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<journal-id journal-id-type="publisher-id">Front. Chem. Eng.</journal-id>
<journal-title>Frontiers in Chemical Engineering</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem. Eng.</abbrev-journal-title>
<issn pub-type="epub">2673-2718</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1255783</article-id>
<article-id pub-id-type="doi">10.3389/fceng.2023.1255783</article-id>
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<subj-group subj-group-type="heading">
<subject>Chemical Engineering</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Leveraging mechanobiology and biophysical cues in lung organoids for studying lung development and disease</article-title>
<alt-title alt-title-type="left-running-head">Shao 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/fceng.2023.1255783">10.3389/fceng.2023.1255783</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Shao</surname>
<given-names>Ziming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2371297/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>De Coppi</surname>
<given-names>Paolo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/69502/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Michielin</surname>
<given-names>Federica</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/1082096/overview"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Stem Cells and Regenerative Medicine Section</institution>, <institution>Developmental Biology and Cancer Department</institution>, <institution>UCL Great Ormond Street Institute of Child Health</institution>, <institution>University College London</institution>, <addr-line>London</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Great Ormond Street Hospital (GOSH)</institution>, <addr-line>London</addr-line>, <country>United Kingdom</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/1125833/overview">Yan Li</ext-link>, Florida State University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/524930/overview">Pedro M Baptista</ext-link>, Health Research Institute of Aragon (IIS Aragon), Spain</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/882548/overview">Mariaceleste Aragona</ext-link>, University of Copenhagen, Denmark</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Federica Michielin, <email>f.michielin@ucl.ac.uk</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>5</volume>
<elocation-id>1255783</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>10</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Shao, De Coppi and Michielin.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Shao, De Coppi and Michielin</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>Lung organoids have emerged as powerful tools for studying lung distal diseases by recapitulating the cellular diversity and microenvironment of the lung tissue. This review article highlights the advancements in leveraging mechanobiology and biophysical cues in lung organoid engineering to improve their physiological relevance and disease modelling capabilities. We discuss the role of mechanobiology in lung development and homeostasis, as well as the integration of biophysical cues in the design and culture of lung organoids. Furthermore, we explore how these advancements have contributed to the understanding of lung distal diseases pathogenesis. We also discuss the challenges and future directions in harnessing mechanobiology and biophysical cues in lung organoid research. This review showcases the potential of lung organoids as a platform to investigate the underappreciated impacts of biophysical and biomechanical properties in enhancing lung organoids complexity and functionality, and ultimately provide new insight into embryonic lung development and pulmonary distal diseases pathogenesis.</p>
</abstract>
<kwd-group>
<kwd>lung organoids</kwd>
<kwd>mechanobiology</kwd>
<kwd>biophysical cues</kwd>
<kwd>lung distal diseases</kwd>
<kwd>disease modelling</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Biochemical Engineering</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Basics of lung organoids</title>
<p>3D organoids systems allow to re-create the architecture and physiology of human organs in remarkable detail. They also allow to better mimic the <italic>in vivo</italic> tissue by improving the structural complexity of cell arrangement in culture, including cell polarity. This make 3D organoids an ideal system to be dissected and interrogated for fundamental mechanistic studies on development, regeneration and repair in human tissues, and can also be used in diagnostics, disease modelling, drug discovery and personalized medicine (<xref ref-type="bibr" rid="B42">Kim et al., 2020</xref>; <xref ref-type="bibr" rid="B93">Zhao et al., 2022</xref>). Despite being powerful <italic>in vitro</italic> models, organoids present also some limitations, including low scalability, limited lifespan, difficulty in imposing the proper extracellular forces, incomplete matching of organ-level functionality, and lack of vascularization (<xref ref-type="bibr" rid="B77">Tang et al., 2022</xref>). To overcome these limitations engineering solutions are in constant development to gain control over self-organization and functionality of 3D organoids (<xref ref-type="bibr" rid="B19">Garreta et al., 2021</xref>).</p>
<p>Lung organoids represent a powerful <italic>in vitro</italic> model to study human lung development and disease modelling (<xref ref-type="bibr" rid="B49">Liberti and Morrisey, 2021</xref>). The human developing lung has a complex architecture that comprises up to 144 different cell types/states based on scRNA-seq, scATAC-seq, Visium Spatial Transcriptomics, and mRNA <italic>in situ</italic> hybridization using Hybridization Chain Reaction (HCR) (<xref ref-type="bibr" rid="B80">Trivedi et al., 2018</xref>; <xref ref-type="bibr" rid="B28">He et al., 2022</xref>). Various specialized cell types contribute to a normal functional lung for essential respiration. Perturbations of the extracellular environment during development can result in severe pulmonary diseases from birth to adulthood (H.