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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2024.1471298</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>
<italic>Aspergillus</italic> identification through bronchoscope in intensive care unit &#x2013; a retrospective, databased cohort study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Hsin-I</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2799905"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Chun-Yu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Horng-Chyuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Shu-Min</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1541559"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Hsieh</surname>
<given-names>Meng-Heng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Fang</surname>
<given-names>Yueh-Fu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Chang</surname>
<given-names>Po-Jui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Hung</surname>
<given-names>Wei-Syun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Ko</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Huang</surname>
<given-names>Chung&#x2212;Chi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Thoracic Medicine, Chang Gung Memorial Hospital</institution>, <addr-line>Taoyuan</addr-line>, <country>Taiwan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Medicine, Chang Gung University</institution>, <addr-line>Taoyuan</addr-line>, <country>Taiwan</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Respiratory Therapy, Chang Gung Memorial Hospital</institution>, <addr-line>Taoyuan</addr-line>, <country>Taiwan</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>School of Medicine, National Tsing Hua University</institution>, <addr-line>Hsin-Chu</addr-line>, <country>Taiwan</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Center for Big Data Analytics and Statistics, Chang Gung Memorial Hospital</institution>, <addr-line>Taoyuan</addr-line>, <country>Taiwan</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Ashraf S. Ibrahim, University of California, Los Angeles, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Tam&#xe1;s Papp, University of Szeged, Hungary</p>
<p>Nan Zheng, Nanjing University, China</p>
<p>Melda Turken, University of Health Sciences, T&#xfc;rkiye</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Chung&#x2212;Chi Huang, <email xlink:href="mailto:cch4848@cgmh.org.tw">cch4848@cgmh.org.tw</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1471298</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Cheng, Lin, Lin, Lin, Hsieh, Fang, Chang, Hung, Cheng and Huang</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Cheng, Lin, Lin, Lin, Hsieh, Fang, Chang, Hung, Cheng and Huang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Invasive pulmonary aspergillosis (IPA) increases the risk of mortality of critically ill patients. Diagnostic criteria specifically targeting patients in intensive care units(ICUs) have been developed to improve diagnostic sensitivity. This study investigated health outcomes among patients in ICUs with Aspergillus isolates identified using bronchoscopy.</p>
</sec>
<sec>
<title>Methods</title>
<p>This retrospective cohort study obtained data from the Chang Gung Research Database of Chang Gung Memorial Hospital. Patients admitted to the ICU between January 2017 and December 2022 who received bronchoalveolar lavage were enrolled. Patients with a fungus culture yielding Aspergillus spp. isolates or who had an Aspergillus galactomannan antigen index value of &gt;1.0 were categorized into the Aspergillus-positive group.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 2372 patients were enrolled, and 146 patients (6.16%) tested positive for Aspergillus. Of the patients who tested positive for Aspergillus, 37.67% had a positive culture result, and 77.4% had a positive galactomannan antigen result. Patients with Aspergillus isolates were more likely to have a recent influenza infection, concurrent bacterial sepsis, and a cavitation and to die in hospital (in-hospital mortality rate 58.9% vs. 48.57%, P = 0.016).</p>
</sec>
<sec>
<title>Discussion</title>
<p>Identifying Aspergillus through bronchoscopy in the ICU is associated with higher mortality rates than in patients who test negative for Aspergillus. Galactomannan antigen from bronchoalveolar lavage may provide higher diagnostic sensitivity.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Aspergillus</kwd>
<kwd>invasive pulmonary aspergillosis (IPA)</kwd>
<kwd>galactomannan (GM)</kwd>
<kwd>intensive care unit (ICU)</kwd>
<kwd>broncho alveolar lavage (BAL)</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="27"/>
<page-count count="8"/>
<word-count count="3199"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Fungal Pathogenesis</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Invasive pulmonary aspergillosis (IPA) frequently occurs as an opportunistic infection in intensive care units (ICUs) and has been associated with increased risks of morbidity and mortality, particularly in immunocompromised individuals. Previous research has shown that ICU patients diagnosed with IPA face high mortality rates (<xref ref-type="bibr" rid="B18">Meersseman et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B14">Ku et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B16">Lin et&#xa0;al., 2017</xref>), with IPA-associated tracheobronchitis mortality reached 93.5% (<xref ref-type="bibr" rid="B16">Lin et&#xa0;al., 2017</xref>). IPA even increases the risk of death among nonneutropenic patients (<xref ref-type="bibr" rid="B14">Ku et&#xa0;al., 2017</xref>).</p>
