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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Explor Asthma Allergy</journal-id>
<journal-id journal-id-type="publisher-id">EAA</journal-id>
<journal-title-group>
<journal-title>Exploration of Asthma &amp; Allergy</journal-title>
</journal-title-group>
<issn pub-type="epub">2837-5076</issn>
<publisher>
<publisher-name>Open Exploration Publishing</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.37349/eaa.2024.00031</article-id>
<article-id pub-id-type="manuscript">100931</article-id>
<article-categories>
<subj-group>
<subject>Original Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Small airway disease assessed by parameters of small airway dysfunction in patients with asthma, asthma-chronic obstructive pulmonary disease-overlap, and chronic obstructive pulmonary disease</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-1542-2420</contrib-id>
<name>
<surname>Kraemer</surname>
<given-names>Richard</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing—original draft</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="cor1">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Matthys</surname>
<given-names>Heinrich</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="editor">
<name>
<surname>Ohta</surname>
<given-names>Ken</given-names>
</name>
<role>Academic Editor</role>
<aff>Japan Anti-Tuberculosis Association Fukujuji Hospital, NHO Tokyo National Hospital, Japan</aff>
</contrib>
</contrib-group>
<aff id="I1">
<sup>1</sup>Centre of Pulmonary Medicine, Hirslanden Hospital Group, Salem-Hospital, CH-3013 Bern, Switzerland</aff>
<aff id="I2">
<sup>2</sup>School of Biomedical and Precision Engineering (SBPE), University of Bern, CH-3008 Bern, Switzerland</aff>
<aff id="I3">
<sup>3</sup>Department of Pneumology, University Hospital of Freiburg, D-79106 Freiburg, Germany</aff>
<author-notes>
<corresp id="cor1">
<bold>
<sup>*</sup>Correspondence:</bold> Richard Kraemer, Centre of Pulmonary Medicine, Hirslanden Hospital Group, Salem-Hospital, Schänzlistrasse 39, CH-3013 Bern, Switzerland. <email>richard.kraemer@hirslanden.ch</email></corresp>
</author-notes>
<pub-date pub-type="ppub">
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>02</day>
<month>04</month>
<year>2024</year>
</pub-date>
<volume>2</volume>
<issue>2</issue>
<fpage>85</fpage>
<lpage>96</lpage>
<history>
<date date-type="received">
<day>12</day>
<month>09</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>01</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>© The Author(s) 2024.</copyright-statement>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This is an Open Access article licensed under a Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Aim:</title>
<p>There is an increasing interest in defining the role of small airway disease (SAD) in asthma, chronic obstructive pulmonary disease (COPD), and asthma with coexisting COPD. Based on the specific pathophysiologic components of small airway dysfunction (SAdf) of these diseases, single lung function parameters characterize only fractional aspects of SAdf and that the phenotypic diagnosis of SAD, and therefore, the functional assessment must be based on more than one parameter, reflecting airway dysfunction, pulmonary hyperinflation (PHI), energy costs, trapped gases, and/or gas transfer disturbances.</p>
</sec>
<sec>
<title>Methods:</title>
<p>The present study was undertaken to define the interactive contribution of several spirometric and plethysmographic parameters such as forced expiratory flow between 25% and 75% of vital capacity (FEF<sub>25–75</sub>), effective specific airway resistance (sR<sub>eff</sub>), plethysmographic functional residual capacity (FRC; FRC<sub>pleth</sub>), the parameter defining PHI, the aerodynamic resistive work of breathing at rest (sWOB), the volume of trapped gas at FRC (V<sub>TG</sub><sup>FRC</sup>), and the carbon monoxide diffusion capacity (DLCO) as the parameter of the gas transfer.</p>
</sec>
<sec>
<title>Results:</title>
<p>The study clearly demonstrates that the diagnosis of SAD cannot be based on one single lung function parameter, especially not on the spirometric FEF<sub>25–75</sub> only. Interestingly, sWOB has a high discriminatory power to define SAD in these diseases.</p>
</sec>
<sec>
<title>Conclusions:</title>
<p>Within a future framework including functional and treatable traits, it is mandatory to define SAdf parameters diagnosing unambiguously SAD, for a successful concept of precision medicine.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Asthma</kwd>
<kwd>chronic obstructive pulmonary disease</kwd>
<kwd>asthma-COPD overlap</kwd>