-T. <xref ref-type="bibr" rid="B38">Kim et al., 2018</xref>). As high-throughput microscopic imaging is challenging due to the highly complex architecture of lungs, models to faithfully recapitulate lung development and disease are in urgent demand. While 2D cell culture will inevitably fail to fully mimic the spatial responses to the environmental biochemical and biophysical cues (Reviewed more thoroughly by <xref ref-type="bibr" rid="B9">Cunniff et al., 2021</xref>), airway epithelial cells-derived lung organoids emerge as a powerful <italic>in vitro</italic> 3D model that can faithfully recapitulate the pathophysiological aspects of human lungs with different extent of complexity in terms of structure and cell morphology, as well as interaction of different cell types (<xref ref-type="bibr" rid="B32">Huch and Koo, 2015</xref>; <xref ref-type="bibr" rid="B66">Sachs et al., 2019</xref>). Limitations of 3D organoids related to the difficulty for the inner cells to receive nutrients and exchange the waste with the extracellular environment while growing, could be overcome by culturing organoids in microfluidic devices to facilitate the nutrients and waste circulation and using engineered scaffolds to direct the morphological growth (<xref ref-type="bibr" rid="B94">De Santis et al., 2021</xref>). This highlights the importance of biophysical and biomechanical properties in lung organoids culture (<xref ref-type="bibr" rid="B32">Huch and Koo, 2015</xref>; <xref ref-type="bibr" rid="B66">Sachs et al., 2019</xref>).</p>
<p>Lung organoids can be classified as three major types: i) airway-organoids consisting of secretory club cells, goblet cells, ciliated cells, and bronchiolar epithelial cells; ii) alveolar organoids consisting of alveolar type one (AT1) and alveolar type two (AT2) cells; iii) complex organoids consisting of both proximal and distal airway epithelial cells (<xref ref-type="bibr" rid="B95">Demchenko et al., 2022</xref>). In addition, there are two main sources of lung organoids generation: primary lung epithelial progenitor-derived organoids and induced pluripotent stem cell (IPSCs)-derived organoids (<xref ref-type="bibr" rid="B11">Dye et al., 2015</xref>; <xref ref-type="bibr" rid="B46">Leeman et al., 2019</xref>; <xref ref-type="bibr" rid="B64">Rabata et al., 2020</xref>). The generation of primary lung progenitors-derived organoids requires biopsy sections which undergoes single cell suspension through enzymatic digestion. The obtained single cells can be selected against specific cell markers and seeded in Matrigel drops to be further cultured as a more homogenous cell population (<xref ref-type="bibr" rid="B37">Katsura et al., 2020</xref>). However, lung organoids generated from progenitors in primary tissues usually lack mesenchymal cells and stromal cells which supplies signalling and structural support (<xref ref-type="bibr" rid="B69">Schutgens and Clevers, 2020</xref>). IPSCs-derived organoids are generated from reprogrammed somatic cells, generally skin fibroblasts (<xref ref-type="bibr" rid="B34">Jacob et al., 2019</xref>). IPSCs-derived organoids have great advantages in terms of the involvement of both epithelial and mesenchymal cells in the system and retaining genetic information as they can be derived from patients (<xref ref-type="bibr" rid="B8">Choi et al., 2016</xref>; <xref ref-type="bibr" rid="B7">Chen et al., 2017</xref>). In fact, mesenchymal cells contribute to the maturation of organoids in alveolospheres (<xref ref-type="bibr" rid="B3">Barkauskas et al., 2013</xref>). By embedding the lung organoids in Matrigel and applying a cocktail of growth factors and adjusting extracellular matrix (ECM) compositions, different combinations of biochemical and biophysical signals can direct the lung organoids under self-expansion or further differentiation (<xref ref-type="fig" rid="F1">Figure 1</xref>) (<xref ref-type="bibr" rid="B3">Barkauskas et al., 2013</xref>; <xref ref-type="bibr" rid="B7">Chen et al., 2017</xref>; <xref ref-type="bibr" rid="B66">Sachs et al., 2019</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic diagram of primary lung epithelial tip progenitor-derived and iPSCs-derived lung organoids differentiation.</p>
</caption>
<graphic xlink:href="fceng-05-1255783-g001.tif"/>
</fig>
<p>Both human primary tissue and IPSCs-derived lung organoids allow studying cell-cell and cell-environment interactions during lung development and disease modelling due to their ability of mimicking <italic>in vivo</italic> pathophysiological conditions. Several studies used primary tissue and IPSCs-derived lung organoids to model pulmonary diseases, including Idiopathic pulmonary fibrosis (IPF), Chronic obstructive pulmonary disease (COPD), Cystic fibrosis (CF), and respiratory viral infections like COVID-19 (Y. <xref ref-type="bibr" rid="B27">Han et al., 2022</xref>; <xref ref-type="bibr" rid="B56">Mou et al., 2012</xref>; <xref ref-type="bibr" rid="B74">Strikoudis et al., 2019</xref>; <xref ref-type="bibr" rid="B76">Tan et al., 2017</xref>; <xref ref-type="bibr" rid="B87">Wilkinson et al., 2017</xref>; <xref ref-type="bibr" rid="B88">Wong et al., 2012</xref>). The addition of transforming growth factor beta 1 (TGF-&#x3b2;1) to 3D lung organoids containing mesenchymal cells resulted in morphological scarring typically found in IPF, but not in 2D cell culture (<xref ref-type="bibr" rid="B87">Wilkinson et al., 2017</xref>). In addition, alveolar organoids derived from human pluripotent stem cells have been used to study the pathogenesis of CF and drug screening. Treatment with TGF-&#x3b2;1 successfully induced fibrotic changes that is characterized in CF. This phenotype is greatly ameliorated by supressing ERK signalling, providing a potential target pathway for CF (<xref ref-type="bibr" rid="B41">Kim et al., 2021</xref>).</p>
<p>While the biochemical and genetic aspects of lung development and disease have been widely investigated, the role of mechanical aspects have been investigated in the last 20 years only. This review will shed light on the crucial role of different types of mechanical forces in regulating lung development and disease pathogenesis.</p>
</sec>
<sec id="s2">
<title>2 Mechanical forces shaping lung morphogenesis and regulating alveolar specification</title>