<p>Diagnostic criteria for IPA were established in 2002 by the European Organization for Research and Treatment of Cancer Invasive Fungal Infections Cooperative Group and the National Institute of Allergy and Infectious Diseases Mycoses Study Group (EORTC/MSG). These criteria were then updated in 2008 and 2020 to enhance their utility in research and in clinical settings (<xref ref-type="bibr" rid="B1">Ascioglu et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B8">De Pauw et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B9">Donnelly et&#xa0;al., 2020</xref>). These criteria predominantly target immunocompromised populations.</p>
<p>
<italic>Aspergillus</italic> spp. can cause invasive diseases in diverse patient groups (<xref ref-type="bibr" rid="B6">Coulon et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B20">Nyga et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B15">Kuo et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B11">Hatzl et&#xa0;al., 2024</xref>). Worldwide, an estimated 519,000 patients in ICUs may be affected by IPA (<xref ref-type="bibr" rid="B7">Denning, 2024</xref>). According to one study, mortality among patients in ICUs with IPA who did not receive treatment exceeded 95% (<xref ref-type="bibr" rid="B7">Denning, 2024</xref>). Diagnosing IPA is particularly challenging in clinical settings. Standard diagnostic definitions, developed primarily for patients with cancer or patients who have undergone hematopoietic stem cell transplant, may not apply to critically ill patients, who often lack the host factors specified in EORTC criteria. Obtaining histological diagnoses for critically ill patients is also difficult. Diagnostic criteria that can be effectively applied to this patient group are warranted.</p>
<p>Several algorithms&#x2014;including AspICU, BM-AspICU, and Modified AspICU&#x2014;have been developed for use as IPA diagnostic tools in ICUs (<xref ref-type="bibr" rid="B4">Blot et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B24">Schauwvlieghe et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B10">Hamam et&#xa0;al., 2021</xref>). These algorithms can be used to determine the risk of IPA in patients who have had influenza, patients with neutropenia, patients who have received systemic corticosteroid treatment, and patients who have undergone stem cell transplant; however, whether they can be used with other patient groups is uncertain. Our objective was to compare the prognosis of patients with <italic>Aspergillus</italic> isolates identified using bronchoscopy against other patient groups.</p>
</sec>
<sec id="s2">
<title>Method</title>
<sec id="s2_1">
<title>Data source</title>
<p>Patients in ICUs between 2017 and 2022 were identified from the Chang Gung Research Database (CGRD), which belongs to the Chang Gung Medical Foundation. This foundation is the largest hospital system in Taiwan, comprising three medical centers (in Linkou, Taipei, and Kaohsiung) and four regional hospitals (in Taoyuan, Keelung, Chiayi, and Yunlin) located across Taiwan. The CGRD contains patients&#x2019; demographic data, inpatient and outpatient records, diagnostic codes, medication records, microbiological data, imaging study reports, and functional examination data (<xref ref-type="bibr" rid="B17">Lin et&#xa0;al., 2022</xref>). Disease diagnoses are coded in the database by using the <italic>International Classification of Diseases, Tenth Revision</italic>. This study received approval from the Institutional Review Board of the Chang Gung Memorial Foundation (IRB No. 202301837B0). Due to the retrospective nature of the study, the requirement for informed consent was waived.</p>
</sec>
<sec id="s2_2">
<title>Study design</title>
<p>Patients admitted to an ICU between January 2017 and December 2022 who required mechanical ventilation and who underwent bronchoscopy and bronchoalveolar lavage (BAL) were enrolled and divided into two groups. Patients with a fungus culture from BAL fluid yielding <italic>Aspergillus</italic> spp. isolates or who had an <italic>Aspergillus</italic> galactomannan antigen index value of &gt;1.0 were categorized into the <italic>Aspergillus</italic>-positive group. The remaining patients were categorized into the <italic>Aspergillus</italic>-negative group. Patients were excluded if they were aged &lt;18 years, had human immunodeficiency virus, or did not have data on Acute Physiology and Chronic Health Evaluation II (APACHE II) scores obtained upon their ICU admission.</p>
</sec>
<sec id="s2_3">
<title>Covariates and outcomes</title>