<kwd>small airway disease</kwd>
<kwd>small airway dysfunction</kwd>
<kwd>pulmonary hyperinflation</kwd>
<kwd>aerodynamic resistive work of breathing at rest</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p id="p-1">Small airways are usually deﬁned as having an internal diameter smaller than 2 mm [<xref ref-type="bibr" rid="B1">1</xref>] and are generally understood to include the small airway conducting zone involving the terminal bronchus, bronchioles, alveolar ducts, and alveolar sacs. Compared with the large airway, the cross-sectional surface area and airway volume of the small airway are far greater, yet the small airway contributes only 10% of the total airway resistance [<xref ref-type="bibr" rid="B2">2</xref>]. Consequently, the small airways are sometimes referred to as the “silent zone” and, therefore, the severity of the disease can be underestimated if only single conventional pulmonary function tests are used for the diagnosis of small airway disease (SAD). However, so far, no unanimously accepted method and/or algorithm is available for the detection of small airway abnormalities. Nevertheless, SAD contributes significantly to the phenotype of asthma, and there is evidence that the magnitude of small airway abnormalities correlates with the severity of the disease [<xref ref-type="bibr" rid="B3">3</xref>–<xref ref-type="bibr" rid="B6">6</xref>]. It has been shown to correlate with symptoms [<xref ref-type="bibr" rid="B7">7</xref>], and with the Asthma Control Test score even in patients with mild disease [<xref ref-type="bibr" rid="B8">8</xref>]. Furthermore, it has been observed that increased small airway resistance correlates with worsening health status, dyspnea [<xref ref-type="bibr" rid="B9">9</xref>], and asthma exacerbations [<xref ref-type="bibr" rid="B10">10</xref>].</p>
<p id="p-2">SAD is not only observed in asthma but also plays an important role in the pathogenesis of chronic obstructive pulmonary disease (COPD) or both; asthma and COPD, referred to as asthma-COPD overlap (ACO) [<xref ref-type="bibr" rid="B11">11</xref>–<xref ref-type="bibr" rid="B17">17</xref>]. COPD is a common, complex, and heterogeneous disease, characterized by a few different dysfunctions due to an increased inflammatory response of the lungs [<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>]. Complexity has been assumed to refer to multiple components and their interactions, while heterogeneity arises from the fact that not all components, especially functional ones, are present in all patients simultaneously [<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>] throughout life [<xref ref-type="bibr" rid="B22">22</xref>].</p>
<p id="p-3">Physiologically, these diseases are characterized by a combination of numerous interactive functional deficits such as airway obstruction, small airway dysfunction (SAdf), pulmonary hyperinflation (PHI), air trapping, and gas exchange disturbances [<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B23">23</xref>–<xref ref-type="bibr" rid="B25">25</xref>]. It is presumed that SAD can build up over time in peripheral zones of the lungs [<xref ref-type="bibr" rid="B26">26</xref>]. The characteristics of small airway obstruction include premature airway closure and airway trapping, leading to PHI. Most phenotypes of COPD are slowly progressive in most patients [<xref ref-type="bibr" rid="B27">27</xref>] and forced expiratory volume in 1 s (FEV<sub>1</sub>) and the ratio between FEV<sub>1</sub> and the forced vital capacity (FVC; FEV<sub>1</sub>/FVC) lack the diagnostic sensitivity to identify early lung deterioration [<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>]. Therefore, identifying patients with early lung damage at risk of developing COPD would enable focused efforts to prevent disease progression [<xref ref-type="bibr" rid="B30">30</xref>].</p>
<p id="p-4">There is, however, a principal question of how SAdf, and hence SAD can accurately be defined by functional parameters. The role of SAdf has been explored already years ago in several studies [<xref ref-type="bibr" rid="B31">31</xref>–<xref ref-type="bibr" rid="B33">33</xref>], and today there is an increasing interest in evaluating different SAdfs as potential predictors of new functional and therapeutical traits within a concept of precision medicine [<xref ref-type="bibr" rid="B34">34</xref>–<xref ref-type="bibr" rid="B44">44</xref>]. From the physiological point of view, the two contents of SAdf <italic>versus</italic> SAD must be differentiated. It is anticipated that SAdf refers only to a single functional property of a parameter, while SAD indicates that conditionally several functional components of airway destruction prove a specific pathophysiological phenotype of a clinically distinct disease.</p>
