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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2025.1514846</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Exploring the pathogenesis and clinical implications of asthma, chronic obstructive pulmonary disease (COPD), and asthma-COPD overlap (ACO): a narrative review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Simmalee</surname> <given-names>Kantapat</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2873951/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kawamatawong</surname> <given-names>Theerasuk</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/765935/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Vitte</surname> <given-names>Joana</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/50816/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Demoly</surname> <given-names>Pascal</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Lumjiaktase</surname> <given-names>Putthapoom</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2874706/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Pathology, Faculty of Medicine Ramathibodi Hospital, Mahidol University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country></aff>
<aff id="aff2"><sup>2</sup><institution>Division of Pulmonary and Critical Care Medicine, Department of Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country></aff>
<aff id="aff3"><sup>3</sup><institution>Immunology Laboratory, University Hospital of Reims and INSERM UMR-S 1250 P3CELL, University of Reims Champagne-Ardenne</institution>, <addr-line>Reims</addr-line>, <country>France</country></aff>
<aff id="aff4"><sup>4</sup><institution>Division of Allergy, University Hospital of Montpellier and IDESP, University of Montpellier - Inserm, Inria</institution>, <addr-line>Montpellier</addr-line>, <country>France</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Ulrich Matthias Zissler, University of Applied Sciences Rosenheim, Germany</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Ramc&#x000E9;s Falf&#x000E1;n-Valencia, National Institute of Respiratory Diseases-Mexico (INER), Mexico</p>
<p>Serap Duru, Di&#x0015F;kapi Yildirim Training and Research Hospital, T&#x000FC;rkiye</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Pascal Demoly <email>pascal.demoly&#x00040;inserm.fr</email></corresp>
<corresp id="c002">Putthapoom Lumjiaktase <email>putthapoom&#x00040;gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1514846</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2025 Simmalee, Kawamatawong, Vitte, Demoly and Lumjiaktase.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Simmalee, Kawamatawong, Vitte, Demoly and Lumjiaktase</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>The complexity and diversity of the immune response in patients with asthma, chronic obstructive pulmonary disease (COPD), and asthma-COPD overlap present significant challenges for disease management. Relying on a limited number of biomarkers and clinical data is insufficient to fully reveal the immunopathogenesis of these diseases. However, <italic>in vitro</italic> technologies such as cell analysis, cytokine investigation, and nucleic acid sequencing have provided new insights into the underlying mechanisms of these diseases, leading to the discovery of several biomarkers&#x02014;including cell degranulation, cell function, secreted cytokines, and single nucleotide polymorphisms&#x02014;that have potential clinical implications. This paper reviews the immunopathogenesis in asthma, chronic obstructive pulmonary disease, and asthma-COPD overlap and examines the applications of recent <italic>in vitro</italic> models to detect candidate biomarkers that could enhance diagnostic precision, predict severity, monitor treatments, and develop new treatment strategies. A deeper understanding of the immune response in these diseases, along with the integration of <italic>in vitro</italic> models into clinical practice, could greatly improve the management of these respiratory diseases, making approaches more personalized and efficient.</p></abstract>
<kwd-group>
<kwd>asthma</kwd>
<kwd>asthma-COPD overlap</kwd>
<kwd>chronic obstructive pulmonary disease</kwd>
<kwd><italic>in vitro</italic> models</kwd>
<kwd>pathogenesis</kwd>
<kwd>biomarkers</kwd>
</kwd-group>
<contract-num rid="cn001">PHD/0002/2565</contract-num>
<contract-num rid="cn002">49515ZF</contract-num>
<contract-sponsor id="cn001">Mahidol University<named-content content-type="fundref-id">10.13039/501100004156</named-content></contract-sponsor>
<contract-sponsor id="cn002">Minist&#x000E8;re de l'Europe et des Affaires &#x000C9;trang&#x000E8;res<named-content content-type="fundref-id">https://doi.org/10.13039/501100003388</named-content></contract-sponsor>
<contract-sponsor id="cn003">Ministry of Higher Education, Science, Research and Innovation, Thailand<named-content content-type="fundref-id">https://doi.org/10.13039/501100016204</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="193"/>
<page-count count="18"/>
<word-count count="14112"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Pulmonary Medicine</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Asthma and chronic obstructive pulmonary disease (COPD) are complex diseases associated with high morbidity and mortality rates worldwide. According to the Global Initiative for Asthma (GINA) 2023 (<xref ref-type="bibr" rid="B1">1</xref>), they serve as umbrella terms for heterogeneous characteristics that overlap in some older patients, resulting in the previously identified asthma-COPD overlap (ACO) syndrome. In 2019, the prevalence of ACO ranged from 1.4% to 2.6% in the general population; among individuals with asthma and COPD, it varied from 19.5% to 33.6% and from 19.3% to 39.9%, respectively (<xref ref-type="bibr" rid="B2">2</xref>). The coexistence of these two diseases leads to a specific phenotype influenced by various individual factors, including medical conditions, immune responses, and genetic variation, which contribute to worse clinical outcomes and complicate identification and treatment compared to asthma or COPD alone (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>The majority of ACO cases often present airway obstruction and respiratory symptoms due to inflammation from excessive immune responses, which are linked to worse outcomes (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Environmental exposures to microbes, allergens, and air pollution&#x02014;including cigarette smoke, electronic cigarettes, and particulate matter with a diameter of 2.5 &#x003BC;m or smaller (PM<sub>2.5</sub>)&#x02014;induce cooperation between innate and adaptive immune responses, leading to persistent airway inflammation and remodeling by recruiting immune cells and releasing cytokines that differ in inflammatory characteristics (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>) (<xref ref-type="table" rid="T1">Table 1</xref>, <xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Role and characteristics of inflammatory players in asthma, COPD, and ACO.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left" colspan="2"><bold>Immune response</bold></th>
<th valign="top" align="center" colspan="3"><bold>Disease characteristics</bold></th>
<th valign="top" align="left"><bold>Dysfunction&#x00027;s effect on immunopathogenesis</bold></th>
<th valign="top" align="left"><bold>References</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#919498;color:#ffffff">
<td valign="top" align="left" colspan="2"></td>
<td valign="top" align="left"><bold>Asthma</bold></td>
<td valign="top" align="left"><bold>COPD</bold></td>
<td valign="top" align="left"><bold>ACO</bold></td>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="7"><bold>Innate immune cells</bold></td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Eosinophil</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Correlate with exacerbation frequency &#x02022;Airway hyperresponsive &#x02022;Increase type-2 cytokine production &#x02022;Tissue damage &#x02022;Mucus hypersecretion &#x02022;Airway remodeling</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B163">163</xref>&#x02013;<xref ref-type="bibr" rid="B166">166</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Neutrophil</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Tissue damage and remodeling &#x02022;Associate with emphysema &#x02022;Cytotoxic activity</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B164">164</xref>, <xref ref-type="bibr" rid="B165">165</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Mast cell</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Correlation with the allergy phenotype &#x02022;Increase airway hyperresponsiveness and type-2 cytokines &#x02022;Induce airway epithelial barrier disruption &#x02022;Contribute to fibrosis and airway remodeling via fibroblast crosstalk and epithelial migration</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B167">167</xref>&#x02013;<xref ref-type="bibr" rid="B171">171</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">ILC1</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Increase neutrophil activation via Th1 cytokines</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B172">172</xref>, <xref ref-type="bibr" rid="B173">173</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">ILC2</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Increase type 2 inflammation via Th2 cytokines</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B172">172</xref>, <xref ref-type="bibr" rid="B173">173</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">ILC3</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Increase neutrophil activation via Th17 cytokines</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B172">172</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Macrophage</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Tissue damage &#x02022;Fibroblast activation leading to airway remodeling &#x02022;Th1 and Th2 polarization</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B174">174</xref>)</td>