<p>The following covariates were analyzed: age, sex, chronic comorbidities (d iabetes mellitus, heart failure, liver cirrhosis, chronic renal insufficiency, cancer, hematological malignancy, chronic obstructive pulmonary disease, prior tuberculosis infection, autoimmune disease, and organ transplant), and the following patient conditions: APACHE II score, acute kidney injury requiring renal replacement therapy, length of ICU stay, length of mechanical ventilation use, length of hospital stay, neutropenia prior to bronchoscopy (defined as absolute neutrophil count &#x2264;500 cells/mm<sup>3</sup>), concurrent bacterial sepsis (defined as any positive bacterial culture of blood, BAL fluid, or sputum within the 1 week before and after entering or leaving the ICU), imaging reports from radiologists, serum and BAL fluid galactomannan antigen indices, fungus culture results, and antifungal treatment status. Patients were defined as having a comorbidity if they had at least two outpatient diagnoses or one inpatient diagnosis for that comorbidity prior to the index date. The patterns of image reports were defined by reports from radiologists. Antifungal treatment status was defined as adequate or inadequate on the basis of whether the patient was administered any dose of voriconazole, posaconazole, isavuconazole, caspofungin, amphotericin B, or liposomal amphotericin B.</p>
</sec>
<sec id="s2_4">
<title>Statistical analysis</title>
<p>Results are presented as means with standard deviations or as numbers and percentages. Student&#x2019;s t test for independent samples was used to compare continuous variables that followed a normal distribution. Pearson&#x2019;s chi-square test or Fisher&#x2019;s exact test were used to compare categorical variables. The Mann&#x2013;Whitney U test was employed to compare continuous variables that did not follow a normal distribution, which occurred in several subgroup analyses involving only a few patients. Statistical significance was set at a two-sided P value of &lt; 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>Between January 1, 2017, and December 31, 2022, BAL procedures were conducted on 2483 patients. Results for either the <italic>Aspergillus</italic> galactomannan antigen index or sputum BAL fluid fungus culture were available for 2372 of these patients. In total, 146 patients tested positive for <italic>Aspergillus</italic>, and 2170 tested negative for <italic>Aspergillus</italic> (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Overall, 6.16% of the patients with positive galactomannan antigen or fungus culture results tested positive for <italic>Aspergillus</italic>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Study flowchart.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1471298-g001.tif"/>
</fig>
<sec id="s3_1">
<title>Baseline characteristics</title>
<p>In the <italic>Aspergillus</italic>-positive group, 113 patients (77.4%) had a positive result for the <italic>Aspergillus</italic> galactomannan antigen index in BAL fluid. Additionally, 55 patients (54.79%) had a positive result from a fungal culture, while 22 patients (15.1%) tested positive in both the fungal culture and the galactomannan antigen index. The mean age of the patients in this study was 66.4 years, and approximately one-third (707, 30.53%) of the patients were women (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The most common chronic comorbidity was cancer (915, 39.51%). No differences in the prevalence of chronic comorbidities were discovered between the <italic>Aspergillus</italic>-positive and <italic>Aspergillus</italic>-negative groups except for hematological malignancy (9.85% in the <italic>Aspergillus</italic>-positive group and 5.58% in the <italic>Aspergillus</italic>-negative group, P = 0.045). The <italic>Aspergillus</italic>-positive group was more likely to experience postinfluenza infection than was the <italic>Aspergillus</italic>-negative group (6.85% vs. 2.21%, P = 0.005). No difference in the rate of post-COVID-19 infection was found between the groups.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The characteristics of patients with and without <italic>Aspergillus</italic> identification.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Baseline Characteristics</th>
<th valign="middle" align="center">All<break/>N=2316</th>
<th valign="middle" align="center">
<italic>Aspergillus</italic> (+)<break/>N=146</th>
<th valign="middle" align="center">
<italic>Aspergillus</italic> (-)<break/>N=2170</th>
<th valign="middle" align="center">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age, yr (mean&#xb1;S.D.)</td>
<td valign="middle" align="center">66.4 &#xb1; 14.5</td>
<td valign="middle" align="center">67.7 &#xb1; 13.5</td>
<td valign="middle" align="center">66.3 &#xb1; 14.6</td>
<td valign="middle" align="center">0.2512</td>
</tr>
<tr>
<td valign="top" align="left">Female sex, no. (%)</td>
<td valign="middle" align="center">707 (30.53)</td>
<td valign="middle" align="center">46 (31.51)</td>
<td valign="middle" align="center">661 (30.46)</td>
<td valign="middle" align="center">0.7905</td>
</tr>
<tr>
<th valign="top" colspan="5" align="left">Chronic co-existing condition, no. (%)</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Diabetes mellitus</td>
<td valign="middle" align="center">36 (1.55)</td>
<td valign="middle" align="center">0 (0.00)</td>
<td valign="middle" align="center">36 (1.66)</td>
<td valign="middle" align="center">0.1663</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Heart failure</td>
<td valign="middle" align="center">124 (5.35)</td>
<td valign="middle" align="center">5 (3.42)</td>
<td valign="middle" align="center">119 (5.48)</td>