<p id="p-5">There are several functional parameters that are thought to be surrogates of SAdf. Using spirometry, (<italic>i</italic>) the forced expiratory flow between 25% and 75% of vital capacity (FEF<sub>25–75</sub>) is the spirometric variable most commonly cited as an indicator of small airway obstruction and thought to be more accurate in detecting SAdf than FEV<sub>1</sub> [<xref ref-type="bibr" rid="B45">45</xref>–<xref ref-type="bibr" rid="B47">47</xref>]. Regarding plethysmographic parameters, (<italic>ii</italic>) parameters of airway dynamics [<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>], especially the effective specific airway resistance (sR<sub>eff</sub>) and its inverse measuring the specific airway conductance (sG<sub>eff</sub>) were closely associated with symptoms of dyspnea [<xref ref-type="bibr" rid="B50">50</xref>]. Noteworthy in that context, plethysmographic parameters, such as the sR<sub>eff</sub> and notably also the aerodynamic resistive work of breathing at rest (sWOB), both obtained from the resistive airway resistance loop (sR<sub>aw</sub>-loop) by the integral method [<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B51">51</xref>], feature SAdf, but have not yet reached enough attention in the literature concerning their potential. Other focusses are (<italic>iii</italic>) PHI assessed by increased plethysmographic functional residual capacity (FRC; FRC<sub>pleth</sub>), or the ratio between residual volume (RV) and total lung capacity (TLC; RV/TLC) [<xref ref-type="bibr" rid="B47">47</xref>], (<italic>iv</italic>) expiratory air trapping given by the volume of trapped gas at FRC (V<sub>TG</sub><sup>FRC</sup>) [<xref ref-type="bibr" rid="B47">47</xref>], and/or (<italic>v</italic>) gas exchange disturbances evaluated by carbon monoxide diffusion capacity (DLCO) transfer measurements [<xref ref-type="bibr" rid="B52">52</xref>].</p>
<p id="p-6">In the present study, we evaluated the role of several spirometric and plethysmographic parameters defining SAD within three diagnostic groups (asthma, ACO, and COPD) to elaborate potential discriminating functional and/or treatable traits in an optimized concept of precision medicine.</p>
</sec>
<sec id="s2">
<title>Materials and methods</title>
<sec id="t2-1">
<title>Study design</title>
<p id="p-7">In the present study, we refer to retrospectively evaluated data obtained from four Swiss centers (University Children’s Hospital, Bern, Switzerland; Center of Pulmonary Diseases, Hirslanden Hospital Group, Salem-Hospital, Bern, Switzerland; Clinic of Pneumology, Cantonal Hospital St. Gallen, St. Gallen, Switzerland; Center of Pulmonology, Hirslanden Hospital Group, Clinic Hirslanden, Zürich, Switzerland). The patients have been referred to the centers for extended pulmonary function testing and optimizing therapy. Data were exported from the database systems of each clinic and subdivided into 3 diagnostic classes: (<italic>i</italic>) bronchial asthma; (<italic>ii</italic>) COPD, including a group of patients with (<italic>iii</italic>) ACO. The anamnestic, clinical features, and the diagnosis for each patient were made by well-trained pulmonologists based on history-taking, chest radiographs, high-resolution computed tomography (CT) scans, spirometry, whole-body plethysmography, and measurement of the fraction of exhaled nitric oxide (FeNO); additional detail regarding how the clinical diagnoses have been established was previously given [<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B53">53</xref>].</p>
</sec>
<sec id="t2-2">
<title>Study collective</title>
<p id="p-8">From a previous database [<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>], measurements data of 688 patients (198 with asthma, 89 males, 109 females; 152 with ACO, 83 males, 69 females; and 338 with COPD, 186 males, 152 females) were selected for a discriminating analysis of SAdf and SAD.</p>
</sec>
<sec id="t2-3">
<title>Pulmonary function procedures</title>