</tr> <tr>
<td valign="top" align="left">Dendritic cell</td>
<td valign="top" align="left">cDC1</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Initiate T-cell activation via MHC molecule and co-stimulating cytokines</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B175">175</xref>&#x02013;<xref ref-type="bibr" rid="B179">179</xref>)</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">cDC2</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left">moDC</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">N/A</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left">pDC</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="7"><bold>Adaptive immunity</bold></td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Th1</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Drive non-type 2 inflammation phenotype and cell recruitment via pro-inflammatory cytokines and chemokines</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B85">85</xref>, <xref ref-type="bibr" rid="B180">180</xref>, <xref ref-type="bibr" rid="B181">181</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Th2</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Drive type-2 inflammation phenotype and cell recruitment via pro-inflammatory cytokines and chemokines</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B85">85</xref>, <xref ref-type="bibr" rid="B172">172</xref>, <xref ref-type="bibr" rid="B180">180</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Th17</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Drive non-type 2 inflammation phenotype and cell recruitment via pro-inflammatory cytokines and chemokines</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B180">180</xref>&#x02013;<xref ref-type="bibr" rid="B183">183</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Treg</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Reduce immune suppressive function, leading to immune overactivation</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B180">180</xref>, <xref ref-type="bibr" rid="B182">182</xref>, <xref ref-type="bibr" rid="B183">183</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Tc</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Increase cytotoxic activity, causing tissue damage and emphysema</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B183">183</xref>&#x02013;<xref ref-type="bibr" rid="B185">185</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">B-cell</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">&#x02022;Increase IgE secretion associated with airway hyperresponsiveness &#x02022;Autoantibody production</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B185">185</xref>, <xref ref-type="bibr" rid="B186">186</xref>)</td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="7"><bold>Cytokines</bold></td>
</tr> <tr>
<td valign="top" align="left" colspan="2">IL-4</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Th2 polarization &#x02022;Airway hyper-responsiveness &#x02022;Tissue remodeling &#x02022;IgE and IgG1 switching &#x02022;Mast cell proliferation</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B163">163</xref>, <xref ref-type="bibr" rid="B187">187</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">IL-5</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Eosinophils proliferation, maturation, survival, and activation</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B187">187</xref>, <xref ref-type="bibr" rid="B188">188</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">IL-13</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Th2 polarization &#x02022;Airway hyper-responsiveness &#x02022;Tissue remodeling &#x02022;Goblet cell hyperplasia &#x02022;ASM hypertrophy and hyperplasia</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B87">87</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">IL-8 (CXCL-8)</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Neutrophil recruitment</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B163">163</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">IL-17</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Fibrocyte proliferation &#x02022;Neutrophil recruitment and activation &#x02022;ILC3 polarization</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B189">189</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">IL-6</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Neutrophil activation</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B188">188</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">TNF-&#x003B1;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Neutrophil activation &#x02022;Macrophage activation</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B163">163</xref>, <xref ref-type="bibr" rid="B189">189</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">IFN-&#x003B3;</td>
<td valign="top" align="left">&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Neutrophil activation</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B187">187</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">TGF-&#x003B2;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Airway remodeling &#x02022;Treg polarization &#x02022;M2c differentiation</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B187">187</xref>)</td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="7"><bold>Immune mediators</bold></td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Periostin</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Mucus hypersecretion &#x02022;goblet cell hyperplasia &#x02022;eosinophil recruitment &#x02022;Airway remodeling</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B87">87</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">YKL-40</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Airway remodeling &#x02022;Airway inflammation</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B166">166</xref>)</td>
</tr> <tr>
<td valign="top" align="left" colspan="2">Nitric oxide</td>
<td valign="top" align="left">&#x0002B;&#x0002B;&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x0002B;&#x0002B;</td>
<td valign="top" align="left">&#x02022;Type 2 inflammation &#x02022;Vasodilation &#x02022;Bronchodilator</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B190">190</xref>)</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>N/A, not applicable; &#x0002B; to &#x0002B;&#x0002B;&#x0002B;&#x0002B;, from suggested to the proven role compared between asthma, COPD, and ACO.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Immunopathogenesis of airway inflammation in ACO. Figure created with <ext-link ext-link-type="uri" xlink:href="http://www.BioRender.com">www.BioRender.com</ext-link>. Environmental exposures initiate ACO immunopathogenesis by increasing immune cell infiltration and cytokine secretion, which leads to airway inflammation. In the early stages, various cytokine chain reactions activate effector cells, resulting in tissue damage, bronchoconstriction, and mucus hypersecretion. The inflammatory signals at the damaged sites attract and activate fibroblasts, which move more slowly than immune cells. The prolonged period of chronic inflammation and repeated cycles of tissue injury and abnormal repair processes induce airway remodeling by increasing the extracellular matrix (ECM), airway smooth muscle (ASM) hyperplasia/hypertrophy, and goblet cell hyperplasia, ultimately causing permanent obstruction. DC, Dendritic cell; TCR, T-cell receptor; TSLP, Thymic stromal lymphopoietin; EET, Extracellular matrix; GABA, Gamma-aminobutyric acid; CGRP, Calcitonin gene-related peptide; Th1, T-helper cell type 1; Th2, T-helper cell type 2; Th17, T-helper cell type 17; Treg, regulatory T-cell; Tc, Cytotoxic T-cell; ILC1, Innate lymphoid cell type 1; ILC2, Innate lymphoid cell type 2; ILC3, Innate lymphoid cell type 3; N&#x003D5;, Neutrophil; MC, Mast cell; M1, Alveolar macrophage type 1; M2, Alveolar macrophage type 2 ECM, extracellular matrix; ASM, airway smooth muscle.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1514846-g0001.tif"/>
</fig>
<p>This article focuses on novel data regarding immunopathogenesis, laboratory examination, and biomarkers in ACO patients based on <italic>in vitro</italic> models. Although techniques such as flow cytometry, enzyme-linked immunosorbent assay (ELISA), cytology, histology, and molecular methods are well established in clinical research for understanding ACO diversity, they also shed light on their potential for future clinical applications (<xref ref-type="bibr" rid="B8">8</xref>&#x02013;<xref ref-type="bibr" rid="B10">10</xref>). A better understanding of ACO immunopathogenesis through these models aims to establish more effective stratification criteria and identify accurate biomarkers, ultimately improving diagnosis, prediction, prognosis, monitoring, and the identification of novel treatment targets.</p></sec>
<sec id="s2">
<title>The innate immune response in asthma, COPD, and ACO</title>
<sec>
<title>Airway epithelial cells (AECs)</title>