<td valign="middle" align="center">0.2847</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Liver cirrhosis</td>
<td valign="middle" align="center">89 (3.84)</td>
<td valign="middle" align="center">4 (2.74)</td>
<td valign="middle" align="center">85 (3.92)</td>
<td valign="middle" align="center">0.6557</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Chronic renal insufficiency</td>
<td valign="middle" align="center">178 (7.69)</td>
<td valign="middle" align="center">12 (8.22)</td>
<td valign="middle" align="center">166 (7.65)</td>
<td valign="middle" align="center">0.8026</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Cancer</td>
<td valign="middle" align="center">915 (39.51)</td>
<td valign="middle" align="center">64 (43.84)</td>
<td valign="middle" align="center">851 (39.22)</td>
<td valign="middle" align="center">0.2691</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Hematological malignancy</td>
<td valign="middle" align="center">135 (5.83)</td>
<td valign="middle" align="center">14 (9.59)</td>
<td valign="middle" align="center">121 (5.58)</td>
<td valign="middle" align="center">0.0451</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Structure lung disease</td>
<td valign="middle" align="center">252 (10.88)</td>
<td valign="middle" align="center">18 (12.33)</td>
<td valign="middle" align="center">234 (10.78)</td>
<td valign="middle" align="center">0.5616</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Bronchiectasis</td>
<td valign="middle" align="center">39 (1.68)</td>
<td valign="middle" align="center">4 (2.74)</td>
<td valign="middle" align="center">35 (1.61)</td>
<td valign="middle" align="center">0.3058</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Chronic obstructive pulmonary disease</td>
<td valign="middle" align="center">227 (9.80)</td>
<td valign="middle" align="center">16 (10.96)</td>
<td valign="middle" align="center">211 (9.72)</td>
<td valign="middle" align="center">0.6270</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Post TB infection</td>
<td valign="middle" align="center">57 (2.46)</td>
<td valign="middle" align="center">4 (2.74)</td>
<td valign="middle" align="center">53 (2.44)</td>
<td valign="middle" align="center">0.7802</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Autoimmune disease</td>
<td valign="middle" align="center">116 (5.01)</td>
<td valign="middle" align="center">8 (5.48)</td>
<td valign="middle" align="center">108 (4.98)</td>
<td valign="middle" align="center">0.7876</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Post organ transplant</td>
<td valign="middle" align="center">54 (2.33)</td>
<td valign="middle" align="center">3 (2.05)</td>
<td valign="middle" align="center">51 (2.35)</td>
<td valign="middle" align="center">1.0000</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;COVID-19 coinfection</td>
<td valign="middle" align="center">41 (1.77)</td>
<td valign="middle" align="center">3 (2.05)</td>
<td valign="middle" align="center">38 (1.75)</td>
<td valign="middle" align="center">0.7414</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Influenza coinfection</td>
<td valign="middle" align="center">58 (2.50)</td>
<td valign="middle" align="center">10 (6.85)</td>
<td valign="middle" align="center">48 (2.21)</td>
<td valign="middle" align="center">0.0005</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values are listed as median [IQR] or number (%).</p>
</fn>
<fn>
<p>TB, Tuberculosis.</p>
</fn>
<fn>
<p>COVID-19, Coronavirus disease 2019.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Clinical outcomes</title>
<p>The overall mortality rate was 49.22% (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The mortality rate was significantly higher in the <italic>Aspergillus</italic>-positive group than in the <italic>Aspergillus</italic>-negative group (58.9% vs. 48.57%, P = 0.016). No differences in the incidence of acute kidney injury requiring renal replacement therapy, length of ICU stay, length of mechanical ventilation use, length of hospital stay, ICU mortality rate, or ventilator dependency were found. The <italic>Aspergillus</italic>-positive group had a higher risk of concurrent bacterial sepsis than did the <italic>Aspergillus</italic>-negative group (40.41% vs. 31.34%, P = 0.023). Computed tomography revealed a higher proportion of cavitation in the <italic>Aspergillus</italic>-positive group than in the <italic>Aspergillus</italic>-negative group (7.53% vs. 3.59%, P = 0.017). The treatment outcomes for the <italic>Aspergillus</italic>-positive group are listed in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>. Although patients who survived were more likely than were those who did not survive to have received effective antifungal treatment, the disparity was nonsignificant. Kaplan&#x2013;Meier survival analysis was used to compare the mortality rates of the <italic>Aspergillus</italic>-positive and <italic>Aspergillus</italic>-negative groups (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>); the in-hospital mortality rate was found to be significantly higher in the <italic>Aspergillus</italic>-positive group (hazard ratio: 1.38, reference: <italic>Aspergillus</italic>-negative group; 95% confidence interval: 1.07&#x2013;1.78, log-rank test P = 0.002). The <italic>Aspergillus</italic> spp. identified in fungus cultures are listed in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>The characteristics of patient with and without <italic>Aspergillus</italic> identification in ICU.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Variable</th>