<p id="p-9">In all four centers, the same type of constant-volume whole-body plethysmographs (MasterScreen Body, Jaeger Würzburg, Germany) were used by standard techniques according to the American Thoracic Society (ATS)-European Respiratory Society (ERS) criteria [<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B54">54</xref>–<xref ref-type="bibr" rid="B56">56</xref>] and revised Swiss guidelines [<xref ref-type="bibr" rid="B57">57</xref>], and the exported data were obtained from the same system software (JLAB version 5.2 and SentrySuite version 1.29, respectively). Inclusion criteria were reproducible baseline measurements with (<italic>i</italic>) at least 5 shift volume-tidal volume loops of comparable shapes; (<italic>ii</italic>) especially closed at zero flow points; and (<italic>iii</italic>) closed inspiratory part in the shift volume-tidal flow loops. All parameters were assessed in absolute values, as a percentage of predicted normal values, and <italic>z</italic>-scores according to normative equations recently used [<xref ref-type="bibr" rid="B58">58</xref>, <xref ref-type="bibr" rid="B59">59</xref>].</p>
</sec>
<sec id="t2-4">
<title>Database, parameter modeling, and statistical approach</title>
<p id="p-10">The database on which the present study was completed was a merge sort from previously used databases [<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B60">60</xref>] with the condition that the following parameters must be available: FEF<sub>25–75</sub>, sWOB, sR<sub>eff</sub>, FRC<sub>pleth</sub>, FRC obtained by helium dilution (FRC<sub>He</sub>) V<sub>TG</sub><sup>FRC</sup> at FRC (computed as FRC<sub>pleth</sub>-FRC<sub>He</sub>), and DLCO, all expressed as <italic>z</italic>-scores. For the following parameters, SAdf was calculated if the <italic>z</italic>-scores were &lt; –1.645 for SAdf-FEF<sub>25–75</sub> and SAdf-DLCO, or &gt; 1.645 for SAdf-sR<sub>eff</sub>, SAdf-sWOB, SAdf-FRC<sub>pleth</sub>, and SAdf-V<sub>TG</sub><sup>FRC</sup>. The diagnosis of SAD was established only if 3 functional parameters were out of the upper limit of normal (ULN) or lower limit of normal (LLN). All analyses were done using the IBM Statistical Package for Social Science (SPSS) software (version 29.0; SPSS Inc., Chicago, IL, USA), and the R statistical software (version 4.1.2; R Statistics, Vienna, Austria), together with the extension packages MASS, FactoMineR, caret, rpart, and ade4.</p>
</sec>
</sec>
<sec id="s3">
<title>Results</title>
<p id="p-11">Demographics of the patients within the 3 diagnostic groups are given in <xref ref-type="table" rid="t1">Table 1</xref>. Gender, age, and body mass index (BMI) distributions were similar in the 3 diagnostic groups. The highest baseline <italic>z</italic>-scores are found for sR<sub>eff</sub> (10.9 ± 6.9), followed by sWOB (9.5 ± 7.3); lowest for FEF<sub>25–75</sub> (–1.5 ± 0.9), followed by DLCO (–1.6 ± 1.3). Multi-comparisons between the diagnostic groups revealed (with exception of FEV<sub>1</sub> % predicted) significant <italic>z</italic>-score mean differences between asthma and ACO, highest for sWOB (3.2), followed by sR<sub>eff</sub> (3.0); lowest for FEF<sub>25–75</sub> (0.4). Such <italic>z</italic>-score mean differences were significantly higher between asthma and COPD (sR<sub>eff</sub>: 7.8; sWOB: 7.6).</p>
<table-wrap id="t1">
<label>Table 1</label>
<caption>
<p>Demographics of the patients within the 3 diagnostic groups</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Parameters</bold>
</th>
<th>
<bold>Asthma</bold>
</th>
<th>
<bold>ACO</bold>
</th>
<th>
<bold>COPD</bold>
</th>
<th>
<bold>All</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Measurements (% total)</td>
<td>198 (28.8)</td>
<td>152 (22.1)</td>
<td>338 (49.1)</td>
<td>688 (100)</td>
</tr>
<tr>
<td>Gender (male/female, <italic>n</italic>)</td>
<td>89/109</td>
<td>83/69</td>
<td>186/152</td>
<td>358/330</td>
</tr>
<tr>
<td>Age (mean, years)</td>
<td>50.9 ± 18.1</td>
<td>63.1 ± 13.4</td>
<td>67.9 ± 8.6</td>
<td>61.9 ± 14.9</td>
</tr>
<tr>
<td>BMI (mean, kg/m<sup>2</sup>)</td>
<td>27.1 ± 5.6</td>
<td>27.0 ± 5.4</td>
<td>26.6 ± 6.7</td>
<td>26.8 ± 6.1</td>
</tr>
<tr>
<td colspan="5">Spirometry</td>
</tr>
<tr>
<td>      FEV<sub>1</sub> <italic>z</italic>-score ± SD</td>
<td>–1.3 ± 1.3</td>
<td>–2.1 ± 1.5</td>
<td>–3.3 ± 1.4</td>
<td>–2.5 ± 1.6</td>
</tr>
<tr>
<td>      FEV<sub>1</sub> % predicted ± SD</td>
<td>92.3 ± 12.50</td>
<td>85.6 ± 18.65</td>
<td>54.9 ± 16.10</td>
<td>79.2 ± 22.45</td>
</tr>
<tr>
<td>      FEF<sub>25–75</sub> <italic>z</italic>-score ± SD</td>
<td>–1.1 ± 1.2</td>
<td>–1.4 ± 1.0</td>
<td>–1.9 ± 0.7</td>
<td>–1.5 ± 0.9</td>
</tr>
<tr>
<td colspan="5">End-expiratory level</td>
</tr>
<tr>
<td>      FRC<sub>pleth</sub> <italic>z</italic>-score ± SD</td>
<td>0.65 ± 1.29</td>
<td>1.73 ± 1.60</td>
<td>2.56 ± 2.06</td>
<td>1.83 ± 1.95</td>
</tr>
<tr>
<td colspan="5">Airway dynamics</td>
</tr>
<tr>
<td>      sR<sub>eff</sub> <italic>z</italic>-score ± SD</td>
<td>6.43 ± 5.17</td>
<td>9.38 ± 5.54</td>
<td>14.23 ± 6.52</td>
<td>10.91 ± 6.86</td>
</tr>
<tr>
<td>      sWOB <italic>z</italic>-score ± SD</td>
<td>4.98 ± 5.69</td>
<td>8.23 ± 6.09</td>
<td>12.61 ± 7.06</td>
<td>9.45 ± 7.27</td>