<p>In the developing lungs, a ramified network of pulmonary epithelium arises from the protrusion of lung bud into the surrounding mesenchyme (<xref ref-type="bibr" rid="B25">Grobstein, 1953</xref>; <xref ref-type="bibr" rid="B31">Hogan, 1999</xref>). The reciprocal biochemical interactions between lung epithelium and mesenchymal cells are thought to mediate branching morphogenesis. Non-canonical Wnt signalling has been shown to play a role in determining the direction and position of early lung branching. Specifically, Wnt5a-null mutant lungs showed defective cytoskeleton organization and focal adhesion which resulted in perturbed lung branching (<xref ref-type="bibr" rid="B92">Zhang et al., 2022</xref>). Peak and others showed that Fgf10-loaded bead can induce ectopic budding of lung epithelium which does not affect the focal adhesion and myosin light chain phosphorylation expression in the protruding area. The ectopic buddings are disrupted when applying epithelium tension by mimicking luminal fluid flow using pharmaceutical treatment, which highlights the crucial role of mechanical forces in lung morphogenesis (<xref ref-type="bibr" rid="B81">Unbekandt et al., 2008</xref>; <xref ref-type="bibr" rid="B61">Peak et al., 2022</xref>).</p>
<p>Lung epithelial cells are constantly exposed to various mechanical forces throughout development, which have been shown to shape airway tree branching morphogenesis and regulate alveolar specifications. The biochemical signals secreted by the surrounding mesenchymal tissue guide lung branching morphogenesis. Interestingly, this can be overridden if mechanical forces are applied. For instance, the physical instability occurring between the epithelium and the extracellular microenvironment resulted in local morphological protrusion and branching of embryonic airway epithelium independent of the surrounding mesenchyme (<xref ref-type="bibr" rid="B84">Varner et al., 2015</xref>). Smooth muscle cells surrounding the airway epithelium during development also contribute to airway morphogenesis. Mouse embryonic airway branching can be altered by manipulating smooth muscle cells differentiation surrounding the airway, likely as a consequence of the high stiffness of the smooth muscle outer layers. By promoting smooth muscle differentiation, lung buddings are inhibited, whereas by inhibiting the smooth muscle differentiation, ectopic branching appears (<xref ref-type="bibr" rid="B24">Goodwin et al., 2019</xref>; H. Y; <xref ref-type="bibr" rid="B39">Kim et al., 2015</xref>). Bioengineered &#x2018;microfluidic chest cavities&#x2019; have been used to generate different levels of pressure, and this allowed regulating the interval of smooth muscle contraction. This confirmed that the physical contraction of smooth muscle directs the lung branching morphogenesis (<xref ref-type="bibr" rid="B57">Nelson et al., 2017</xref>). Another study conducted by the Nan Tang group shed light on the key role of mechanical forces in lung branching morphogenesis during early lung development. Using Cre-Shh reporter mice, they distinguished epithelial cells with two types of spindle fibres orientations, i.e., parallel to the long axis and randomly oriented spindle fibres. By embedding epithelial cells in stretchable gels, they found the ratio of normally oriented and randomly oriented spindle fibres are biased when mechanical forces are applied (<xref ref-type="bibr" rid="B78">Tang et al., 2018</xref>).</p>
<p>The mechanical forces-regulated cell division pattern contributes to the normal branching morphogenesis. The ablation of the mechanical-responsive transcriptomic activator Yes-associated protein (Yap) in developing mouse lungs has also been shown to affect epithelial cells proliferation and affect branching morphogenesis. There is an uncovered feedback regulation between Yap and myosin light chain phosphorylation which represents the mechanical force responsive signalling mediator. Deletion of Yap results in downregulated myosin light chain phosphorylation (<xref ref-type="bibr" rid="B50">Lin et al., 2017</xref>). The relationship between mechanical forces and regulated cell proliferation greatly impacted on normal lung branching morphogenesis. Despite the role of mechanical forces in early lung branching process, they also regulate the alveolar specification at later sacculation stage. <italic>In vivo</italic> and <italic>ex vivo</italic> stretching of whole lungs induces activation of Yap/Taz signalling which promotes AT1 differentiation. By using ROCK inhibitor, Y27632, AT1 cells significantly decreased, which suggests the regulation of AT1 differentiation through ROCK-YAP/Taz signalling pathway (<xref ref-type="bibr" rid="B58">Nguyen et al., 2021</xref>). The Nan Tang group showed the shear stress, the force exerted by the flowing amniotic fluid within the epithelial air tree to the surface of epithelium, regulates AT1 and AT2 fate decision. They suggested progenitors protrude from the epithelium due to the attraction of Fgf10 signalling from the surrounding stromal cells, and myosin accumulates at the apical surface of the protruding epithelium. The inhalation of amniotic fluid exerts shear stress to the epithelium, where the protruding cells are protected from the mechanical force by the accumulated myosin and become AT2 cell which remains cuboidal shape. In contrast, cells subjected to shear stress differentiate into flattened AT1 cells (<xref ref-type="bibr" rid="B48">Li et al., 2018</xref>). While further studies are needed to uncover the underlying molecular mechanisms of mechanical forces-regulated branching morphogenesis and alveolar specification, it is evident that mechanical forces have a key role in lung development. The reciprocal interactions between mechanical forces and biochemical signals may be the key to further decipher the process of lung branching morphogenesis and further alveolar specification.</p>
</sec>
<sec id="s3">
<title>3 Biomechanical signalling in lung homeostasis and diseases</title>