<th valign="middle" align="center">All<break/>N=2316</th>
<th valign="middle" align="center">
<italic>Aspergillus</italic> (+)<break/>N=146</th>
<th valign="middle" align="center">
<italic>Aspergillus</italic> (-)<break/>N=2170</th>
<th valign="middle" align="center">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">APACHE II score on ICU admission</td>
<td valign="middle" align="center">20 [15-25]</td>
<td valign="middle" align="center">20 [15-26]</td>
<td valign="middle" align="center">20 [15-25]</td>
<td valign="middle" align="center">0.5639</td>
</tr>
<tr>
<td valign="middle" align="left">AKI requiring RRT</td>
<td valign="middle" align="center">296 (12.78)</td>
<td valign="middle" align="center">13 (8.90)</td>
<td valign="middle" align="center">283 (13.04)</td>
<td valign="middle" align="center">0.5941</td>
</tr>
<tr>
<td valign="middle" align="left">Length of ICU stay</td>
<td valign="middle" align="center">23 [11-35]</td>
<td valign="middle" align="center">20 [9-32]</td>
<td valign="middle" align="center">23 [11-35]</td>
<td valign="middle" align="center">0.2146</td>
</tr>
<tr>
<td valign="middle" align="left">Length of MV use</td>
<td valign="middle" align="center">16 [9-27]</td>
<td valign="middle" align="center">17 [10-31]</td>
<td valign="middle" align="center">16 [9-27]</td>
<td valign="middle" align="center">0.5168</td>
</tr>
<tr>
<td valign="middle" align="left">Length of hospital stay</td>
<td valign="middle" align="center">23 [10-37]</td>
<td valign="middle" align="center">20 [9-33]</td>
<td valign="middle" align="center">23 [10-38]</td>
<td valign="middle" align="center">0.3172</td>
</tr>
<tr>
<td valign="middle" align="left">Neutropenia prior to bronchoscopy</td>
<td valign="middle" align="center">44 (1.90)</td>
<td valign="middle" align="center">1 (0.68)</td>
<td valign="middle" align="center">43 (1.98)</td>
<td valign="middle" align="center">0.5226</td>
</tr>
<tr>
<td valign="middle" align="left">Concurrent bacterial sepsis</td>
<td valign="middle" align="center">739 (31.91)</td>
<td valign="middle" align="center">59 (40.41)</td>
<td valign="middle" align="center">680 (31.34)</td>
<td valign="middle" align="center">0.0228</td>
</tr>
<tr>
<td valign="middle" align="left">Ventilator dependent</td>
<td valign="middle" align="center">186 (8.03)</td>
<td valign="middle" align="center">13 (8.90)</td>
<td valign="middle" align="center">173 (7.97)</td>
<td valign="middle" align="center">0.6884</td>
</tr>
<tr>
<td valign="middle" align="left">In ICU mortality</td>
<td valign="middle" align="center">501 (21.63)</td>
<td valign="middle" align="center">31 (21.23)</td>
<td valign="middle" align="center">470 (21.66)</td>
<td valign="middle" align="center">0.9037</td>
</tr>
<tr>
<td valign="middle" align="left">In hospital mortality</td>
<td valign="middle" align="center">1140 (49.22)</td>
<td valign="middle" align="center">86 (58.90)</td>
<td valign="middle" align="center">1054 (48.57)</td>
<td valign="middle" align="center">0.0156</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">Radiography</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;CT positive</td>
<td valign="middle" align="center">1399 (60.41)</td>
<td valign="middle" align="center">88 (60.27)</td>
<td valign="middle" align="center">1311 (60.41)</td>
<td valign="middle" align="center">0.9731</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Nodular/mass</td>
<td valign="middle" align="center">891 (38.47)</td>
<td valign="middle" align="center">58 (39.73)</td>
<td valign="middle" align="center">833 (38.39)</td>
<td valign="middle" align="center">0.7475</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Consolidation</td>
<td valign="middle" align="center">988 (42.66)</td>
<td valign="middle" align="center">64 (43.84)</td>
<td valign="middle" align="center">924 (42.58)</td>
<td valign="middle" align="center">0.7666</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;GGOs</td>
<td valign="middle" align="center">697 (30.09)</td>
<td valign="middle" align="center">34 (23.29)</td>
<td valign="middle" align="center">663 (30.55)</td>
<td valign="middle" align="center">0.0639</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Cavitation</td>
<td valign="middle" align="center">89 (3.84)</td>
<td valign="middle" align="center">11 (7.53)</td>
<td valign="middle" align="center">78 (3.59)</td>
<td valign="middle" align="center">0.0165</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;CT missing</td>
<td valign="middle" align="center">826 (35.66)</td>
<td valign="middle" align="center">55 (37.67)</td>
<td valign="middle" align="center">771 (35.53)</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">Diagnosis</th>
</tr>
<tr>
<td valign="middle" align="left">BALF Aspergillus Galactomannan Ag</td>
<td valign="middle" align="center">113 (4.88)</td>
<td valign="middle" align="center">113 (77.40)</td>
<td valign="middle" align="center">0 (0.00)</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="left">Positive Aspergillus culture</td>
<td valign="middle" align="center">55 (2.37)</td>