</tr>
<tr>
<td colspan="5">Gas exchange</td>
</tr>
<tr>
<td>      DLCO <italic>z</italic>-score ± SD</td>
<td>–0.6 ± 0.9</td>
<td>–1.5 ± 1.1</td>
<td>–2.25 ± 1.2</td>
<td>–1.6 ± 1.3</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SD: standard deviation</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p id="p-12">The assessment of SAD, based on SAdf of the different lung function parameters is given in <xref ref-type="table" rid="t2">Table 2</xref>. The three-parameter-criterion for the diagnosis of SAD was reached for all measurements in 72.5% of all measurements (row <italic>a</italic>: asthma 10.9%; ACO 74.3%; COPD 90.2%). Noteworthy is that the observation for asthma, in 35.4% (row <italic>b</italic>), one single parameter (mainly sR<sub>eff</sub>) presented with SAdf, however not proving SAD in asthma, and in 20.2% (row <italic>c</italic>), even 2 single parameters (mainly sR<sub>eff</sub> and V<sub>TG</sub><sup>FRC</sup>) presented with SAdf, however not proving SAD in asthma. In both subgroups, FEF<sub>25–75</sub> was in the normal range.</p>
<table-wrap id="t2">
<label>Table 2</label>
<caption>
<p>Assessment of SAD, based on SAdf by the different lung function parameters</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th colspan="2">
<bold>Parameters</bold>
</th>
<th>
<bold>Asthma (<italic>n</italic> = 198)</bold>
</th>
<th>
<bold>ACO (<italic>n</italic> = 152)</bold>
</th>
<th>
<bold>COPD (<italic>n</italic> = 338)</bold>
</th>
<th>
<bold>All (<italic>n</italic> = 688)</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>SAD [<italic>n</italic> (%)]</td>
<td rowspan="2">
<italic>a</italic>
</td>
<td>81 (40.9)</td>
<td>113 (74.3)</td>
<td>305 (90.2)</td>
<td>499 (72.5)</td>
</tr>
<tr>
<td>No SAD [<italic>n</italic> (%)]</td>
<td>7 (3.5)</td>
<td>1 (0.7)</td>
<td>0 (0)</td>
<td>8 (1.2)</td>
</tr>
<tr>
<td>One SAdf-parameter [no SAD; <italic>n</italic> (%)]</td>
<td>
<italic>b</italic>
</td>
<td>70 (35.4)</td>
<td>8 (5.3)</td>
<td>2 (0.6)</td>
<td>80 (11.6)</td>
</tr>
<tr>
<td>Two SAdf-parameters [no SAD; <italic>n</italic> (%)]</td>
<td>
<italic>c</italic>
</td>
<td>40 (20.2)</td>
<td>30 (19.7)</td>
<td>31 (9.2)</td>
<td>101 (14.7)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p id="p-13">Sensitivity and specificity were best for V<sub>TG</sub><sup>FRC</sup> (row <italic>d</italic>: 93.8%, 52.4%, respectively) and lowest for FEF<sub>25–75</sub> (row <italic>d</italic>: 28.0%, 3.8%, respectively) (<xref ref-type="table" rid="t3">Table 3</xref>). It follows that also the accuracy, i.e., the closeness to the diagnosis of SAD within all measurements was best for V<sub>TG</sub><sup>FRC</sup> (row <italic>e</italic>: asthma: 70.7%; ACO: 82.2%; COPD: 89.9%) followed by sWOB (row <italic>e</italic>: asthma: 59.1%; ACO: 71.7%; COPD: 91.4%) and sR<sub>eff</sub> (row <italic>e</italic>: asthma: 59.6%; ACO: 74.3%; COPD: 92.6%) (<xref ref-type="table" rid="t3">Table 3</xref>). Finally, we have been interested in evaluating by which combination of parameters SAD can be predicted within the 3 diagnostic classes. For asthma in 50 of 81 (row <italic>g</italic>: 61.7%), measurements by 4 parameters, for ACO in 39 of 113 (row <italic>g</italic>: 34.5%), measurements by also 4 parameters, and for COPD in 137 of 305 (row <italic>i</italic>: 44.9%), measurements by 6 parameters are needed for the diagnosis SAD (<xref ref-type="table" rid="t4">Table 4</xref>).</p>
<table-wrap id="t3">
<label>Table 3</label>
<caption>
<p>Sensitivity, specificity, and accuracy of lung function parameters within the 3 diagnostic groups</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th colspan="2">
<bold>Parameters</bold>
</th>
<th>
<bold>Reliability</bold>
</th>
<th>
<bold>Asthma (<italic>n</italic> = 198)</bold>
</th>
<th>
<bold>ACO (<italic>n</italic> = 152)</bold>
</th>
<th>
<bold>COPD (<italic>n</italic> = 338)</bold>
</th>
<th>
<bold>All (<italic>n</italic> = 688)</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td rowspan="3">V<sub>TG</sub><sup>FRC</sup></td>
<td rowspan="2">
<italic>d</italic>
</td>
<td>Sensitivity (%)</td>
<td>77.1</td>
<td>93.8</td>
<td>98.4</td>
<td>93.8</td>
</tr>
<tr>
<td>Specificity (%)</td>
<td>66.1</td>
<td>48.7</td>
<td>6.5</td>
<td>52.4</td>
</tr>
<tr>
<td>
<italic>e</italic>
</td>
<td>Accuracy (%)</td>
<td>70.7</td>
<td>82.2</td>
<td>89.9</td>
<td>82.7</td>
</tr>
<tr>
<td rowspan="3">sWOB</td>
<td rowspan="2">
<italic>d</italic>
</td>
<td>Sensitivity (%)</td>
<td>84.3</td>
<td>88.5</td>
<td>96.4</td>
<td>92.6</td>
</tr>
<tr>
<td>Specificity (%)</td>
<td>40.9</td>
<td>23.1</td>
<td>41.9</td>
<td>37.3</td>
</tr>
<tr>
<td>
<italic>e</italic>
</td>
<td>Accuracy (%)</td>