<p>The major function of the lungs is gas exchange. As such, the mechanical forces exerted to the lung epithelium by the constant breathing movement play an important role in maintaining tissue homeostasis and epithelial cell fate decision (<xref ref-type="bibr" rid="B72">Shiraishi et al., 2023</xref>). Perturbation of the mechanical forces can greatly impact on lung function, leading to pathogenesis. AT1 are flattened, non-proliferative alveolar cells, which are mainly responsible for gas exchange and account for 95% of alveolar surface. AT2 are cuboidal proliferative epithelial cells that secret surfactant proteins to prevent the collapse of the alveolar units during breathing. The proliferative ability of AT2 cells and the secretion of surfactant proteins are promoted by the mechanical stress generated by ventilation, which maintains the integrity of the alveolar epithelium (<xref ref-type="bibr" rid="B1">Arold et al., 2009</xref>; B; <xref ref-type="bibr" rid="B26">Han, 2005</xref>). The mechanical forces generated by ventilation and exerted to the airway epithelium by various environmental stiffness regulate the activity of Yap by manipulating the shape of nuclei to control the nuclear influx rate of Yap in airway epithelium (<xref ref-type="bibr" rid="B13">Elosegui-Artola et al., 2017</xref>). The activity of Yap is crucial for maintaining the balanced differentiation of club cells and goblet cells. Ablation of Yap in the proximal epithelium directs the trans-differentiation of goblet cells into club cells, therefore altering the epithelial homeostasis (<xref ref-type="bibr" rid="B29">Hicks-Berthet et al., 2021</xref>). Recent studies have shown surprising postnatal AT1 plasticity in reprogramming into AT2 upon inhibition of Yap signalling. Nuclear Yap activity is required to maintain the AT1 identity (<xref ref-type="bibr" rid="B62">Penkala et al., 2021</xref>). Another study suggests the reprogramming of AT1 into AT2 in response to mechanical cues through extracellular matrix-cytoskeleton, mediated by Cdc42 and Ptk2. The loss of mechanical constraint in AT1 cells results in rapid AT1-AT2 trans-differentiation. These findings suggest the crucial role of mechanical forces exerted by breathing in maintaining AT1 and AT2 homeostasis in postnatal lung (<xref ref-type="bibr" rid="B72">Shiraishi et al., 2023</xref>). In addition, it has been suggested that myeloid cells are responsive to the cyclic hydrostatic pressure through mechanical-responsive ion channel PIEZO1 which, in turn, regulates the innate immune system of the lung via c-Jun activation (<xref ref-type="bibr" rid="B73">Solis et al., 2019</xref>).</p>
<p>As epithelial cells along the airways have been shown to be mechano-sensitive and mechano-responsive, the disruption of the mechanical forces can result in altered tissue homeostasis and lung disease, such as COPD and emphysema, characterized by the accumulation of ectopic levels of elastin and collagen fibres, resulting in alveolar destruction (<xref ref-type="bibr" rid="B44">Kononov et al., 2001</xref>). Lung fibrosis is caused by over-proliferation of fibroblasts and, consequently, the accumulation of extracellular matrix proteins. IPF is the most common type of pulmonary fibrosis, characterized by impaired alveolar functions, mainly due to AT2 cells loss (<xref ref-type="bibr" rid="B63">Plantier et al., 2011</xref>). Extracellular matrix-cytoskeleton interactions regulated by Cdc42 in AT2 cells play an important role in IPF progression. Cdc42 ablation in AT2 cells results in failure of AT2-AT1 transition which exposes alveolar type cells to the constant mechanical forces from the extracellular matrix. The accumulated mechanical stress, in turn, activates TGF-&#x3b2; signalling that mediates further peripheral-central IPF progression (<xref ref-type="bibr" rid="B89">Wu et al., 2020</xref>). These findings, that highlight the connection between mechanical forces and pulmonary pathogenesis, are determinant for building up a patho-physiologically relevant disease model.</p>
</sec>
<sec id="s4">
<title>4 Scaffold materials promoting lung organoids structural organization and maturation</title>
<p>Although numerous studies have successfully reported the generation of lung organoids derived from pluripotent stem cells comprising multiple differentiated epithelial cells, the differentiated cells retain embryonic rather than mature characteristics, as revealed by transcriptomic analysis (<xref ref-type="bibr" rid="B3">Barkauskas et al., 2013</xref>; <xref ref-type="bibr" rid="B16">Firth et al., 2014</xref>; <xref ref-type="bibr" rid="B11">Dye et al., 2015</xref>; <xref ref-type="bibr" rid="B43">Konishi et al., 2016</xref>).</p>
<p>Different types of ECM provide mechanical, biophysical and signalling cues in a variety of developing organisms and tissues. The ECM helps to regulate tissue morphology during embryonic development by integrating cell genetic programs with chemical and mechanical input from the local microenvironment (<xref ref-type="bibr" rid="B85">Walma and Yamada, 2020</xref>). This implies that epithelial cells continually remodel their intercellular contacts throughout morphogenesis, which significantly rearranges cells within the epithelial sheet (H. Y. <xref ref-type="bibr" rid="B40">Kim et al., 2013</xref>). Interestingly, epithelial cells themselves contribute to producing ECM components which finally determines their differentiation towards specific cell types (<xref ref-type="bibr" rid="B52">Mamidi et al., 2018</xref>; <xref ref-type="bibr" rid="B14">Fernandez Vallone et al., 2020</xref>; <xref ref-type="bibr" rid="B55">Michielin et al., 2020</xref>). Lung alveolarization requires precise coordination of cell growth and differentiation with extracellular matrix (ECM) synthesis and deposition to allow alveolar septation. Laminin, which is a key component of the basement matrix in the developing lungs by supporting first epithelial branching and then capillary network formation, displays a simplified network along with the thinning of the alveolar septa. Conversely, elastin density is continuously increasing during alveologenesis as recently evidenced by 3D volumetric analysis of mouse and human lung tissues (<xref ref-type="bibr" rid="B51">Luo et al., 2018</xref>). This allows for proper maturation of elastin fibres to ensure elastic recoil of the lung during breathing. ECM deposition defects and alveolar simplification underlie many pulmonary diseases such as emphysema that results from the enzymatic destruction of ECM components leading to destruction of alveolar walls and airspace enlargement. Interestingly, alterations of the actomyosin network during development, for example, due to mutation in genes encoding cytoskeletal proteins, has been shown to repress metalloproteinase activity leading to disrupted ECM remodelling (H.-T. <xref ref-type="bibr" rid="B38">Kim et al., 2018</xref>).</p>