<td valign="middle" align="center">55 (37.67)</td>
<td valign="middle" align="center">0 (0.00)</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="left">Positive in both culture and Ag</td>
<td valign="middle" align="center">22 (0.95)</td>
<td valign="middle" align="center">22 (15.07)</td>
<td valign="middle" align="center">0 (0.00)</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values are listed as median [IQR] or number (%).</p>
</fn>
<fn>
<p>ICU, intensive care unit.</p>
</fn>
<fn>
<p>APACHE, Acute Physiology and Chronic Health Evaluation.</p>
</fn>
<fn>
<p>AKI, Acute kidney injury.</p>
</fn>
<fn>
<p>RRT, renal replacement therapy.</p>
</fn>
<fn>
<p>MV, mechanical ventilation.</p>
</fn>
<fn>
<p>CT, computed tomography.</p>
</fn>
<fn>
<p>GGO, ground-glass opacity.</p>
</fn>
<fn>
<p>BALF, Bronchoalveolar lavage fluid.</p>
</fn>
<fn>
<p>Ag, antigen.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Compared all-cause mortality for drug selection.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Variable</th>
<th valign="middle" align="center">Dead(n=86)</th>
<th valign="middle" align="center">Alive(n=60)</th>
<th valign="middle" align="center">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">No/inadequate antifungal treatment</td>
<td valign="middle" align="center">57 (66.28)</td>
<td valign="middle" align="center">32 (53.33)</td>
<td valign="middle" align="center">0.1147</td>
</tr>
<tr>
<td valign="middle" align="left">Adequate antifungal treatment</td>
<td valign="middle" align="center">29 (33.72)</td>
<td valign="middle" align="center">28 (46.67)</td>
<td valign="middle" align="center">0.1147</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Voriconazole (PO/IV)</td>
<td valign="middle" align="center">27 (31.40)</td>
<td valign="middle" align="center">26 (43.33)</td>
<td valign="middle" align="center">0.1400</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Posaconazole (PO/IV)</td>
<td valign="middle" align="center">3 (3.49)</td>
<td valign="middle" align="center">1 (1.67)</td>
<td valign="middle" align="center">0.6438</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Caspofungin (PO/IV)</td>
<td valign="middle" align="center">4 (4.65)</td>
<td valign="middle" align="center">2 (3.33)</td>
<td valign="middle" align="center">1.0000</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Amphotericin B</td>
<td valign="middle" align="center">5 (5.81)</td>
<td valign="middle" align="center">2 (3.33)</td>
<td valign="middle" align="center">0.7003</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Liposomal Amphotericin B</td>
<td valign="middle" align="center">4 (4.65)</td>
<td valign="middle" align="center">0 (0.00)</td>
<td valign="middle" align="center">0.1438</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Combination therapy</td>
<td valign="middle" align="center">11 (12.79)</td>
<td valign="middle" align="center">2 (3.33)</td>
<td valign="middle" align="center">0.0740</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values are listed as number (%).</p>
</fn>
<fn>
<p>PO, per os, Oral administration.</p>
</fn>
<fn>
<p>IV, Intravenous administration.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Survival curves for patients with or without aspergillus identification. hazard ratio: 1.38; 95% Confidence Interval: 1.07-1.78, Log-rank Test P =0.002.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1471298-g002.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>
<italic>Aspergillus</italic> species in fungus culture.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Species</th>
<th valign="top" align="center">number</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>Aspergillus</italic> spp.</td>
<td valign="middle" align="center">55</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Aspergillus fumigatus</italic>
</td>
<td valign="middle" align="center">23</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Aspergillus flavus</italic>
</td>
<td valign="middle" align="center">15</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Aspergillus niger</italic>
</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Aspergillus terrus</italic>
</td>
<td valign="middle" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">Other <italic>Aspergillus<sup>*</sup>
</italic>
</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">Undifferentiated <italic>Aspergillus</italic> species<sup>#</sup>
</td>
<td valign="middle" align="center">5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*Other Aspergillus defined as an Aspergillus species that is distinct from Aspergillus fumigatus, Aspergillus flavus, Aspergillus niger, or Aspergillus terreus.</p>
</fn>
<fn>
<p># Undifferentiated <italic>Aspergillus</italic> species defined as the exact species of <italic>Aspergillus</italic> could not be determined.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The present study represents a pioneering approach to examining the occurrence of <italic>Aspergillus</italic> spp. in BAL samples collected from ICU patients. In total, 6.16% of our study cohort tested positive for <italic>Aspergillus</italic>. Patients with postinfluenza infection were more likely to test positive for <italic>Aspergillus</italic>. In-hospital mortality was higher among the patients who tested positive for <italic>Aspergillus</italic> than among those who tested negative; however, in-ICU mortality was not correlated with <italic>Aspergillus</italic> status.</p>