<p>AECs respond to environmental exposures by releasing alarmins, including thymic stromal lymphopoietin (TSLP), IL-25, and IL-33, which activate type 2 innate lymphoid cells (ILC2s), eosinophils, and mast cells (MCs), driving inflammation and immune cell recruitment (<xref ref-type="bibr" rid="B11">11</xref>). In asthma-chronic obstructive pulmonary disease overlap, AECs increase the secretion of other Damage-Associated Molecular Patterns (DAMPs), such as high mobility group box 1 protein (HMGB1), 70-kilodalton heat shock proteins (HSP70), cathelicidin LL-37 (LL-37), and calcium-binding protein A8 (A8), leading to the recruitment of effector cells and the initiation of inflammation (<xref ref-type="bibr" rid="B12">12</xref>). Additionally, epithelial cells and other cell types, such as basal, club, ciliated, goblet, ionocytes, endothelial, and fibroblast cells, are induced by IL-4, IL-13, and TGF-&#x003B2; to secrete periostin. The overexpression of periostin results in mucus hypersecretion, goblet cell hyperplasia, and increased matrix metalloproteinase (MMP)-9 secretion, contributing to eosinophil inflammation and permanent airway obstruction (<xref ref-type="bibr" rid="B13">13</xref>). IL-4 and IL-13 also trigger AECs to produce eotaxin, which attracts fibroblasts and eosinophils to the inflamed site (<xref ref-type="bibr" rid="B14">14</xref>). Moreover, activated AECs, neutrophils, and macrophages can secrete YKL-40, correlating with airway inflammation and remodeling (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>Cilia on AECs are vital in respiratory disease. Motile cilia play a critical role in lung homeostasis by beating the mucus layer, which traps inhaled pathogens, toxins, and particles out of the airway. Abnormalities in ciliary function, quantity, and structure impair mucus clearance, increasing susceptibility to infections and promoting chronic inflammation (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). Primary cilia act as cellular antennas, influencing the differentiation, migration, and cell fate control of AECs, airway smooth muscle (ASM) cells, and fibroblasts (<xref ref-type="bibr" rid="B18">18</xref>). Interestingly, although the quantity of primary cilia does not differ in normal epithelium, it significantly increases in COPD, specifically in the remodeling area (<xref ref-type="bibr" rid="B18">18</xref>). The increased antennas may contribute to dysregulated tissue repair, leading to abnormal differentiation and proliferation, ultimately resulting in airway thickening.</p>
<p>In the alveoli, alveolar type 1 cells (AT1) facilitate gas exchange, while alveolar type 2 cells (AT2) repair tissue damage through self-renewal, differentiation into AT1, secretion of TGF-&#x003B2;, and production of surfactant. Cigarette smoke and PM<sub>2.5</sub> have been shown to induce apoptosis in AECs and disrupt the differentiation of AT2 into AT1, leading to pulmonary emphysema in COPD murine models (<xref ref-type="bibr" rid="B19">19</xref>).</p></sec>
<sec>
<title>Dendritic cells (DCs)</title>
<p>DCs identify ligands through pattern recognition receptors (PRRs), which trigger them to co-activate na&#x000EF;ve helper T cells (Th0) via antigen presentation and cytokine secretion. The cytokines produced by DCs depend on the types of antigens and the subpopulations of DCs, creating the microenvironment around the site of inflammation (<xref ref-type="bibr" rid="B20">20</xref>). cDCs can be classified into conventional DCs type 1 (cDC1), conventional DCs type 2 (cDC2), plasmacytoid DCs (pDCs), and monocyte-derived DCs (moDCs) (<xref ref-type="bibr" rid="B21">21</xref>). cDC1s and moDCs are the primary sources of IL-12, IFN-&#x003B1;, and IFN-&#x003B2;, which activate T helper type 1 (Th1) polarization. Additionally, they cross-present antigens to CD8<sup>&#x0002B;</sup> cytotoxic T cells (Tc), leading to tissue damage in the lungs (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). In contrast, studies in asthmatic mice have shown that cDC2s and moDCs play significant roles in T helper type 2 (Th2) polarization (<xref ref-type="bibr" rid="B22">22</xref>). cDC2s also contribute to promoting T helper type 17 (Th17) polarization in lung asthmatic mouse models (<xref ref-type="bibr" rid="B23">23</xref>). pDCs produce type-I IFN, TNF-&#x003B1;, and IL-6, inducing Th1, Th17, and regulatory T cell (Treg) polarization (<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>Dysfunction of DCs contributes to the progression of asthma, COPD, and ACO. An imbalance in DC subpopulations correlates with COPD severity, as indicated by the ratio of OX40L to programmed death-ligand 1 (PD-L1) (<xref ref-type="bibr" rid="B25">25</xref>). Moreover, reduced DC activation leads to a decrease in Th2 and Th17 signaling, as demonstrated by a reduction in mucus production and cellular recruitment (<xref ref-type="bibr" rid="B26">26</xref>).</p></sec>
<sec>
<title>Alveolar macrophages (AMs)</title>
<p>AMs capture and eliminate foreign antigens while also repairing damaged tissue. Upon activation, they polarize into two subtypes: classically activated macrophages (M1) and alternatively activated macrophages (M2) (<xref ref-type="bibr" rid="B27">27</xref>). M1 is triggered by lipopolysaccharide (LPS) and cytokines such as TNF-&#x003B1;, IFN-&#x003B3;, and IL-12. This subclass can eliminate bacteria, damaged cells, and tumors, and it plays a role in Th1 activation through the secretion of IL-1&#x003B2;, IL-6, IL-12, IL-18, IL-23, TNF-&#x003B1;, inducible nitric oxide synthase (iNOS), reactive oxygen species (ROS), CXCL-1, CXCL-2, CXCL-3, CXCL-9, and CXCL-10 (<xref ref-type="bibr" rid="B27">27</xref>&#x02013;<xref ref-type="bibr" rid="B30">30</xref>). Conversely, M2 is notable for its role in tissue repair and maintaining immune homeostasis through the secretion of IL-10, TGF-&#x003B2;, and vascular endothelial growth factor (VEGF) (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). M2 can be divided into four main subgroups: M2a, M2b, M2c, and M2d. M2a polarization, influenced by IL-4 and IL-13, functions in tissue repair by secreting TGF-&#x003B2;, insulin-like growth factor, and fibronectin. M2b is induced by immune complexes, toll-like receptor (TLR) ligands, or IL-1R ligands and regulates the immune response through IL-10. M2c requires IL-10 and TGF-&#x003B2; to differentiate, producing the anti-inflammatory cytokine IL-10 and the tissue remodeling cytokine TGF-&#x003B2;. M2d, induced by IL-6, TLR ligands, and the A2 adenosine receptor (A2R), produces IL-10, TGF-&#x003B2;, monocyte colony-stimulating factor (M-CSF), and VEGF (<xref ref-type="bibr" rid="B31">31</xref>&#x02013;<xref ref-type="bibr" rid="B33">33</xref>).</p>
<p>At a steady state of lung tissue, the major population of AMs exhibits a hybrid of M1 and M2 surface markers, allowing them to polarize swiftly (<xref ref-type="bibr" rid="B34">34</xref>). However, dysregulation in M1/M2 polarization is implicated in asthma, COPD, and ACO. Studies of small airway tissue and bronchoalveolar lavage (BAL) samples from smokers and COPD populations indicate that M1 predominates in the airway wall, while M2 phenotypes and their associated cytokines are elevated in the luminal space compared to normal controls. This suggests that the overexpression of M2 switching in the lumen produces excessive tissue repair following M1-mediated tissue damage, contributing to lung fibrosis and permanent obstruction (<xref ref-type="bibr" rid="B35">35</xref>).</p></sec>
<sec>
<title>Eosinophils</title>
<p>Eosinophils respond to IL-3, IL-5, and granulocyte-macrophage colony-stimulating factor (GM-CSF), all of which are crucial for their proliferation, maturation, survival, and activation. They are also activated by TSLP and IL-33. This activation leads to inflammation, tissue injury, and airway remodeling through their adhesion, degranulation, cytokine secretion, and chemotaxis involving CCL-1, CCL-5, CCL-7, and CCL-8 (<xref ref-type="bibr" rid="B36">36</xref>&#x02013;<xref ref-type="bibr" rid="B39">39</xref>). Eosinophil granules contain proteins, including major basic protein (MBP), eosinophil cation protein (ECP), eosinophil peroxidase (EPO), and eosinophil-derived neurotoxin (EDN), which affect the immunopathogenesis of ACO through their cytotoxic functions and induce inflammation (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>). Moreover, recent reports indicate that cadherin L, derived from eosinophils, also promotes emphysema in COPD with eosinophilia (<xref ref-type="bibr" rid="B42">42</xref>).</p>
<p>Eosinophil-derived mediators, such as TGF-&#x003B2;1, cysteinyl leukotrienes, IL-4, and IL-13, drive the proliferation of ASM and fibroblasts, leading to long-term structural changes (<xref ref-type="bibr" rid="B38">38</xref>). Additionally, eosinophils interact with the neuroimmune system by forming eosinophil extracellular traps (EETs), which activate pulmonary neuroendocrine cells (PNCEs) to secrete calcitonin gene-related peptide (CGRP) and &#x003B3;-aminobutyric acid (GABA), promoting cell infiltration and cytokine release, thereby increasing inflammation and mucus production (<xref ref-type="bibr" rid="B4">4</xref>). These non-selective mechanisms of eosinophil granule toxicity cause tissue damage and hyperresponsiveness, resulting in an increased exacerbation rate of ACO (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B43">43</xref>).</p></sec>
<sec>
<title>Neutrophils</title>
<p>Neutrophils are stimulated by extracellular matrix (ECM) proteins, cytokines, and microorganisms at inflammatory sites. Optimal activation requires a two-step process involving priming and activating stimuli. Several factors, such as TNF-&#x003B1;, GM-CSF, IFN-&#x003B3;, IL-6, IL-17, CXCL-1, and CXCL-8, have been identified as priming agents that facilitate full activation alongside DAMPs and pathogen-associated molecular patterns (PAMPs) (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>). Activated neutrophils release serine proteases, including neutrophil elastase (NE), cathepsin G (CG), proteinase 3 (PR3), reactive oxygen species (ROS), myeloperoxidase (MPO), and neutrophil extracellular traps (NETs). These proteases, along with ROS formation and NETosis, degrade elastin, collagen, fibronectin, and proteoglycans, contributing to epithelial cell destruction and structural changes (<xref ref-type="bibr" rid="B46">46</xref>). Moreover, neutrophils can initiate tissue repair through heat shock signaling, controlling the movement of the matrix from healthy areas into injured tissue (<xref ref-type="bibr" rid="B47">47</xref>).</p>