<p>Scaffold biomaterials can, therefore, provide physical and biochemical properties to promote maturation of lung organoids (<xref ref-type="bibr" rid="B94">De Santis et al., 2021</xref>), as previously reported (<xref ref-type="bibr" rid="B90">Xinaris et al., 2012</xref>; <xref ref-type="bibr" rid="B86">Watson et al., 2014</xref>; <xref ref-type="bibr" rid="B15">Finkbeiner et al., 2015</xref>). To enhance lung organoids engraftment, Dye et al. introduced an alternative <italic>niche</italic> consisting in microporous poly (lactide-co-glycolide) (PLG) scaffolds for the lung organoids to grow, which was previously utilized for the survival, and functionalization of human islet upon transplantation (<xref ref-type="bibr" rid="B20">Gibly et al., 2013</xref>; <xref ref-type="bibr" rid="B30">Hlavaty et al., 2014</xref>; <xref ref-type="bibr" rid="B10">Dye et al., 2016</xref>). These scaffolds provide a rigid surface for the epithelial cells to adhere with porous structures that allows further growth and vasculature of the epithelium (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Thanks to the scaffolds support, transplanted human lung organoids can form pseudostratified layers structurally similar to the adult airway. In addition, CC10&#x2b; secretory club cells and MUC5AC &#x2b; goblet cells have been detected, which were not or rarely detected in foetal lung airway but found within adult airway epithelium. The retrieved scaffold after <italic>in vivo</italic> culturing also showed high level of vasculature with various types of mesenchymal tissues. The structure and cellular maturation of lung organoids are promoted upon the introduction of PLG scaffolds, whereas the lack of alveolar cells suggests further improvement is required for a full maturation (<xref ref-type="bibr" rid="B10">Dye et al., 2016</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Schematic diagram of three types of scaffolds for lung organoids culture. <bold>(A)</bold> Decellularized lungs <bold>(B)</bold> Porous and stiffness tuneable hydrogel <bold>(C)</bold> Stretchable microfluidic devices. Partly taken from <xref ref-type="bibr" rid="B75">Stucki et al., 2018</xref>.</p>
</caption>
<graphic xlink:href="fceng-05-1255783-g002.tif"/>
</fig>
<p>Another natural scaffold for lung epithelium culture consists in the decellularization of the whole lungs preserving its original acellular extracellular matrix (<xref ref-type="bibr" rid="B21">Gilbert et al., 2006</xref>; <xref ref-type="bibr" rid="B79">Tommasini et al., 2023</xref>) (<xref ref-type="fig" rid="F2">Figure 2A</xref>). Recellularization of the decellularized lungs using lung progenitors derived from human IPSCs have shown successful expansion and alveolar specification of AT2 progenitors (<xref ref-type="bibr" rid="B22">Gilpin et al., 2014</xref>; <xref ref-type="bibr" rid="B47">Leiby et al., 2023</xref>). Of note, the seeding of human lung organoids on the decellularized lung airway showed minimal or no club cell and goblet cell differentiation (<xref ref-type="bibr" rid="B11">Dye et al., 2015</xref>). Further characterization of the acellular lungs in terms of mechanical properties and stiffness will provide better insight into the role of the mechanical properties in guiding the maintenance and differentiation of epithelial cells (<xref ref-type="bibr" rid="B54">Melo et al., 2014</xref>).</p>
<p>As organoids are usually spherical in shape with multiple layers of cells, the growth factors, nutrients and oxygen poorly diffuse into the deeper layers of the organoids. From this perspective, microfluidics-based organoid-on-chip devices provide a platform for organoids to grow with a fine control of chemical and physical parameters (<xref ref-type="bibr" rid="B4">Bhatia and Ingber, 2014</xref>; <xref ref-type="bibr" rid="B23">Giulitti et al., 2016</xref>). These devices are characterized by membranes-integrated multi-micro-channels and holes from multiple dimensions filled with fluids which allow continuous perfusion of cells in culture. The membranes can separate different compartments in the device with independent channels, thus allowing the co-culture of alveolar epithelial cells and endothelial cells (<xref ref-type="bibr" rid="B33">Huh et al., 2010</xref>). In addition, a &#x201c;breathing&#x201d; microfluidics-based model has been developed by the Guenat group to mimic the mechanical stretches applied to the alveolar epithelial cells and showed successful alveolar function (<xref ref-type="bibr" rid="B75">Stucki et al., 2018</xref>) (<xref ref-type="fig" rid="F2">Figure 2C</xref>). The incorporation of such &#x201c;breathing&#x201d; lung model with scalable mechanical stimuli and adjustable architecture and the 3D lung organoids from different developmental stages has great potential for studying the role of mechanical forces in instructing lung architecture organization and epithelial differentiation.</p>
<p>In summary, the three types of scaffolds provide adhesion sites for lung organoids to grow and are capable of maintaining the survival of progenitors, as well as of leading to lineage specification with respective advantages and drawbacks (<xref ref-type="table" rid="T1">Table 1</xref>). This suggests the crucial role of physical environment in tissue organization and cellular differentiation.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Advantages and disadvantages of three types of scaffolds for organoid culture.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Scaffolds type</th>
<th align="center">Advantages</th>
<th align="center">Disadvantages</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Hydrogel</td>
<td align="center">Stiffness Tunable Degradable</td>
<td align="center">Potential cytotoxicity problematic cell adherence</td>
</tr>
<tr>
<td align="center">Decellularized Lung</td>
<td align="center">Naturally perserved microenvironment</td>
<td align="center">Time consuming Incomplete decellularization Disturbed mechanical properties due to the destruction of ECM</td>
</tr>
<tr>
<td align="center">Microfluidic Chips</td>
<td align="center">Fine control in chemical and physical Parameters Constant medium Pumping Integrated sensor to monithorthe parameters</td>
<td align="center">Poor Standerdisation External pumps and sensors required</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5">
<title>5 Biophysical stimulation methods for enhancing lung organoids functionality</title>
