYL2 and MYH7 suggests the ventricular-like identity of the CMs within these 3D models. The DMD-related phenotype is further confirmed by the detection of higher levels of NOX4 within the DMD-COs. Although NOX4 is constitutively active in healthy CMs at low levels inducing a cardioprotective effect, it has been demonstrated that high levels of NOX4 have severe detrimental effects. Indeed, the NOX4 accumulation contributes to the development of cardiovascular diseases by triggering an excessive ROS production. The endoplasmic reticulum stress marker GORASP2 increased over time in DMD-COs, while ARCN1 was more prominent in DMD-COs, but they were not co-localized with NKX2.5, suggesting other cell type than differentiating cardiomyocytes experienced high ER stress within the generated DMD-COs and DMD-Iso-COs. Moreover, we argued that the presence of GDF10 near the PDGFR&#x3b1;<sup>&#x2b;</sup> fibroblast/adipocyte progenitors could be a feedback regulation mechanism to inhibit pathological formation of adipose tissues in the DMD-COs, as GDF10 was not detected in DMD-Iso-COs where adipogenesis did not occur.</p>
<p>It is known by the literature that iPSC-derived CMs resemble foetal hearts from a metabolic standpoint and thus are qualitatively and quantitatively immature. After birth, the metabolism of CMs switches from glycolysis to a predominant use of oxidative phosphorylation to fulfil the energy demand of the contracting myocardium (<xref ref-type="bibr" rid="B1">Allen et al., 2016</xref>). In our model, the glycolytic marker PGK1 was strongly expressed in both DMD-COs and DMD-Iso-COs. We attempted to quantify the immunofluorescence signals for deleterious markers and correlated them with the aberrant fibrosis and adipogenesis observed only in DMD-COs. However, the results were affected by the heterogeneity in the cytoarchitectures, as the organoids were derived from hiPSC-EBs which might have undergone differential mesodermal induction. Still, comparing to pre-differentiated cardiomyocyte spheroids as well as engineered heart tissue (EHT) constructs, COs derived from hiPSC-EBs have the advantage of possibly containing other non-cardiogenic cells (as seen during heart development) that contribute to the adipogenesis and the fibrotic-like phenotype upon cardiomyocyte deterioration. Noteworthy that these pathological events were not observed in the DMD-Iso-COs controls. The reasons of the development of adipocytes and fibrotic-like tissues are still unclear and further experiments must be performed to elucidate the causes. We hypothesised that in the dystrophic environment the PDGFR&#x3b1;<sup>&#x2b;</sup> population, which includes fibroblast and adipose progenitors, could have a role in the onset of these detrimental events. In fact, the activation of the PDGFR&#x3b1; pathway in some adult cells must be sufficient to generate significant pro-fibrotic activity (<xref ref-type="bibr" rid="B40">Olson and Soriano, 2009</xref>). As reported in literature, dystrophic myocardium, due to the Ca<sup>2&#x2b;</sup> overload, is characterized by cell death and inflammatory response, which result not only in myocyte hypertrophy, atrophy/necrosis, fibrosis, but also in the replacement of heart muscle by connective tissue and fat (<xref ref-type="bibr" rid="B17">Flanigan, 2014</xref>). Intriguingly, contractile genes were upregulated in DMD-COs after 93&#xa0;days of culture. The causes contributing to this upregulation in the diseased COs are still unknown. However, this phenomenon can be attributed to a compensatory mechanism, and we believe that other reasons are concurring with these results. Indeed, it is generally accepted that an abnormal elevation of the intracellular Ca<sup>2&#x002B;</sup> concentration in the dystrophin-deficient cardiomyocytes is a major secondary event, which contributes to disease progression and alters the contractile protein turnovers (<xref ref-type="bibr" rid="B63">Mareedu et al., 2021</xref>). Another possible explanation could