<p>Recent research shows that ECM proteins influence neutrophil functions, migration, ROS production, MPO secretion, and NET formation. Type III collagen in lung tissue reduces neutrophil migration while enhancing ROS production, leading to tissue damage and prolonged neutrophil presence in the lung tissue, contributing to long-term inflammation and airway remodeling. This may relate to the increased production of type I and type III collagen in the airway during the early stages of COPD (<xref ref-type="bibr" rid="B48">48</xref>). ECM also determines the velocity and direction of neutrophil migration, guiding them to the injury site and causing them to remain in the tissue (<xref ref-type="bibr" rid="B49">49</xref>). These neutrophil functions may explain the severity of ACO patients due to increased neutrophil attraction and activation at the inflamed site.</p></sec>
<sec>
<title>Mast cells (MCs)</title>
<p>MC activation occurs due to various stimuli, including IL-3, IL-9, IL-33, IgE, and DAMPs (<xref ref-type="bibr" rid="B50">50</xref>). Once activated, they produce histamine, tryptase, chymase, leukotrienes C4, and prostaglandins D2, IL-4, IL-5, IL-13, VEGF-A, VEGF-C, and CXCL-1. These molecules are associated with inflammation and airway remodeling (<xref ref-type="bibr" rid="B50">50</xref>&#x02013;<xref ref-type="bibr" rid="B52">52</xref>). Interestingly, MC-released mediators can crosstalk with neurons, inducing them to release the neuropeptide substance P, thereby triggering MC degranulation (<xref ref-type="bibr" rid="B51">51</xref>).</p>
<p>MCs have two main subpopulations defined by their content granules of tryptase and chymase: MC<sub>T</sub> (tryptase-positive) and MC<sub>TC</sub> (both tryptase and chymase-positive). In asthma and COPD, MC<sub>TC</sub> populations are increased, affecting bronchial epithelial cells by altering their migration, velocity, proliferation, and morphology, thereby disrupting the epithelial barrier through the production of tryptase and chymase (<xref ref-type="bibr" rid="B53">53</xref>). The granules of MCs play a significant role in airway hyperresponsiveness, inflammation, and airway thickening. Histamine induces ASM contraction, while leukotrienes and prostaglandins mediate bronchoconstriction and remodeling (<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B55">55</xref>).</p></sec>
<sec>
<title>Innate lymphoid cells (ILCs)</title>
<p>ILCs are innate immune cells that differentiate into five subsets: ILC1, ILC2, ILC3, NK cells, and lymphoid tissue inducer (LTi) cells. They express cytokines similar to Th1, Th2, and Th17 but are distinguished from T cells by their lack of specific antigen receptors, especially T cell receptors (TCRs) (<xref ref-type="bibr" rid="B56">56</xref>). Although the mechanisms of ILCs in ACO are still being explored, their cytokines can induce several cells to function, such as neutrophils, eosinophils, MCs, AMs, T cells, and B cells, leading to airway inflammation and remodeling in asthma and COPD. ILC1 and NK cells share the expression of IFN-&#x003B3; and TNF-&#x003B1; via T-bet driven by IL-12 (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B57">57</xref>). The cytokines released by ILC1s, such as IFN-&#x003B3; and TNF-&#x003B1;, increase neutrophilic inflammation (<xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B59">59</xref>). NK cells contribute to tissue damage by releasing perforin and granzyme A and B, which correlates with the risk of COPD exacerbation (<xref ref-type="bibr" rid="B60">60</xref>). ILC2s release IL-4, IL-5, IL-9, and IL-13 through GATA-3 activation when exposed to TSLP, IL-25, and IL-33 (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B61">61</xref>). ILC2 and type 2 cytokines are increased in the peripheral blood of COPD patients (<xref ref-type="bibr" rid="B62">62</xref>). The increased eosinophil count correlates with ILC2 levels in asthmatic patients (<xref ref-type="bibr" rid="B63">63</xref>). Moreover, ILC2 also plays a role in epithelial barrier destruction, inducing inflammation in murine asthma lung tissue (<xref ref-type="bibr" rid="B64">64</xref>). ILC3 and LTi secrete IL-17 and IL-22 through ROR-&#x003B3;t activation when stimulated with IL-2 and IL-23, contributing to neutrophilic inflammation and recruitment (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>). A positive correlation has been observed between the ILC3 population, neutrophils, and AM1 in severe asthma (<xref ref-type="bibr" rid="B67">67</xref>).</p>
<p>These ILC subtypes are not permanent and can switch to other subtypes (<xref ref-type="bibr" rid="B68">68</xref>). Research has found that ILCs increasingly transition into the ILC1 subclass, with the elevated ILC1 population associated with smoking status and disease severity in COPD (<xref ref-type="bibr" rid="B59">59</xref>). Interestingly, ILC2s can polarize into the ILC1 subtype in response to infections or exposure to toxic agents in COPD (<xref ref-type="bibr" rid="B68">68</xref>). This explains why individuals with the same phenotype exhibit different characteristics.</p>
<p>In asthma, the elevated number of ILC2s and the overexpression of type 2 cytokines correlate with greater disease severity and progression (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B68">68</xref>&#x02013;<xref ref-type="bibr" rid="B71">71</xref>). In contrast, the levels of ILC1s and ILC3s cytokines are elevated in ACO and COPD patients (<xref ref-type="bibr" rid="B72">72</xref>). Moreover, an increased ILC3 population and neutrophil inflammation are observed in the neutrophil asthma and COPD groups (<xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B73">73</xref>). These changes are affected by the overexpression of specific cytokines, which can excessively drive ILC plasticity into subgroups under different conditions.</p></sec>
<sec>
<title>Roles of adaptive immunity in asthma, COPD, and ACO</title>
<sec>
<title>T-cells</title>
<p>Helper T-cells (Th) can polarize into subsets such as Th1, Th2, Th17, and Treg. Th1 cells, activated by IL-12 through STAT-4, express IFN-&#x003B3;, TNF-&#x003B1;, and IL-2, inducing neutrophil inflammation (<xref ref-type="bibr" rid="B74">74</xref>). Th2 cells express IL-4, IL-5, IL-9, and IL-13 through the activation of GATA-3 upon exposure to IL-4. Th2 cytokines play an important role in disease pathophysiology by regulating eosinophil proliferation, maturation, survival, and activation through IL-5. IL-4 and IL-13 induce airway hyper-responsiveness (AHR), attracting eosinophils and neutrophils, resulting in bronchial contraction, increased bronchial ECM, and the secretion of TGF-&#x003B2;1 from fibrocytes (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B76">76</xref>). Th17 differentiation, driven by IL-6, IL-21, IL-23, and TGF-&#x003B2;, results in the secretion of IL-17A, IL-21, and IL-22 through STAT-3 activation. This process induces fibrocytes to release TNF-&#x003B1;, CXCL-1, and CXCL-8, contributing to neutrophil inflammation (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B77">77</xref>). Treg cells, activated by IL-2, IL-10, and TGF-&#x003B2;, prevent excessive tissue damage by releasing important cytokines, such as IL-10, IL-35, and TGF-&#x003B2;, to inhibit T-cell polarization and promote Treg differentiation (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). Reduced IL-10 levels are found in patients with poor lung function (<xref ref-type="bibr" rid="B79">79</xref>). Tc cells produce IFN-&#x003B3;, TNF-&#x003B1;, perforin, and granzyme B after receiving antigens on MHC class I and co-stimulation with IL-12, IL-15, and IL-18, inducing epithelial cell apoptosis and contributing to emphysema (<xref ref-type="bibr" rid="B80">80</xref>).</p>
<p>In respiratory diseases, T-cell imbalance affects the pathogenesis of asthma and COPD (<xref ref-type="bibr" rid="B81">81</xref>&#x02013;<xref ref-type="bibr" rid="B85">85</xref>). COPD patients exhibit elevated Th1 and IFN-&#x003B3; levels, which are associated with decreased lung function (<xref ref-type="bibr" rid="B85">85</xref>). Another study involving asthma patients shows that a high level of Th17 correlates with COPD and asthma severity by promoting neutrophil infiltration, thus contributing to airway remodeling (<xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B86">86</xref>). Moreover, COPD patients with high Th1 and low Th17 experience increased severity and frequency of exacerbations compared to those with high levels. These patients have inadequate Th1 and Th17 responses to combat infections (<xref ref-type="bibr" rid="B82">82</xref>). This may explain why some patients with a Th1 phenotype have frequent exacerbations due to infections. In addition, asthmatic patients demonstrate an imbalance with an elevated Th2/Th1 ratio, highlighting the Th2 role in eosinophil inflammation and airway remodeling (<xref ref-type="bibr" rid="B84">84</xref>, <xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B88">88</xref>).</p>
<p>Moreover, the absence of regulatory mechanisms for Treg maintains inflammation in the long run. COPD patients with rapid declines in lung function exhibit low levels of Treg (<xref ref-type="bibr" rid="B89">89</xref>). The decrease in the function of Treg leads to dysregulation in the immune response, highlighting the need for future studies on Treg function and personalized approaches for asthma, COPD, and ACO (<xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B90">90</xref>).</p></sec>
<sec>
<title>B-cells</title>