<td>59.1</td>
<td>71.7</td>
<td>91.4</td>
<td>80.5</td>
</tr>
<tr>
<td rowspan="3">sR<sub>eff</sub></td>
<td rowspan="2">
<italic>d</italic>
</td>
<td>Sensitivity (%)</td>
<td>100</td>
<td>94.7</td>
<td>98.7</td>
<td>98.0</td>
</tr>
<tr>
<td>Specificity (%)</td>
<td>30.4</td>
<td>15.4</td>
<td>32.3</td>
<td>27.6</td>
</tr>
<tr>
<td>
<italic>e</italic>
</td>
<td>Accuracy (%)</td>
<td>59.6</td>
<td>74.3</td>
<td>92.6</td>
<td>79.1</td>
</tr>
<tr>
<td rowspan="3">FRC<sub>pleth</sub></td>
<td rowspan="2">
<italic>d</italic>
</td>
<td>Sensitivity (%)</td>
<td>50.6</td>
<td>68.1</td>
<td>69.1</td>
<td>65.8</td>
</tr>
<tr>
<td>Specificity (%)</td>
<td>95.7</td>
<td>100</td>
<td>96.8</td>
<td>96.8</td>
</tr>
<tr>
<td>
<italic>e</italic>
</td>
<td>Accuracy (%)</td>
<td>76.8</td>
<td>74.3</td>
<td>71.6</td>
<td>74.1</td>
</tr>
<tr>
<td rowspan="3">DLCO</td>
<td rowspan="2">
<italic>d</italic>
</td>
<td>Sensitivity (%)</td>
<td>84.3</td>
<td>49.6</td>
<td>26.4</td>
<td>41.2</td>
</tr>
<tr>
<td>Specificity (%)</td>
<td>10.4</td>
<td>30.8</td>
<td>12.9</td>
<td>15.1</td>
</tr>
<tr>
<td>
<italic>e</italic>
</td>
<td>Accuracy (%)</td>
<td>41.4</td>
<td>44.7</td>
<td>25.1</td>
<td>34.2</td>
</tr>
<tr>
<td rowspan="3">FEF<sub>25–75</sub></td>
<td rowspan="2">
<italic>d</italic>
</td>
<td>Sensitivity (%)</td>
<td>33.7</td>
<td>30.1</td>
<td>25.7</td>
<td>28.0</td>
</tr>
<tr>
<td>Specificity (%)</td>
<td>1.7</td>
<td>0</td>
<td>16.1</td>
<td>3.8</td>
</tr>
<tr>
<td>
<italic>e</italic>
</td>
<td>Accuracy (%)</td>
<td>15.2</td>
<td>22.4</td>
<td>24.9</td>
<td>21.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="t4">
<label>Table 4</label>
<caption>
<p>Assessment of SAD by combining 3 or more parameters within the 3 diagnostic groups (based on at least 3 SAdf &gt; 1.645 SDS)</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th colspan="2">
<bold>Number of parameters [<italic>n</italic> (%)]</bold>
</th>
<th>
<bold>Asthma [<italic>n</italic> = 81 (16.2%)]</bold>
</th>
<th>
<bold>ACO [<italic>n</italic> = 113 (22.6%)]</bold>
</th>
<th>
<bold>COPD [<italic>n</italic> = 305 (61.1%)]</bold>
</th>
<th>
<bold>All SAD [<italic>n</italic> = 499 (100%)]</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>      3</td>
<td>      <italic>f</italic></td>
<td>12 (14.8)</td>
<td>14 (12.4)</td>
<td>10 (3.3)</td>
<td>36 (7.2)</td>
</tr>
<tr>
<td>      4</td>
<td>      <italic>g</italic></td>
<td>50 (61.7)</td>
<td>39 (34.5)</td>
<td>80 (26.2)</td>
<td>169 (33.9)</td>
</tr>
<tr>
<td>      5</td>
<td>      <italic>h</italic></td>
<td>17 (21.0)</td>
<td>31 (27.4)</td>
<td>78 (25.6)</td>
<td>126 (25.3)</td>
</tr>
<tr>
<td>      6</td>
<td>      <italic>i</italic></td>
<td>2 (2.5)</td>
<td>29 (25.7)</td>
<td>137 (44.9)</td>
<td>168 (33.7)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SDS: SD score</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p id="p-14">By which age the onset of the parameters with a <italic>z</italic>-score over the ULN and under the LLN respectively within the 3 diagnostic groups can be expected, is presented in <xref ref-type="fig" rid="fig1">Figure 1</xref>. Most early onset in asthmatic was observed for sR<sub>eff</sub> and sWOB (in 10% at age 22.4 years), in ACO for sR<sub>eff</sub> (in 10% at age 41.5 years), and in COPD for FEF<sub>25–75</sub>, sR<sub>eff</sub>, and sWOB (in 10% at age 57.3 years).</p>
<fig id="fig1" position="float">
<label>Figure 1</label>
<caption>
<p>Onset of the functional parameters with a <italic>z</italic>-score over the ULN and under the LLN respectively, within the 3 diagnostic groups. y: years</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="100931-g001.tif" />
</fig>
</sec>
<sec id="s4">
<title>Discussion</title>
<p id="p-15">The diagnosis of “SAD” in patients with obstructive pulmonary disease is not easy to assess. This study demonstrates that in the present dataset, this diagnosis could not be established based only on one single lung function parameter, especially not only on the spirometric FEF<sub>25–75</sub>. In contrast to other parameters, the accuracy of FEF<sub>25–75</sub> was by the mean only 21.5% compared with V<sub>TG</sub><sup>FRC</sup> with 82.7% accuracy (<xref ref-type="table" rid="t3">Table 3</xref>, row <italic>e</italic>). This may be because of different well-known factors: (<italic>i</italic>) Although easily available, FEF<sub>25–75</sub> is hampered by physiological variability and measurement inconsistency issues [<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B62">62</xref>]. (<italic>ii</italic>) FEF<sub>25–75</sub> can be interpreted only when FVC stands within normal value limits [<xref ref-type="bibr" rid="B47">47</xref>]. (<italic>iii</italic>) The