<p>The crucial role of mechanical forces in embryonic lung development and adult lung homeostasis have been elucidated in the previous section. Mechanical stretching generates tensional force against the limited range of motion of the material due to its elastic physical property such as stiffness. The implementation of various biophysical stimulations, such as mechanical stretching mimicking fluid or air flow and environmental stiffness, is, therefore, likely to enhance the maturation and functionality of lung organoids. Previous studies showed significant upregulation of Surfactant protein b (SPB) and c (SPC) in isolated rat embryonic AT2 cells at late developmental stages in response to mechanical cyclic stretch (<xref ref-type="bibr" rid="B67">Sanchez-Esteban et al., 2001</xref>). The Tang group also showed the role of shear stress in regulating alveolar differentiation, where tip progenitor epithelial cells exposed to mechanical stress become flattened and differentiate into AT1 cells, whereas those protected from the stress by myosin accumulation differentiate into AT2 cells (<xref ref-type="bibr" rid="B48">Li et al., 2018</xref>). In contrast, lung alveolar organoids derived from tumour-free tissue from patients undergoing lung resection surgery for lung cancer or from emphysematous tissue cultured in a chip with stretchable polydimethylsiloxane (PDMS) membrane showed no variation of mRNA levels in SPB and SPC upon stretching (<xref ref-type="bibr" rid="B83">van Riet et al., 2022</xref>). It is, therefore, possible that the alveolar cells from postnatal tissue or from adult lung disease patients&#x2019; tissue are less responsive to the mechanical stretch in terms of surfactant protein production. Of note, the conventional <italic>in vitro</italic> AT2 cell culture tends to trans-differentiate into AT1 cells over time (<xref ref-type="bibr" rid="B53">Mao et al., 2015</xref>), whereas the culture of AT2 organoids in the stretchable chip maintains the AT2 phenotype for longer time without trans-differentiating to AT1 cells (<xref ref-type="bibr" rid="B83">van Riet et al., 2022</xref>). This study suggested a potential role of mechanical stretch in alveolar type cells maintenance. Further validation of the role of mechanical stretch in enhancing embryonic alveolar maturation by growing embryonic lung tip epithelial progenitors-derived organoids on the breathing device is needed. By applying constant cyclic stretch to the organoids derived from postanal day5 mouse lungs with co-culture of fibroblast and CD326-positive cells, expression of mesenchymal genes is significantly upregulated in lung organoids. Upon lateral stretching, the population of &#x3b1;-smooth muscle actin (&#x3b1;SMA)- and platelet-derived growth factor receptor-&#x3b1; (PDGFR&#x3b1;)-positive cells increased with highly activated transforming growth factor-beta (TGF-&#x3b2;) signalling (<xref ref-type="bibr" rid="B36">Joshi et al., 2022</xref>). The PDGFR&#x3b1;-positive mesenchymal cells have been shown to provide physical support to maintain the proliferative ability of AT2 cells in adult mouse lungs. A reduced number of PDGFR&#x3b1;-positive cells resulted in depletion of proliferative AT2 population with impaired alveologenesis (<xref ref-type="bibr" rid="B18">Gao et al., 2022</xref>; <xref ref-type="bibr" rid="B65">Riccetti et al., 2022</xref>). As the only surfactant protein-associated gene detected in the lung organoids derived by Joshi and others is surfactant protein D, which is secreted by the proximal airway epithelial cells, it is believed no alveolar cells are included in their organoid system. It would be interesting to investigate further if cyclic stretch increases the population of mesenchymal cells. This may promote alveologenesis or contribute to alveolar maintenance in embryonic lung development and adult lung homeostasis. This investigation can be done using alveolar cells-integrated organoids derived from embryonic and adult lung tissue.</p>
<p>Despite the importance of mechanical stretch in embryonic lung development and postnatal lung homeostasis, the impact of environmental stiffness in proximal and distal airway epithelial differentiation and alveolar maintenance is still understudied. Various pulmonary diseases, such as COPD and IPF, are characterized by pathologic stiffening of the environmental ECM. By seeding primary rat alveolar epithelial cells in polyacrylamide gel substrates of varying stiffness, no influence of substrate stiffness in alveolar differentiation, specifically in AT2-AT1 transition was detected (<xref ref-type="bibr" rid="B35">Jones, 2011</xref>). However, 2D primary cell culture cannot faithfully recapitulate the interactions between ECM and epithelial cells <italic>in vivo</italic>. The combination of 3D lung organoids model and stiffness-tuneable 3D synthetic hydrogels (<xref ref-type="bibr" rid="B82">Urciuolo et al., 2023</xref>) may fill the gap of the impacts of environmental stiffness in epithelial specification, especially alveolar differentiation and maintenance.</p>
</sec>
<sec id="s6">
<title>6 Recapitulating disease phenotypes and pathogenesis using biophysical cues</title>
<p>Many pulmonary disorders are associated with various forms of mechanical stimuli perceived by cells in the lung. These stimuli derive from the pathogenic alteration of ECM stiffness, like in IPF and COPD, or from direct mechanical compression, like in Congenital Diaphragmatic Hernia (CDH), where the ectopic protrusion of abdominal organs hinders the developing lungs in the thoracic cavity (<xref ref-type="bibr" rid="B12">Edel et al., 2021</xref>; <xref ref-type="bibr" rid="B59">Nho et al., 2022</xref>). IPF is characterized by the failure of AT2-AT1 transitioning and bronchiolization of the distal epithelial cells, along with accumulation of fibroblast and differentiated myofibroblast in the distal ECM, which results in local stiffening of the extracellular environment. The local accumulation of fibroblasts is associated with increased migration and proliferation via the activation of multiple signalling pathways such as TGF-&#x3b2; signalling, and deposition of ECM proteins (<xref ref-type="bibr" rid="B70">Selman and Pardo, 2002</xref>; <xref ref-type="bibr" rid="B71">Selman, 2006</xref>). Schruf and others successfully established an iPSC-derived AT2 organoid that recapitulates airway epithelial-like expression signature in IPF through the treatment of 9 IPF-relevant molecules cocktails (<xref ref-type="bibr" rid="B68">Schruf et al., 2020</xref>). Strikoudis