<p>B cells produce antibodies against antigens, activated via surface antigen receptors and signals from Th cells and CD40. Once activated, B cells proliferate and retain high-affinity B-cell receptors as memory B cells residing in tissue. In lung tissue, resident B cells are stimulated by local antigens and release immunoglobulins such as IgE, which are sensitized on mast cells for degranulation (<xref ref-type="bibr" rid="B91">91</xref>). Moreover, B cells may contribute to airway inflammation through IgA secretion after receiving signals from epithelial cells, including IL-6, B-cell activating factor (BAFF), and a proliferation-inducing ligand (APRIL) (<xref ref-type="bibr" rid="B92">92</xref>, <xref ref-type="bibr" rid="B93">93</xref>). An increase in IgA<sup>&#x0002B;</sup> memory B cells correlates with decreased lung function in severe asthma (<xref ref-type="bibr" rid="B94">94</xref>). Despite their role in disease progression, recent data highlight their regulatory function in inflammation and airway remodeling processes, suggesting potential therapeutic uses in managing diseases (<xref ref-type="bibr" rid="B95">95</xref>, <xref ref-type="bibr" rid="B96">96</xref>).</p></sec></sec></sec>
<sec id="s3">
<title>Novel tools for assessing immunopathogenesis in asthma, COPD, and ACO</title>
<p>Current guidelines from GINA and the Global Initiative for Chronic Obstructive Lung Disease (GOLD) primarily rely on clinical data for managing asthma, COPD, and ACO, including spirometry and a few biomarkers such as blood and sputum eosinophils, IgE, and the fractional exhaled nitric oxide test (FeNO). These limited details prove insufficient for effective disease management and highlight the immune diversity present in asthma, COPD, and ACO (<xref ref-type="bibr" rid="B97">97</xref>). Recent <italic>in vitro</italic> tools provide comprehensive information that enhances disease management through a better understanding of immunopathophysiology, enabling clinicians to implement more precise and personalized treatment strategies based on potential biomarkers for diagnosis, monitoring, prognosis, and treatment.</p>
<sec>
<title>Epithelial function study</title>
<sec>
<title>Air&#x02013;liquid interface (ALI) cell culture</title>
<p>The ALI model mimics the lung environment <italic>in vitro</italic>, enabling cells to differentiate and form a functional epithelial layer. This model allows researchers to directly investigate the effects of drugs and substances on epithelial cells without dilution from culture media. Moreover, the ALI model provides insights into the hydration status of the mucus layer under confocal microscopy (<xref ref-type="bibr" rid="B98">98</xref>).</p></sec>
<sec>
<title>High-speed digital video microscopy</title>
<p>High-speed digital video microscopy analyzes the functions of motile cilia by recording video and playing it back in slow motion to detect abnormalities in cilia beating. This technique allows us to quantify cilia beat frequency (CBF) and evaluate the abnormality of the cilia beat pattern as a percentage of dyskinetic cilia, referred to as the dyskinetic index (DI). Additionally, the population of immotile cilia is measured and reported as a percentage, known as the immotile index (<xref ref-type="bibr" rid="B16">16</xref>).</p></sec>
<sec>
<title>Transmitted electron microscopy (TEM)</title>
<p>TEM can investigate abnormalities in the structure of cilia and epithelial cells, including defects in ciliary axonemes such as microtubule and dynein arm defects. It can assess disruptions in epithelial integrity by evaluating cellular extrusion and cytoplasmic blebbing and visualize damage to the mitochondria, which serve as the energy source for cilia to function normally (<xref ref-type="bibr" rid="B16">16</xref>).</p></sec></sec>
<sec>
<title>Enzyme-linked immunosorbent assay (ELISA)</title>
<p>ELISA is a technique used to monitor inflammation in respiratory diseases by quantifying substances such as proteins and cytokines. For example, sputum periostin indicates fixed airflow obstruction and correlates with elevated levels of sputum IL-13 and eosinophils (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B99">99</xref>). ELISA can also detect soluble cytokine receptors, such as sIL-2R levels, which are linked to disease severity in the COPD group (<xref ref-type="bibr" rid="B100">100</xref>). This method also measures the levels of EETs and NETs (<xref ref-type="bibr" rid="B4">4</xref>). Additionally, the ELISA method can detect specific IgE (sIgE), which is essential for allergy evaluation (<xref ref-type="bibr" rid="B101">101</xref>).</p></sec>
<sec>
<title>Flow cytometry</title>
<p>Flow cytometry is a technology used to analyze and classify cells based on their expressions, such as DNA/RNA content, CD markers, transcription factors, cytokines, and cell receptors. This provides more information about cell state, cell subtype, cell function, and cytokine production (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Flow cytometry effectively quantifies the total number of specific cell types by highlighting their distinguishing features (<xref ref-type="bibr" rid="B34">34</xref>) (<xref ref-type="fig" rid="F2">Figures 2A</xref>, <xref ref-type="fig" rid="F2">B</xref>). It also reveals the percentages of surface receptors present on immune cells (<xref ref-type="fig" rid="F2">Figures 2C</xref>, <xref ref-type="fig" rid="F2">D</xref>). Markers such as IL-4R, IL-5R, CXCR1, and IL-17R are essential in severe obstructive lung disease, serving as targets for biological therapy that can potentially influence patients&#x00027; dose response (<xref ref-type="bibr" rid="B102">102</xref>).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Flow cytometry data demonstrating clinical utility in asthma, COPD, and ACO. <bold>(A)</bold> Identification of eosinophil and neutrophil populations based on surface protein expression. <bold>(B)</bold> Classification of T-cell subsets based on both surface and intracellular protein expression. <bold>(C)</bold> Analysis of eosinophil receptor expression; higher fluorescent intensity indicates the percentage of positive cells <bold>(D)</bold>. In the analysis of neutrophil receptor expression, increased fluorescence intensity signifies a higher percentage of receptor-positive cells. <bold>(E)</bold> Cytokine analysis using bead-based assays; beads A and B are distinguished by size. Each detector bead has a unique fluorescence intensity (Bead-APC), and cytokine concentrations are quantified based on the fluorescence intensity of the secondary antibody. Eos, Eosinophils; Neu, Neutrophils.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1514846-g0002.tif"/>
</fig>
<p>Furthermore, flow cytometry detects biomarkers using multiplex bead-based indirect immunofluorescence assays, determining biomarker levels based on fluorescent intensity on cytokine-specific beads (<xref ref-type="fig" rid="F2">Figure 2E</xref>) (<xref ref-type="bibr" rid="B103">103</xref>). It also tracks cell proliferation, such as in the lymphocyte transformation test (LTT), which uses carboxyfluorescein diacetate succinimidyl ester (CFSE) dye to monitor lymphocyte generation. Flow cytometry also provides cell function analysis, such as the MCs activation test (MAT), which can improve the diagnosis of IgE-mediated allergic phenotypes and analyze EETs and NETs formation in specific cell populations (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B104">104</xref>).</p></sec>
<sec>
<title>Immune cell function tests</title>
<sec>
<title>Adhesion assay</title>
<p>An adhesion assay evaluates how effectively stimulated cells, such as eosinophils and neutrophils, attach to the airway structure using their surface receptors. The results are reported as the percentage of adherent cells detected through their cell functions or total cell viability from all added cells. The increase in eosinophil and neutrophil adhesion correlates with higher eosinophil and neutrophil counts and infiltration into inflamed lung structures in obstructive lung diseases, which leads to airway remodeling in persistent inflammation (<xref ref-type="bibr" rid="B38">38</xref>).</p></sec>
<sec>
<title>Degranulation assay</title>
<p>Currently, several methods for investigating degranulation activity are available, such as flow cytometry and ELISA. Flow cytometry techniques detect molecule production during degranulation, noting surface markers (e.g., CD63, CD107a, and CD203c) and intracellular changes (e.g., histamine and calcium concentration) (<xref ref-type="bibr" rid="B105">105</xref>). Additionally, the ELISA method can be used to directly detect degranulation-specific proteins, such as ECP, MPO, and tryptase (<xref ref-type="bibr" rid="B105">105</xref>, <xref ref-type="bibr" rid="B106">106</xref>).</p></sec>
<sec>
<title>Chemotaxis assay</title>
<p>A chemotaxis assay analyzes cell direction, migration, and velocity in response to a chemoattractant. The dysfunction of cell migration leads to severe chronic inflammation and increases airway remodeling in obstructive lung disease (<xref ref-type="bibr" rid="B107">107</xref>). An outstanding feature in recent years is microfluidic-based migration assays, which can simulate the 3D microenvironments of human lung tissue. Unlike the 2D system that only enables cell adhesion and migration on surfaces, the 3D design mimics lung tissue conditions by allowing cells to interact with an ECM-like matrix. Cell migration is recorded through live-cell videos and images to measure migration percentage, total distance, direction, speed, and velocity (<xref ref-type="bibr" rid="B49">49</xref>).</p></sec></sec>
<sec>
<title>Molecular analysis</title>