main drawback of use of FEF<sub>25–75</sub> is that it tends to be less reproducible than other parameters because it is a volume-dependent measurement, afflicted with a high heterogeneity of airflow, even in moderately sized airway, and is altered by the presence of severe obstruction and/or PHI [<xref ref-type="bibr" rid="B63">63</xref>]. (<italic>iv</italic>) Finally, although it has been clearly proposed by both ATS and ERS, to express the degree of flow limitation based on the FEV<sub>1</sub>, FVC, and FEV<sub>1</sub>/FVC-ratios by <italic>z</italic>-scores, several author groups continue to present their data of flow limitation as percent predicted [<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B65">65</xref>]. The advantage of presenting lung function data as <italic>z</italic>-scores is, that not only parameter mean values are provided, but individual data are corrected for gender, age, height, and ethnicity [<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B64">64</xref>–<xref ref-type="bibr" rid="B67">67</xref>]. Moreover, according to the findings from the Severe Asthma Research Program of the National Heart Lung and Blood Institute and others, which showed a lack of correlation between FEF<sub>25–75</sub> and indices of air trapping [<xref ref-type="bibr" rid="B61">61</xref>], the FEF<sub>25–75</sub> appears of limited reliability in assessing distal airway function [<xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B68">68</xref>–<xref ref-type="bibr" rid="B70">70</xref>]. To elaborate on the different confounding functional aspects of small airway function, Lipworth et al. [<xref ref-type="bibr" rid="B63">63</xref>] recommended that no single outcome should be considered the gold standard. An interpretation based on single SAdf parameters might merely be sensitive indicators of early disease across a range of phenotypes in patients with obstructive airway diseases [<xref ref-type="bibr" rid="B63">63</xref>].</p>
<p id="p-16">There is a general understanding that SAD plays an important role in asthma, ACO, and COPD [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B71">71</xref>]. However, there are open questions about how SAD can be assessed by sound, discriminating lung function parameters reflecting the interactive derangements regarding bronchial obstruction, PHI, gas trapping, and gas exchange disturbances in the lungs. The main findings of the present study are, that the diagnosis of SAD can only be claimed if at least 3 specific lung function parameters (mainly sR<sub>eff</sub>, V<sub>TG</sub><sup>FRC</sup>, and DLCO) are interactively assessed. According to our data, the prevalence of SAD in asthma is much lower than reported by others [<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B73">73</xref>]. This may be due to the fact, that in other studies the prevalence of FEF<sub>25–75</sub> is erroneously hyper-estimated. Another reason may be that the prevalence of so-called SAD assessed by impulse oscillometry is very high [<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B72">72</xref>–<xref ref-type="bibr" rid="B74">74</xref>]. We do not dispose of oscillometric data, and to our knowledge, there are no studies comparing the prevalence of plethysmographic and oscillometric parameters defining SAD, at least not based on <italic>z</italic>-scores. FEF<sub>25–75</sub> is thought to be a precursor for early small airway involvement. However, the 10% and 25% onset over age for FEF<sub>25–75</sub> is not earlier compared to the other parameters. In fact, the onset of the target parameters (sWOB, sR<sub>eff</sub>, FEF<sub>25–75</sub>, and V<sub>TG</sub><sup>FRC</sup>) is significantly earlier in asthma than in ACO and COPD (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<p id="p-17">Precision medicine features a new personalized approach, to “treatable traits”, suggested to address the limitations of the existing treatment strategies. Assessing SAD by interactive spirometric and plethysmographic lung function parameters may be of great help to better characterize SAD as treatable traits, leading to more targeted asthma management and more individualized patient care [<xref ref-type="bibr" rid="B35">35</xref>]. The importance of the peripheral airway in the pathophysiology and clinical manifestations of obstructive lung diseases makes them the intuitive target for long-term pharmacological approaches [<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B76">76</xref>]. In clinical routine practice, the identiﬁcation of SAD during the diagnostic work-up should guide clinicians towards the treatment choice. Therefore, extended lung function assessment may be of great help to better characterize SAD as a “treatable trait,” leading to more targeted asthma management and individualized patient care.</p>