be the foetal reprogramming occurring in diseased myocardium. This adaptive process is based on the suppression of adult and reactivation of foetal gene profile as a result of cardiac disease promoting the reversion of the contractile machinery to a more compliant foetal one (<xref ref-type="bibr" rid="B64">van der Pol et al., 2020</xref>). As reported in literature TNNC2, TPM1 and MYL2 are markers expressed at early developmental stages during cardiogenesis (<xref ref-type="bibr" rid="B50">Sheikh et al., 2015</xref>; <xref ref-type="bibr" rid="B13">England et al., 2017</xref>; <xref ref-type="bibr" rid="B55">Tsedeke et al., 2021</xref>). Furthermore, Cetinkaya et al. states that the ACTN1 expression in adult myocytes implies the activation of fetal pathways in patients affected by dilated cardiomyopathy (<xref ref-type="bibr" rid="B9">Cetinkaya et al., 2020</xref>). Moreover, MYBPC3 is not only expressed in adult but also in embryonic and neonatal hearts throughout the development (<xref ref-type="bibr" rid="B25">Jiang et al., 2015</xref>). These data could suggest the possible activation in DMD-COs of foetal genes in order to promote the turnover of sarcomeric proteins and counteract the cardiomyocyte derangement.</p>
<p>Through RNA sequencing analysis, we demonstrated that the DMD-COs generated on day 56 were valuable 3D cellular models to gain insight into the disease mechanism of DMD-associated hypertrophic/dilated cardiomyopathy, as well as adipogenesis and fibrosis. We focused on mapping out the functionally enriched pathways based on the differentially upregulated genes in DMD-COs as compared to DMD-Iso-COs, as well as their main miRNA regulators. Among the top five hub genes identified in the protein-protein interaction network, only HNF4A (log<sub>2</sub>FC &#x3d; 1.89, <italic>p</italic> &#x3c; 2.92e<sup>&#x2212;5</sup>), UBD (log<sub>2</sub>FC &#x3d; 2.69, <italic>p</italic> &#x3c; 7.37e<sup>&#x2212;5</sup>) and EGR1 (log<sub>2</sub>FC &#x3d; 1.47, <italic>p</italic> &#x3c; 5.31e<sup>&#x2212;12</sup>) were significantly and differentially upregulated in DMD-COs. Despite HNF4A could be linked to cardiac differentiation and heart development (<xref ref-type="bibr" rid="B10">Duelen et al., 2017</xref>), we could not find in literature the association of these three hub genes with the development of cardiomyopathy, adipogenesis and fibrosis. We turned into looking at the identified miRNA regulators. The <italic>hsa-mir-335-5p</italic> was reported as a regulator of cardiac differentiation by upregulating cardiac mesoderm and cardiac progenitor commitments, potentially mediated through the activation of WNT and TGF&#x3b2; pathways (<xref ref-type="bibr" rid="B28">Kay et al., 2019</xref>). In contrast, the upregulation of <italic>hsa-mir-335-5p</italic> was seen in fibrotic lung model (<xref ref-type="bibr" rid="B21">Honeyman et al., 2013</xref>). Additionally, a study showed that the <italic>hsa-mir-29a-3p</italic> and <italic>hsa-mir-29b-3p</italic> levels in cardiac tissue from patients with congenital heart disease was significantly increased, and the injection of <italic>miR-29b-3p</italic> into zebrafish embryos induced higher mortality and developmental disorders including cardiac malformation and dysfunction, as well as inhibition of cardiomyocyte proliferation by targeting NOTCH2 (<xref ref-type="bibr" rid="B59">Yang et al., 2020</xref>). Interestingly, delivery of <italic>miR-29a-3p</italic> has a beneficial effect in myocardial injury (<xref ref-type="bibr" rid="B45">Ren et al., 2021</xref>) and cardiac hypertrophy (<xref ref-type="bibr" rid="B58">Xie et al., 2020</xref>). Similarly, the <italic>hsa-mir-26a/b-5p</italic> was highly expressed in cardiac hypertrophy (<xref ref-type="bibr" rid="B54">Tang et al., 2020</xref>) and promoted myocardial infarction-induced cell death (<xref ref-type="bibr" rid="B26">Jung et al., 2021</xref>), yet overexpression of <italic>miR-26a/b</italic> attenuated cardiac fibrosis (<xref ref-type="bibr" rid="B53">Tang