<p>Molecular technologies, such as nucleic acid sequencing and real-time polymerase chain reaction (RT-PCR), shed light on how single nucleotide polymorphisms (SNPs) play a role in immune system dysregulation in various diseases. SNPs are variations in a single nucleotide within human DNA that can lead to differences in individual phenotypes. Numerous studies have demonstrated the significance of SNPs in assessing disease risk and severity, as well as in informing treatments for asthma, COPD, and ACO, which are critical for future clinical practice (<xref ref-type="bibr" rid="B108">108</xref>). For example, gene variations associated with the IL-4/IL-13 pathway are linked to asthma susceptibility. Chinese patients with four SNPs, including <italic>IL4</italic> (rs2243250C&#x0003E;T), <italic>IL13</italic> (rs1800925C&#x0003E;T), <italic>IL4R</italic> (rs1805010G&#x0003E;A), and <italic>STAT6</italic> (rs3224011T&#x0003E;C), show an association with a high-risk genotype for asthma vulnerability by elevating the expression levels of <italic>IL4, IL13</italic>, and <italic>STAT6</italic> (<xref ref-type="bibr" rid="B108">108</xref>). Variations in <italic>TNF</italic> (rs1800629G&#x0003E;A) are associated with an increased risk of COPD in Asian populations (<xref ref-type="bibr" rid="B109">109</xref>). The haplotype of <italic>VEGFA</italic> (rs833068G&#x0003E;A, rs833070T&#x0003E;C, rs3024994C&#x0003E;T, rs3024997G&#x0003E;A, and rs3025000C&#x0003E;T), designated as GCCAT, significantly increases COPD risk in the Mongolian population, with an odds ratio (OR) of 3.409 (<xref ref-type="bibr" rid="B110">110</xref>). Furthermore, research on type-2 phenotype asthma and COPD among the Japanese population indicates that <italic>IL4R</italic> (rs8832A &#x0003E; G), associated with IL-4R&#x003B1; levels and frequent exacerbations, may predict the effectiveness of IL-4R&#x003B1; antagonist drugs (<xref ref-type="bibr" rid="B111">111</xref>).</p></sec></sec>
<sec id="s4">
<title>Clinical implications of asthma, COPD, and ACO immunopathogenesis findings</title>
<p>To date, the clinical information obtained from routine medical practice remains insufficient for effectively managing and improving the clinical outcomes of asthma, COPD, and ACO patients. However, the majority of clinical treatment recommendations and practice guidelines depend on the phenotypes rather than the endotypes of asthma, COPD, and ACO (<xref ref-type="bibr" rid="B99">99</xref>).</p>
<p>Laboratory investigations, including biomarkers that represent the immunopathogenesis of asthma, COPD, and ACO, are sophisticated tools used to reveal the underlying individual characteristics in clinical practice. These phenotypic approaches and biomarkers, such as eosinophil count, sIgE, and FeNO, are widely integrated into routine clinical practice (<xref ref-type="bibr" rid="B112">112</xref>). The purpose of these biomarkers is to diagnose and classify obstructive airway diseases, such as type-2 inflammatory patterns that include allergic and eosinophilic phenotypes among type-2 high asthmatic patients (<xref ref-type="bibr" rid="B113">113</xref>). Moreover, they help predict the outcomes or prognosis of the diseases. Elevated levels of type-2 biomarkers, despite standard care in severe asthma, are associated with poor clinical outcomes (<xref ref-type="bibr" rid="B114">114</xref>). More importantly, biomarkers are also utilized to monitor the magnitude of underlying systemic and local disease activity (<xref ref-type="bibr" rid="B115">115</xref>). Ultimately, their clinical applicability lies in predicting treatment response with disease-specific treatment modalities (<xref ref-type="bibr" rid="B116">116</xref>, <xref ref-type="bibr" rid="B117">117</xref>). The immune response is a critical determinant influencing disease outcomes. Given the current insights into immunopathogenesis, there is a growing recognition of the vital role that <italic>in vitro</italic> models play in enhancing clinical practice. Therefore, <italic>in vitro</italic> tools are emerging to fill the gap in our understanding of these complexities and clarify clinical management by identifying and targeting individual characteristics (<xref ref-type="bibr" rid="B118">118</xref>) (<xref ref-type="table" rid="T2">Table 2</xref>, <xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Utility of example biomarkers in asthma, COPD, and ACO.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Clinical application</bold></th>
<th valign="top" align="left" colspan="2"><bold>Biomarkers/Targets</bold></th>
<th valign="top" align="left"><bold>Phenotypes</bold></th>
<th valign="top" align="left"><bold>Role/potential use</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Diagnosis</td>
<td valign="top" align="left" colspan="2">IL-8 (CXCL-8)</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Show diagnostic performance in the ACO group with the area under the curve (AUC) of 0.68 (<xref ref-type="bibr" rid="B164">164</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">NAGL</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Identifies ACO from asthma with an AUC of 0.75 (<xref ref-type="bibr" rid="B166">166</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>TNF</italic></td>
<td valign="top" align="left">rs1800629G&#x0003E;A</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Higher risk genotype for COPD susceptibility in Asian populations. The A allele is associated with a 2.45-fold increased risk of COPD compared to the G allele in a meta-analysis (<xref ref-type="bibr" rid="B109">109</xref>, <xref ref-type="bibr" rid="B191">191</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Periostin</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Surrogate marker for type-2 high phenotypes (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B99">99</xref>). Show diagnostic performance in asthma with an AUC of 0.87 (<xref ref-type="bibr" rid="B192">192</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>IL13</italic></td>
<td valign="top" align="left">rs1800925C&#x0003E;T</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Higher risk genotype for asthma susceptibility from higher expression levels of <italic>IL4, IL13</italic>, and <italic>STAT6</italic> (<xref ref-type="bibr" rid="B108">108</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>IL4R</italic></td>
<td valign="top" align="left">rs1805010G&#x0003E;A</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>IL4</italic></td>
<td valign="top" align="left">rs2243250C&#x0003E;T</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>STAT6</italic></td>
<td valign="top" align="left">rs3224011T&#x0003E;C</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">YKL-40</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Identifies ACO from COPD with an AUC of 0.71 (<xref ref-type="bibr" rid="B166">166</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>VEGFA</italic></td>
<td valign="top" align="left">rs833068G&#x0003E;A</td>
<td valign="top" align="left">Type 2/Non-type 2</td>
<td valign="top" align="left">The haplotype of GCCAT significantly increases COPD risk with an odds ratio (OR) of 3.409 in the Mongolian population (<xref ref-type="bibr" rid="B110">110</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>VEGFA</italic></td>
<td valign="top" align="left">rs833070T&#x0003E;C</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>VEGFA</italic></td>
<td valign="top" align="left">rs3024994C&#x0003E;T</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>VEGFA</italic></td>
<td valign="top" align="left">rs3024997G&#x0003E;A</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>VEGFA</italic></td>
<td valign="top" align="left">rs3025000C&#x0003E;T</td>
<td/>
<td/>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">VEGF-A</td>
<td valign="top" align="left">Type 2/Non-type 2</td>
<td valign="top" align="left">Show diagnostic performance in the ACO group with an AUC of 0.65 (<xref ref-type="bibr" rid="B164">164</xref>).</td>
</tr> <tr>
<td valign="top" align="left">Prognosis</td>
<td valign="top" align="left" colspan="2">ILC1 and ILC3</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Prognosis severity linked to cigarette smoke (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B67">67</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">TGF-&#x003B2;:IL-35</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Prognosis marker for fibrosis development (<xref ref-type="bibr" rid="B78">78</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left"><italic>IL4R</italic></td>
<td valign="top" align="left">rs8832A&#x0003E;G</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Correlated with frequent exacerbations (<xref ref-type="bibr" rid="B111">111</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Eosinophil adhesion</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Marker for exacerbation and airway remodeling (<xref ref-type="bibr" rid="B38">38</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Periostin</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Marker for airway remodeling prediction (<xref ref-type="bibr" rid="B15">15</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">IL-10</td>
<td valign="top" align="left">Type 2/Non-type 2</td>
<td valign="top" align="left">Potential predictor for severity of obstructive lung disease (<xref ref-type="bibr" rid="B79">79</xref>).</td>
</tr> <tr>
<td valign="top" align="left">Monitoring</td>
<td valign="top" align="left" colspan="2">NET</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Potential biomarker for monitoring ICS treatment in obstructive lung disease. Patients who have regular ICS show lower levels than those who do not have regular ICS (<xref ref-type="bibr" rid="B5">5</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Periostin</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Useful for monitoring anti-IL-13 and anti-IgE treatments (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B99">99</xref>).</td>