and others modelled embryonic stem cell-derived fibrotic organoids using CRISPR-Cas9 gene editing, which showed high similarities in gene expression compared to IPF patients. They documented the important role of interleukin-11 in fibrosis during IPF pathogenesis (<xref ref-type="bibr" rid="B74">Strikoudis et al., 2019</xref>). Despite the success in recapitulating the gene expression profiles observed in IPF patients by gene editing or applying biochemical signals, the role of biophysical signals in IPF pathogenesis are still underappreciated. As such, can the disease phenotype and pathogenesis be better recapitulated by integrating biophysical cues to lung organoids models? A recent study conducted by the Magin group revealed the key role of environmental stiffness in IPF pathogenesis through the crosstalk between fibroblasts and AT2 cells (<xref ref-type="bibr" rid="B5">Caracena et al., 2022</xref>). A 3D co-culture of fibroblasts and AT2 cells were embedded in PEG-based hydrogels with tuneable stiffness, that recapitulates the mechanical properties of healthy and fibrotic lungs. In stiff conditions, the upregulation of profibrotic genes is highly promoted with upregulated ECM remodelling genes that has been shown to contribute to pathogenic fibrogenesis condition in IPF. Surprisingly, AT2 cells are also stiffness-responsive and their crosstalk with fibroblasts contributes to the myofibroblast differentiation through TGF-&#x3b2; activation. The presence of AT2 cells synergistically promote fibrosis with the high-stiffness microenvironment (<xref ref-type="bibr" rid="B5">Caracena et al., 2022</xref>). By manipulating mechanical properties alone, the pathogenesis of IPF was promoted. The emergence of a transient population of epithelial cells in the 3D model was identified in IPF condition <italic>in vivo</italic>. It would be, therefore, interesting to perform RNA-sequencing on the transient population of cells to compare the transcriptional profiles with the epithelial cells in IPF tissue to evaluate the level of recapitulation of IPF pathogenesis in addition to evaluating the level of fibrogenesis. Moreover, additional biochemical signals can be integrated into the 3D model together with the biophysical cue to study the conditions of fibroblasts activation.</p>
<p>Despite the cause of CDH remain elusive, growing evidence has suggested the key role of mechanical compression exerted to the developing lungs since the pseudoglandular stage from the herniated abdominal content in causing pulmonary hypoplasia (<xref ref-type="bibr" rid="B57">Nelson et al., 2017</xref>). Mechanical compression is recapitulated in the nitrofen-exposed rat lung to create an <italic>ex vivo</italic> CDH model. The transcriptomic profile of these lungs showed downregulation of Spc and Pdpn suggesting impaired alveolar functionality (<xref ref-type="bibr" rid="B17">Fox et al., 2018</xref>). A human CDH foetus-derived iPSCs lung organoids model including mesenchymal cells and epithelial cells was also generated to study the effects of mechanical compression in CDH pathogenesis. Interestingly, comparing lung organoids generated from CDH patients and healthy embryonic lungs without mechanical compression, the expression levels of SPB, SPC, NKX2.1, SOX2, SOX9 and PDGFR&#x3b1; were significantly downregulated in CDH organoids. This suggests an inherently impairment of epithelial progenitors and alveolarization in CDH-organoids development. By applying mechanical compression <italic>ex vivo</italic> to the CDH-organoids, the expression of SOX2, SOX9, NKX2.1, PDPN and Ki67 are remarkably downregulated, which suggests further disturbed progenitor identity, alveolar function and proliferative ability (<xref ref-type="bibr" rid="B45">Kunisaki et al., 2021</xref>). Although the iPSCs-derived lung organoids model with integrated mechanical compression recapitulate multiple aspects of CDH pathogenesis, a functional evaluation of the alveolar epithelial cells is still missing. Due to the time course of iPSC generation and organoids culture, the mechanical compression is only exerted to the organoid system at one time point which may not faithfully mimic the prolonged mechanical compression to the developing lungs <italic>in vivo</italic>. Thus, a model that can provide constant mechanical compression to the lung organoid, for example, using gels with tuneable stiffness, may create a more reliable <italic>in vitro</italic> CDH model to study its pathogenesis.</p>
<p>Overall, by integrating biophysical signals, the phenotypes and pathogenesis of pulmonary diseases are better recapitulated in 3D organoid cultures.</p>
</sec>
<sec id="s7">
<title>7 Conclusion and future perspectives</title>
<p>Organoids have been shown to be a robust model to successfully recapitulate key transcriptional signatures of healthy and diseased tissue, although they often turn to be functionally immature. A better understanding of cellular mechanisms is required and could be achieved by integrating biophysical cues in culture to develop a more reliable organoids-based <italic>in vitro</italic> model.</p>
<p>Alveoli are the functional units for gas exchange which is the major function of the lungs. Alterations in their development cause malfunctions and represent the basis of many pulmonary distal diseases. It is well recognized that mesenchymal cells can sense the mechanical forces and influence epithelial cells behaviour. However, how the epithelial progenitors and alveolar epithelial cells receive and respond to the mechanical signals remain poorly studied (<xref ref-type="bibr" rid="B91">Zepp et al., 2021</xref>). Emerging studies revealed the astonishing plasticity of AT1 and AT2 cells in response to the mechanical stress from various sources. Different types of scaffolds mimicking physical properties of the <italic>in vivo</italic> environment and the integration of biophysical cues have been developed to promote the maturation of lung organoids and showed different levels of success (<xref ref-type="bibr" rid="B83">van Riet et al., 2022</xref>). This is supported by the culture of AT2 cells in decellularized lung scaffolds with co-culture of endothelial, epithelial cells and fibroblast. It was found that mechanical stretch alone is unable to affect AT1 differentiation when high levels of Wnt and FGF agonists are present. However, a Wnt- and FGF-low environment synergizes with tidal-level mechanical strain to promote AT2 differentiation to AT1s within the engineered lung tissues (<xref ref-type="bibr" rid="B47">Leiby et al., 2023</xref>). Although challenging, in the future, the combination of biophysical and biochemical cues at different stages in culturing lung organoids should be performed and may be crucial to further promote their maturity.</p>