et al., 2017</xref>; <xref ref-type="bibr" rid="B57">Wang et al., 2019</xref>) and alleviated cardiac hypertrophy and dysfunction (<xref ref-type="bibr" rid="B51">Shi et al., 2021</xref>). Lastly, the <italic>hsa-mir-124-3p</italic> was reported to promote cardiac fibroblast activation and proliferation (<xref ref-type="bibr" rid="B62">Zhu et al., 2021</xref>), and its inhibition protects against acute myocardial infarction by suppressing cardiomyocyte apoptosis (<xref ref-type="bibr" rid="B22">Hu et al., 2019</xref>). Based on the duality effects of these miRNAs, the potential of these miRNAs as therapeutic targets for DMD-related cardiomyopathy need to be assessed carefully. Furthermore, the identified PI3K/Akt signalling pathway enriched in DMD-COs is interesting, as accumulating evidences showed that it plays a role in regulating the occurrence, progression and pathological cardiac fibrosis (<xref ref-type="bibr" rid="B41">Qin et al., 2021</xref>) and hypertrophy (<xref ref-type="bibr" rid="B4">Aoyagi and Matsui, 2011</xref>). These findings are encouraging and prompting us to investigate in future the potential of these miRNAs as therapeutic targets to inhibit the aberrant functional enrichments in DMD-COs. In turn, this will enable us to further validate DMD-COs as reliable <italic>in vitro</italic> 3D human cardiac models for DMD-related disease modelling, drug discovery and regenerative medicine.</p>
<p>In conclusion, we developed 3D human cardiac-mimics from DMD cell lines, which holds great relevance as these models reproduce <italic>in vitro</italic>, even if partially, the DMD-related cardiomyopathy (i.e. cardiomyocytes stress and deterioration) and disease progression (i.e. adipogenesis and fibrosis) in long-term cultures. By studying the transcriptomic dysregulations in DMD-COs versus the isogenic controls <italic>via</italic> RNA sequencing and <italic>in silico</italic> analysis, we have identified five miRNAs that were significantly and differentially expressed in late DMD-COs which could be associated with the functionally enriched hypertrophy and dilated cardiomyopathy, fibrosis and adipogenesis signalling pathways. These are encouraging findings showing the potential of these human cardiac-mimics as novel <italic>in vitro</italic> 3D cellular models for studying DMD cardiomyopathy. In future studies, adding endothelial cells to the EBs to generate 3D vascularized human cardiac models would also be highly valuable to investigate the cardiomyocyte-endothelial interplays in relation to DMD pathogenesis.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: NCBI [accession: GSE194297].</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>VM and FM performed all experiments. RL and TV performed calcium imaging experiment. VM, FM, NG, EP, AC, TV, FA, and YC analysed the data. VM, FM, RD, TV, GB, DT, MS, and YC designed the experiment, wrote and/or revised the manuscript. The authors gratefully acknowledge the VIB Bio Imaging Core (LIMONE) for the access to the Nikon C2 confocal microscopy and their support and assistance in this work.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by FWO (&#x23;G066821N), INTERREG&#x2013;Euregio Meuse-Rhine (GYM - Generate your muscle 2020-EMR116), and KU Leuven C1-3DMuSyC (C14/17/111) sustaining also YC. The authors gratefully acknowledge Sylvia Sauvage for technical assistance, Christina Vochten and Vicky Raets for the administrative assistance. RD is supported by KU Leuven Rondoufonds voor Duchenne Onderzoek (EQQ-FODUCH-O2010) and KU Leuven grant (C24/18/103).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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="s9">
<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="s10">
<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/fcell.2022.878311/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcell.2022.878311/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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