</tr> <tr>
<td valign="top" align="left">Therapeutic</td>
<td valign="top" align="left"><italic>IL4R</italic></td>
<td valign="top" align="left">rs8832A&#x0003E;G</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Predict the efficiency of IL-4R&#x003B1; antagonist drugs (<xref ref-type="bibr" rid="B111">111</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">HSF</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Target for decreasing ECM excess from matrix transfer during lung tissue injury (<xref ref-type="bibr" rid="B47">47</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">IL-35</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Reduces fibrosis expression by preventing TGF-&#x003B2; binding and Th17 differentiation (<xref ref-type="bibr" rid="B78">78</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Neutrophil integrins</td>
<td valign="top" align="left">Non-type 2</td>
<td valign="top" align="left">Novel therapy for non-type-2 inflammation phenotype (<xref ref-type="bibr" rid="B49">49</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Periostin</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Target for reducing mucus secretion and eosinophilic inflammation (<xref ref-type="bibr" rid="B15">15</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Siglec-8</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Target marker for enhancing apoptosis of eosinophil via ADCC activity and inhibiting mast cell functions (<xref ref-type="bibr" rid="B193">193</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Eosinophil adhesion</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Target for reducing survivability and pro-proliferative effects on the lung structure (<xref ref-type="bibr" rid="B38">38</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">IL-3</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Alternative target for controlling eosinophil activation in anti-IL5 non-responders (<xref ref-type="bibr" rid="B39">39</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">IL-33</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Target for decreasing eosinophil functions and allergic processes (<xref ref-type="bibr" rid="B37">37</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">Mast cells</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Mast-cell-depleting monoclonal antibodies decrease disease exacerbation (<xref ref-type="bibr" rid="B51">51</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">PD-1</td>
<td valign="top" align="left">Type 2</td>
<td valign="top" align="left">Target for decreasing ILC2 activation and functions (<xref ref-type="bibr" rid="B61">61</xref>).</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left" colspan="2">IL-9</td>
<td valign="top" align="left">Type 2/Non-type 2</td>
<td valign="top" align="left">Target for decreasing in Th2 and Th17 cytokine expression, eosinophil infiltration, goblet cell hyperplasia, and the proliferation of ILC2, Th2, Th17, and mast cells (<xref ref-type="bibr" rid="B76">76</xref>).</td>
</tr></tbody>
</table>
</table-wrap>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p><italic>In vitro</italic> models bridging immunopathogenesis insights to clinical practice. Figure created with <ext-link ext-link-type="uri" xlink:href="http://www.BioRender.com">www.BioRender.com</ext-link>. <italic>In vitro</italic> models translate complex immune pathophysiology into clinical practice for asthma, COPD, and ACO. These models improve diagnostic accuracy, endotype identification, therapeutic target discovery, treatment-response prediction, intensive monitoring, and precise prognostic outcomes.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1514846-g0003.tif"/>
</fig>
<p>For asthma, eosinophils and type-2 inflammatory cytokines play a vital role in disease pathogenesis. Persistently high type-2 biomarkers are associated with worse asthma outcomes and predict the response to treatment with type-2 biologics such as omalizumab, mepolizumab, benralizumab, and dupilumab (<xref ref-type="bibr" rid="B119">119</xref>&#x02013;<xref ref-type="bibr" rid="B121">121</xref>). Conventional systemic biomarkers, including blood eosinophilia, serum periostin, and serum sIgE, have been proven to be predictive markers for the response to omalizumab in landmark studies (<xref ref-type="bibr" rid="B122">122</xref>&#x02013;<xref ref-type="bibr" rid="B124">124</xref>). The level of blood eosinophilia has been shown to respond to IL-5 receptor antagonists, such as benralizumab, in a dose-dependent fashion. A significant reduction in asthma exacerbations was noted with increased blood eosinophilia (<xref ref-type="bibr" rid="B125">125</xref>, <xref ref-type="bibr" rid="B126">126</xref>).</p>
<p>Exhaled biomarkers such as FeNO are becoming increasingly promising as markers for investigating the upregulation of the IL-4/IL-13 pathway in airway epithelial cells (<xref ref-type="bibr" rid="B115">115</xref>, <xref ref-type="bibr" rid="B127">127</xref>). An increase in FeNO, along with higher blood eosinophilia, serves predictive roles in response to IL-4 receptor antagonists or dupilumab for reducing exacerbations (<xref ref-type="bibr" rid="B128">128</xref>&#x02013;<xref ref-type="bibr" rid="B130">130</xref>). These findings emphasize the predictive significance of biomarkers related to the immunopathogenesis of the type-2 asthma phenotype.</p>
<p>In contrast to type-2 high asthma, characterized by eosinophilic and allergic inflammation, type-2 low asthma includes not only neutrophilic asthma but also mixed granulocytic and pauci-granulocytic asthma (<xref ref-type="bibr" rid="B131">131</xref>, <xref ref-type="bibr" rid="B132">132</xref>). Currently, there is no consensus or clear definition of type-2 low asthma in clinical practice (<xref ref-type="bibr" rid="B133">133</xref>). As a result, no neutrophilic biomarkers are available for clinical use (<xref ref-type="bibr" rid="B134">134</xref>). Clinical trials have shown that neutrophilic-targeted biologic agents for severe asthma, such as anti-IL-17 and anti-TNF-&#x003B1; antagonists, are ineffective (<xref ref-type="bibr" rid="B135">135</xref>, <xref ref-type="bibr" rid="B136">136</xref>). Despite specific antagonists targeting various asthma phenotypes based on inflammatory profiles, an unmet need persists (<xref ref-type="bibr" rid="B131">131</xref>). To date, the anti-TSLP monoclonal antibody tezepelumab has shown clinical efficacy in both type-2 high and type-2 low asthma by modulating the upstream cytokine pathways involved in asthma pathogenesis (<xref ref-type="bibr" rid="B137">137</xref>&#x02013;<xref ref-type="bibr" rid="B140">140</xref>). However, critical factors for clinical application include cost-effectiveness, availability, accessibility of these treatments, and patient selection (<xref ref-type="bibr" rid="B141">141</xref>, <xref ref-type="bibr" rid="B142">142</xref>).</p>
<p>COPD is characterized by corticosteroid insensitivity (<xref ref-type="bibr" rid="B143">143</xref>). Both neutrophilic and eosinophilic inflammation underlies the disease pathogenesis (<xref ref-type="bibr" rid="B144">144</xref>). The increased blood eosinophilia in COPD is associated with a higher frequency of exacerbations. Therefore, COPD patients with eosinophilia and frequent exacerbations, despite maximizing bronchodilator therapy, are indicators for ICS-containing regimens according to treatment recommendations (<xref ref-type="bibr" rid="B145">145</xref>). Nevertheless, the predictive roles of blood eosinophilia for ICS in patients with COPD are widely accepted (<xref ref-type="bibr" rid="B146">146</xref>, <xref ref-type="bibr" rid="B147">147</xref>). The role of type-2 inflammation, particularly in COPD, concerning elevated blood eosinophilia has been debated. Recent clinical trials have demonstrated clinical benefits in treating type-2 inflammation with biologics, including IL-4/IL-13, IL-5, and IL-5R modulation. Despite these findings, the clinical trial results for mepolizumab and benralizumab have shown inconsistent outcomes regarding the reduction of exacerbations in COPD patients with blood eosinophilia; however, dupilumab can reduce exacerbations and improve lung function (<xref ref-type="bibr" rid="B148">148</xref>&#x02013;<xref ref-type="bibr" rid="B150">150</xref>). Additionally, anti-inflammatory treatments for COPD, including low-dose azithromycin, have been shown to reduce COPD exacerbations (<xref ref-type="bibr" rid="B151">151</xref>, <xref ref-type="bibr" rid="B152">152</xref>). However, the precise immunomodulating mechanisms underlying these effects have not been fully elucidated.</p>
<p>Finally, ACO, the distinct clinical entities of pure asthma and COPD have been proposed for two decades (<xref ref-type="bibr" rid="B153">153</xref>). The immunopathogenesis of coexisting asthma and COPD has not been fully clarified (<xref ref-type="bibr" rid="B154">154</xref>). Since the definitive diagnosis of ACO depends on the presence of both clinical features of asthma and COPD in patients with airway diseases, it remains non-standardized. Consequently, clinical biomarkers for ACO have been insufficient (<xref ref-type="bibr" rid="B155">155</xref>&#x02013;<xref ref-type="bibr" rid="B158">158</xref>). More importantly, the primary treatment consists of ICS-containing regimens, which rely on managing asthma and COPD with eosinophilic inflammation as a cornerstone. To date, there is no specific targeted treatment for ACO, and there is a lack of promising biomarkers to predict clinical responsiveness to ACO treatments (<xref ref-type="bibr" rid="B159">159</xref>, <xref ref-type="bibr" rid="B160">160</xref>).</p>