<p>Other studies have reported IPA prevalence ranging from 5% to 7% in nonimmunocompromised patients in ICUs (<xref ref-type="bibr" rid="B2">Baddley et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B26">Tudesq et&#xa0;al., 2019</xref>), similar to the rate obtained in the present study. IPA was shown to occur in 12.5% of patients with acute respiratory distress syndrome, as determined by autopsy (<xref ref-type="bibr" rid="B26">Tudesq et&#xa0;al., 2019</xref>). Also, the positive and negative predictive values of AspICU were only 61% and 92%, respectively. Negative predictive values may be as low as 71% in nonimmunocompromised individuals (<xref ref-type="bibr" rid="B4">Blot et&#xa0;al., 2012</xref>). This suggests that the prevalence of IPA among nonimmunocompromised patients in ICUs may be somewhat underestimated.</p>
<p>The mortality rate in the present study was 58.9% and 48.6% in the <italic>Aspergillus</italic>-positive and <italic>Aspergillus</italic>-negative groups, respectively. IPA-associated mortality differs across patient categories. In one study, the in-hospital mortality rate among patients with influenza-associated pulmonary aspergillosis was 49% (<xref ref-type="bibr" rid="B24">Schauwvlieghe et&#xa0;al., 2018</xref>). In another study, which involved patients with acute respiratory distress syndrome and IPA, the in-ICU mortality rate was 60% (<xref ref-type="bibr" rid="B5">Contou et&#xa0;al., 2016</xref>). A study involving patients with hematological malignancies and IPA and receiving invasive mechanical ventilation reported a 90-day mortality rate of 80.4% (<xref ref-type="bibr" rid="B21">Pardo et&#xa0;al., 2019</xref>). A systemic review and meta-analysis performed in 2022 reported an IPA-associated mortality rate of 54% (<xref ref-type="bibr" rid="B25">Shi et&#xa0;al., 2022</xref>). An article recently published in <italic>Lancet Infectious Diseases</italic> revealed a large discrepancy in mortality rates among patients with IPA in ICUs between those who did and those who did not receive treatment for IPA (50% vs. 95%) (<xref ref-type="bibr" rid="B7">Denning, 2024</xref>). In the present study, the <italic>Aspergillus</italic>-positive group did not fully meet any single diagnostic criteria. Mortality rates significantly differed between patients with and without positive results for <italic>Aspergillus.</italic> Blot et&#xa0;al. developed the AspICU algorithm to calculate a 70% mortality rate in patients with putative IPA (<xref ref-type="bibr" rid="B4">Blot et&#xa0;al., 2012</xref>). Schauwvlieghe et&#xa0;al. used the modified-AspICU algorithm to calculate a 49% in-hospital mortality rate among patients with IPA (<xref ref-type="bibr" rid="B24">Schauwvlieghe et&#xa0;al., 2018</xref>). Our research revealed an in-hospital mortality rate of 58.9% for patients with positive results for <italic>Aspergillus</italic>. These findings suggest that existing diagnostic algorithms are insufficient when employed in ICU settings.</p>
<p>The optimal method for diagnosing IPA in nonimmunocompromised patients in ICUs remains unclear. Delayed diagnoses of IPA could be linked to higher mortality (<xref ref-type="bibr" rid="B13">Inoue et&#xa0;al., 2022</xref>). Postponing antifungal treatment for IPA could lead to higher likelihood of in-hospital mortality and a longer hospital stay (<xref ref-type="bibr" rid="B2">Baddley et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B7">Denning, 2024</xref>). For each day that antifungal therapy initiation is delayed, the length of hospital stay increases by 1.28 days and costs increase by 3.5% (<xref ref-type="bibr" rid="B2">Baddley et&#xa0;al., 2013</xref>). Therefore, implementing advanced diagnostic techniques is essential, particularly in cases involving patients with malignancy or recent viral infections, such as COVID-19 or influenza. The galactomannan antigen index proved to be an excellent diagnostic tool, demonstrating high sensitivity and specificity. A meta-analysis revealed sensitivity of 85% and specificity of 86% when employing a cutoff galactomannan antigen index of 1.0 (<xref ref-type="bibr" rid="B27">Zou et&#xa0;al., 2012</xref>). The latest EORTC/MSG guidelines recommend a cutoff index of 1.0 for the result of galactomannan antigen enzyme-linked immunosorbent assay for BAL samples. This cutoff yielded sensitivity between 75% and 86% and specificity between 94% and 95%. Sensitivity and specificity values were consistent regardless of the presence of hematological malignancies, with sensitivity ranging from 85% to 87% and specificity from 91% to 89% (<xref ref-type="bibr" rid="B19">Mercier et&#xa0;al., 2021</xref>). The AspICU diagnostic criteria do not incorporate galactomannan antigen index values (<xref ref-type="bibr" rid="B4">Blot et&#xa0;al., 2012</xref>). Similarly, the Invasive Fungal Diseases in Adult Patients in Intensive Care Unit (FUNDICU) criteria do not cover all ICU patients with predisposing conditions (<xref ref-type="bibr" rid="B3">Bassetti et&#xa0;al., 2024</xref>). The mortality rate in the present study&#x2019;s <italic>Aspergillus</italic>-positive group was comparable to those in other studies and was significantly higher than that in the <italic>Aspergillus</italic>-negative group. Consequently, we propose that being an ICU patient be specified as a host factor in IPA diagnostic criteria. This would facilitate the timely diagnosis of IPA in critically ill patients and improve their health outcomes.</p>