<p id="p-18">In conclusion, our study shows that in a population of clinically stable moderate-to-severe asthma, ACO, or COPD, SAD is quite variably (asthma: 10.9%; ACO: 74.3%; COPD: 90.2%) predictable, and only if at least 3 spirometric or plethysmographic lung function parameters are used. Whether the presence of SAD may influence the long-term outcome of asthma requires prospective studies comparing patients with or without persistent SAD based on sound discriminating criteria. Only on pathophysiological basic principles, such criteria can be embedded into concepts of precision medicine tailoring disease treatment and prevention.</p>
</sec>
</body>
<back>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-item>
<term>ACO</term>
<def>
<p>asthma-chronic obstructive pulmonary disease overlap</p>
</def>
</def-item>
<def-item>
<term>COPD</term>
<def>
<p>chronic obstructive pulmonary disease</p>
</def>
</def-item>
<def-item>
<term>DLCO</term>
<def>
<p>carbon monoxide diffusion capacity</p>
</def>
</def-item>
<def-item>
<term>FEF<sub>25–75</sub></term>
<def>
<p>forced expiratory flow between 25% and 75% of vital capacity</p>
</def>
</def-item>
<def-item>
<term>FEV<sub>1</sub></term>
<def>
<p>forced expiratory volume in 1 s</p>
</def>
</def-item>
<def-item>
<term>FRC</term>
<def>
<p>functional residual capacity</p>
</def>
</def-item>
<def-item>
<term>FRC<sub>pleth</sub></term>
<def>
<p>plethysmographic functional residual capacity</p>
</def>
</def-item>
<def-item>
<term>FVC</term>
<def>
<p>forced vital capacity</p>
</def>
</def-item>
<def-item>
<term>LLN</term>
<def>
<p>lower limit of normal</p>
</def>
</def-item>
<def-item>
<term>PHI</term>
<def>
<p>pulmonary hyperinflation</p>
</def>
</def-item>
<def-item>
<term>SAD</term>
<def>
<p>small airway disease</p>
</def>
</def-item>
<def-item>
<term>SAdf</term>
<def>
<p>small airway dysfunction</p>
</def>
</def-item>
<def-item>
<term>sR<sub>eff</sub></term>
<def>
<p>effective specific airway resistance</p>
</def>
</def-item>
<def-item>
<term>sWOB</term>
<def>
<p>aerodynamic resistive work of breathing at rest</p>
</def>
</def-item>
<def-item>
<term>ULN</term>
<def>
<p>upper limit of normal</p>
</def>
</def-item>
<def-item>
<term>V<sub>TG</sub><sup>FRC</sup></term>
<def>
<p>volume of trapped gas at functional residual capacity</p>
</def>
</def-item>
</def-list>
</glossary>
<sec id="s5">
<title>Declarations</title>
<sec>
<title>Acknowledgments</title>
<p>The authors are grateful to the staff of all study centers, especially to the study nurses for their excellent and enduring work in data collection, and the authors thank Prof. Sabina Gallati from Human Genetics of Hirslanden Precise, Zürich, for the critical reviews of the manuscript.</p>
</sec>
<sec>
<title>Author contributions</title>
<p>RK: Conceptualization, Investigation, Writing—original draft, Writing—review &amp; editing. HM: Writing—review &amp; editing. Both authors read and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of interest</title>
<p>The authors declare that they have no conflicts of interest.</p>
</sec>
<sec>
<title>Ethical approval</title>
<p>The study was planned according to the Federal Law of Human Research, conceptualized according to the Swiss Ethics Committees on research involving humans, and was conducted in accordance with the tenets of the Declaration of Helsinki. The study is part of the framework of the project entitled “Functional diversification of the Asthma-ACO-COPD multi-center study” (ID 2017-00259), approved by the Governmental Ethics Committees of the State of Bern, St. Gallen, Solothurn, and Zürich (project KEK-BE PB_2017-00104).</p>
</sec>
<sec>
<title>Consent to participate</title>
<p>All 4 Ethics Committees exempted the informed consent to participate since the data were retrospectively evaluated and anonymous.</p>
</sec>
<sec>
<title>Consent to publication</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>Master-files have been stored and secured in the Clinical Trial Unit (CTU), Hirslanden, Corporate Office, CH-8152 Glattpark, Switzerland, and are available upon request from the corresponding author (<email>richard.kraemer@hirslanden.ch</email>) or the office manager, Mr. Daniel Tschopp, Head Clinical Trial Unit, Hirslanden (<email>ClinicalTrialUnit.Hirslanden@hirslanden.ch</email>).</p>
</sec>
<sec>
<title>Funding</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Copyright</title>
<p>© The Author(s) 2024.</p>
</sec>
</sec>
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