<p>The novel molecular and cellular biomarkers that are promising for determining the nature of the disease represent unmet needs and are urgently required for clinical application. The majority of biomarkers used in clinical practice depend on ease of use and convenience in clinical contexts. However, the mechanistic correlation with the pathogenesis of diseases, the correlation with disease severity, and the predictive capability regarding clinical outcomes are lacking (<xref ref-type="bibr" rid="B112">112</xref>). More importantly, the majority of clinical trials for targeted therapies for asthma and COPD rely on conventional biomarkers, such as blood eosinophils, serum total IgE, and FeNO (<xref ref-type="bibr" rid="B161">161</xref>). Therefore, the off-target approach significantly impacts the clinical efficacy and effectiveness of these treatments. The lack of molecular and target specificity for immunopathogenesis mechanism underlying biologic agents, which modulate both type-2 high and type-2 low phenotypes, remains an unmet clinical need (<xref ref-type="bibr" rid="B154">154</xref>).</p>
<p>The present article review focuses on the immunopathogenesis of asthma, COPD, and ACO, emphasizing the role of circulating cytokine assays, cytokine receptor expression on the surface of inflammatory cells, and functional responses in laboratories. Determining whether these factors become targets of type-2 and non-type-2 biological treatment requires further clinical studies. Both the modulation of circulating cytokines and cytokine receptor expression can be measured and applied in future preclinical and clinical studies. Their roles in assessing the efficacy and effectiveness of these targeted treatments for asthma, COPD, and ACO show promise as novel biomarkers (<xref ref-type="bibr" rid="B154">154</xref>, <xref ref-type="bibr" rid="B162">162</xref>).</p>
<p>Despite the use of conventional biomarkers in the clinical field to investigate their roles in airway diseases, they do not encompass all patient characteristics (<xref ref-type="bibr" rid="B162">162</xref>) (<xref ref-type="fig" rid="F4">Figure 4</xref>). Developing ideal and novel biomarkers is pivotal to improving the outcomes of airway disease management in the future. The goal of these biomarkers is to comprehensively capture individual traits, particularly concerning the immunopathogenesis of obstructive diseases (<xref ref-type="bibr" rid="B154">154</xref>). Furthermore, these novel biomarkers may serve as surrogates to guide the development of more treatable targets.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>The role of novel tools in future clinical practice. Figure created with <ext-link ext-link-type="uri" xlink:href="http://www.BioRender.com">www.BioRender.com</ext-link>. Only conventional tools, such as FeNO, blood and sputum eosinophil counts, spirometry, and IgE detection, are insufficient to provide a comprehensive understanding of the patient&#x00027;s actual profile. Therefore, combining novel and conventional tools provides more detailed patient profiles, enabling clinicians to enhance diagnostic accuracy, select the most effective treatments, monitor patient status closely, and predict adverse outcomes or treatment responses. TEM, transmitted electron microscopy; real-time PCR, real-time polymerase chain reaction.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-12-1514846-g0004.tif"/>
</fig>
<p>Consequently, the integration of biomarkers into the real-world management of airway diseases, including ACO, informs approaches to patient care and ultimately enhances clinical outcomes. Novel biomarkers should be easily accessible, cost-effective, and minimally invasive, offering more detailed information about an individual&#x00027;s traits for accurate diagnosis, forecasting treatment outcomes, adjusting doses, prognosticating further outcomes, and tailoring personalized treatment (<xref ref-type="bibr" rid="B154">154</xref>, <xref ref-type="bibr" rid="B162">162</xref>) (<xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>).</p></sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>In conclusion, using <italic>in vitro</italic> tools highlights that understanding the underlying immunopathogenesis of disease can improve management, paving the way for personalized patient care based on immune characteristics. Further research is essential to better understand the complexity of ACO and identify potential markers for its management in clinical practice.</p></sec>
</body>
<back>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>KS: Writing &#x02013; original draft. TK: Writing &#x02013; original draft. JV: Writing &#x02013; review &#x00026; editing. PD: Writing &#x02013; review &#x00026; editing. PL: Writing &#x02013; review &#x00026; editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was financially supported by the &#x0201C;PHC SIAM&#x0201D; program (Project number: 49515ZF), implemented by the French Ministry for Europe and Foreign Affairs, the French Ministry of Higher Education and Research and the Thai Ministry of Higher Education, Science, Research and Innovation. Additionally, this work was partially supported by the &#x0201C;Scholarships for Ph.D. Students&#x0201D; (Project number: PHD/0002/2565) from Mahidol University, Thailand. The article processing charge was funded by the Research Administration Unit, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Thailand.</p>
</sec>
<ack><p>We greatly thank all the staff of the Clinical Immunology Laboratory, Department of Pathology, Ramathibodi Hospital, Mahidol University, Thailand; Inserm UMR-S 1250 unit; the University Hospital of Reims (CHU de Reims); and the University of Reims Champagne-Ardenne, France, for providing valuable laboratory data and knowledge.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>KS declares having received research funds from Mahidol University for Ph.D. students (Scholarship for Ph.D. students). JV reports receiving speaker and consultancy fees from AstraZeneca, HpVac, L&#x00027;Or&#x000E9;al, Novartis, and Thermo Fisher Scientific over the past 5 years, in addition to reimbursement for travel expenses related to an international meeting outside the submitted work. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s8">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p></sec><sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;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>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr"><p>A2R, A2 adenosine receptor; ACO, asthma-COPD overlap; AECs, airway epithelial cells; AHR, airway hyperresponsiveness; ALI, air&#x02013;liquid interface; AMs, alveolar macrophages; APRIL, a proliferation-inducing ligand; ASM, airway smooth muscle; AT1, alveolar type 1 cells; AT2, alveolar type 2 cells; BAFF, B-cell activating factor; BAL, bronchoalveolar lavage; CBF, ciliary beat frequency; cDC1, conventional dendritic cells type 1; cDC2, conventional dendritic cells type 2; CG, cathepsin G; CGRP, calcitonin gene-related peptide; COPD, chronic obstructive pulmonary disease; CFSE, carboxyfluorescein diacetate succinimidyl ester; CXCL, C-X-C motif; DAMPs, damage-associated molecular patterns; DCs, dendritic cells; DI, dyskinetic index; ECM, extracellular matrix; ECP, eosinophil cation protein; EDN, eosinophil-derived neurotoxin; EETs, eosinophil extracellular traps; ELISA, enzyme-linked immunosorbent assay; EPO, eosinophil peroxidase; FeNO, fractional exhaled nitric oxide; GABA, &#x003B3;-aminobutyric acid; GATA-3, GATA-binding protein 3; GINA, global initiative for asthma; GM-CSF, granulocyte-macrophage colony-stimulating factor; GOLD, global initiative for chronic obstructive lung disease; HMGB1, high mobility group box 1 protein; HSP70, 70-kilodalton heat shock proteins; ICS, inhaled corticosteroid; IFN-&#x003B1;, interferon &#x003B1;; IL, interleukin; ILC1, type 1 innate lymphoid cell; ILC2, type 2 innate lymphoid cell; ILC3, type 3 innate lymphoid cell; iNOS, inducible nitric oxide synthase; LL-37, cathelicidin LL-37; LPS, lipopolysaccharide; LTi, lymphoid tissue inducer; LTT, lymphocyte transformation test; M-CSF, monocyte colony-stimulating factor; M1 macrophages, classically activated macrophages; M2 macrophages, alternatively activated macrophages; MAT, mast cell activation test; MBP, major basic protein; MCs, mast cells; MC<sub>T</sub>, mast cells tryptase-positive; MC<sub>TC</sub>, mast cells tryptase- and chymase-positive; MMP-9, matrix metalloprotease 9; moDCs, monocyte-derived dendritic cells; MPO, myeloperoxidase; NE, neutrophil elastase; NETs, neutrophil extracellular traps; NK cells, natural killer cells; OX40L, tumor necrosis factor ligand superfamily member 4; PAMPs, pathogen-associated molecular patterns; PD-L1, programmed death-ligand 1; pDCs, plasmacytoid dendritic cells; PM<sub>2.5</sub>, particulate matter particles with a diameter of 2.5 &#x003BC;m or smaller; PNCEs, pulmonary neuroendocrine cells; PR3, proteinase 3; PRRs, pattern recognition receptors; ROR-&#x003B3;t, retinoic-acid&#x02013;receptor-related orphan nuclear receptor gamma t; ROS, reactive oxygen species; RT-PCR, real-time polymerase chain reaction; S100A8, S100 calcium-binding protein A8; sIgE, specific IgE; SNPs, single nucleotide polymorphisms; STAT-3, signal transducer and activator of transcription 3; STAT-4, signal transducer and activator of transcription 4; STAT-6, signal transducer and activator of transcription 6; Tc, cytotoxic T-cells; TCRs, T cell receptors; TEM, transmission electron microscopy; TGF-&#x003B2;, transforming growth factor beta &#x003B2;; Th, helper T-cells; Th0, na&#x000EF;ve helper T cell; Th1, T helper type 1; Th17, T helper type 17; Th2, T helper type 2; TLRs, toll-like receptors; Tregs, regulatory T cells; TSLP, thymic stromal lymphopoietin; VEGF, vascular endothelial growth factor; YKL-40, chitinase-3-like protein 1.</p></fn></fn-group>
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