<p>This study has several limitations. First, because the study was retrospective in nature, selection bias may have been present. This bias was potentially mitigated by including only patients who underwent BAL in the ICU. Second, BAL is potentially unsuitable for patients with high oxygen requirements and for those who are hemodynamically unstable. These conditions arise from IPA but also from other factors, possibly leading to an underestimation of the mortality rate in both groups. Third, we were unable to determine whether antifungal agents had been administered for prophylaxis or treatment purposes, nor could we verify whether patients had completed their prescribed courses of treatment. This uncertainty could have resulted in an underestimation of treatment effectiveness. Furthermore, specific immune traits associated with IPA, such as the length and dosage of glucocorticoid treatment and the period of neutropenia, were not discernible. Consequently, these results should be interpreted with caution. Finally, several novel tools for diagnosing IPA, such as polymerase chain reaction (<xref ref-type="bibr" rid="B22">Rath and Steinmann, 2018</xref>; <xref ref-type="bibr" rid="B23">Scharmann et&#xa0;al., 2021</xref>) and serum IL-8 testing (<xref ref-type="bibr" rid="B12">Heldt et&#xa0;al., 2018</xref>), were unavailable in the present study due to equipment constraints. Prospective, large-scale studies are warranted to validate our results.</p>
</sec>
<sec id="s5" sec-type="conclusion">
<title>Conclusion</title>
<p>Identifying <italic>Aspergillus</italic> through bronchoscopy in the ICU is linked to increased mortality. Existing diagnostic criteria may not be effective when applied to patients in ICUs. Regular evaluation of galactomannan antigen index values obtained through BAL may provide better diagnostic sensitivity, particularly in patients with a recent influenza infection.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The data analyzed in this study is subject to the following licenses/restrictions: Applicants who fulfill one of the following requirements are eligible to apply: (1) A full-time attending physician of this hospital or a full-time, part-time attending physician, resident, clinical researcher, administrative, medical and technical, or nursing staff of Chang Gung University. (2) Teachers of Chang Gung University and Chang Gung University of Science and Technology who are at the rank of assistant professor or above are required to collaborate on research projects with attending physicians specializing in related disciplines or fields in the Hospital before submitting an application. Requests to access these datasets should be directed to Center for Big Data Analytics and Statistics, <email xlink:href="mailto:chialing@cgmh.org.tw">chialing@cgmh.org.tw</email>.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Institutional Review Board (IRB) of the Chang Gung Memorial Foundation (IRB No. 202301837B0C601). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent from the patients/participants or patients/participants legal guardian/next of kin was not required to participate in this study in accordance with the national legislation and the institutional requirements.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>HC: Conceptualization, Data curation, Investigation, Methodology, Writing &#x2013; original draft. CL: Conceptualization, Formal analysis, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. HL: Conceptualization, Validation, Writing &#x2013; review &amp; editing. SL: Conceptualization, Validation, Writing &#x2013; review &amp; editing. MH: Conceptualization, Validation, Writing &#x2013; review &amp; editing. YF: Conceptualization, Validation, Writing &#x2013; review &amp; editing. PC: Conceptualization, Validation, Writing &#x2013; review &amp; editing. WH: Conceptualization, Data curation, Investigation, Writing &#x2013; review &amp; editing. KC: Formal analysis, Investigation, Resources, Software, Writing &#x2013; review &amp; editing. CH: Conceptualization, Methodology, Project administration, Validation, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by Chang Gung Memorial Hospital Research Project Grant (CGRPG3K0011). The funders had no role in the study design, data collection and analysis, decision to publish, or manuscript preparation.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors thank Ko Cheng for the statistical assistance and wish to acknowledge for statistical and data analysis assistance and interpretation support by the Center for Big Data Analytics and Statistics, Chang Gung Memorial Hospital, Linkou, Taiwan. This study is based in part on data from the Chang Gung Research Database provided by Chang Gung Memorial Hospital. The interpretation and conclusions contained herein do not represent the position of Chang Gung Memorial Hospital. This manuscript was edited by Wallace Academic Editing.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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