<p>Despite different levels of organoids maturation promoted by PLG scaffolds and decellularized lung scaffolds, there is an obvious limitation in both methods due to the uncontrollable physical and biochemical parameters in culture. Microfluidic devices may overcome these disadvantages thanks to the integration of sensors that can detect the alterations of these parameters. Mechanical inputs such as through membrane stretching and shear stress exerted by air or fluid flow have also some limitations related to the local control of the stimuli. Synthetic hydrogel scaffolds possess physical properties that mimics <italic>in vivo</italic> environment. The combination of hydrogels and microfluidics may maximise their individual advantages, to further promote organoids maturation.</p>
<p>IPSCs-derived lung organoids have been favoured as the model to study embryonic development and pathogenesis due to their availability, scalability and plasticity that allows to differentiate them into the desired state. Adult cells-derived organoids, although more difficult to be established <italic>in vitro</italic>, are valuable in studying disease pathology as well. For example, primary human nasopharyngeal and bronchial organoids are derived from COPD patient, consisting of goblet, club and ciliated cells. The COPD lung organoids exhibit hallmarks of COPD pathologic conditions including hyperplasic goblet cells and lowered beating frequency ciliated cells. The SARS-CoV-2 infection are more severe in the bronchial region with greater pro-inflammation response in COPD organoids. The COPD lung organoids provided a model to study COPD pathology and the pathogen-host interaction (<xref ref-type="bibr" rid="B6">Chan et al., 2022</xref>). The pathological characteristics retained in the patients&#x2019; adult cells-derived organoids make them invaluable as the model for disease pathology study and drug screening. Dysregulation of the mechanical forces or physical properties may result in malfunctioning of alveolar cells and lead to severe pulmonary diseases. Thus, it is crucial to understand the role of mechanical forces in lung development and epithelial maintenance to create more mature <italic>in vitro</italic> lung organoids to model lung development and disease pathogenesis. Different tissue compositions surrounding the airway epithelium potentially create a differential gradient of environmental stiffness in the adult lungs. Specifically, there is a gradual loss of cartilage and smooth muscles surrounding the proximal-distal airway axis. Both cartilage and smooth muscle cells are completely missing in the alveolar region and the tissue is enriched with soft capillaries for gas exchange (<xref ref-type="bibr" rid="B2">Badri et al., 2008</xref>; <xref ref-type="bibr" rid="B60">Nikoli&#x107; et al., 2018</xref>). This suggests a potential spatio-temporal stiffness gradient change along the airway during lung development, which may also contribute to the different epithelial cell specification. The potential spatio-temporal stiffness gradient can be measured using Atomic Force Microscopy (AFM), which will give insight into how differential stiffness relates to epithelial commitments. A high environmental stiffness has been suggested to promote pathogenesis of IPF through the regulation of myofibroblast differentiation and fibroblast-AT2 cells crosstalk (<xref ref-type="bibr" rid="B5">Caracena et al., 2022</xref>). Fibroblasts and lung epithelial cells are stiffness-responsive, which confirms the importance of the fine-established environmental stiffness along the airway. Alteration of mechanical stiffness displayed by the surrounding tissues and the resulted dysregulated signalling likely affects IPF pathogenesis. In addition, the prolonged mechanical compression exerted to the lungs will result in alterations of mechanical-responsive signalling in epithelial progenitors and alveolar epithelial cells which may lead to changes in their fate decisions. Impaired alveolarization will greatly impact the postnatal lung function and is associated with high mortality. Therefore, in the next future researches should focus on the underlying molecular mechanisms of different mechanical forces in regulating epithelial commitment and maintenance during lung development and adulthood homeostasis. By manipulating the molecular pathways in the lung disease organoid model, the pathogenesis and potential therapeutic targets of the pulmonary diseases can be better investigated.</p>
<p>In conclusion, lung organoids represent a robust <italic>in vitro</italic> model to study lung development and disease pathogenesis. Mechanical forces are crucial in lung development in terms of epithelial commitment and maintenance. As such, combining biochemical and biophysical cues will possibly lead to the next level of organoids-based disease modelling.</p>
</sec>
</body>
<back>
<sec id="s8">
<title>Author contributions</title>
<p>FM: Writing&#x2013;original draft, Writing&#x2013;review and editing. ZS: Writing&#x2013;original draft, Writing&#x2013;review and editing. PD: Writing&#x2013;review and editing.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This work is supported by the Longfonds Voorhen Astma Fonds BREATH Consortium (Award 552269 to PD), a Sparks-GOSH grant (to PD and FM) and the NIHR Great Ormond Street Hospital Biomedical Research Centre. FM is supported by a NIHR Great Ormond Street Hospital BRC Catalyst Fellowship. PD is supported by National Institute for Health Research (NIHR-RP-2014-04-046).</p>
</sec>
<ack>
<p>This is a short text to acknowledge the contributions of specific colleagues, institutions, or agencies that aided the efforts of the authors.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<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>
<p>The author PDC declared that they were an editorial board member of Frontiers at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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