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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Surg.</journal-id>
<journal-title>Frontiers in Surgery</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Surg.</abbrev-journal-title>
<issn pub-type="epub">2296-875X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsurg.2024.1404450</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Surgery</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Serum lipopolysaccharide associated with new-onset atrial fibrillation in patients with non-small-cell lung cancer a retrospective observational study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Xu</surname><given-names>Haifeng</given-names></name><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Zhou</surname><given-names>Jie</given-names></name>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2694950/overview"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Ye</surname><given-names>Fei</given-names></name><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
<contrib contrib-type="author"><name><surname>Gao</surname><given-names>Yongzhuang</given-names></name><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
</contrib-group>
<aff><addr-line>Department of Thoracic Surgery</addr-line>, <institution>Xuzhou Medical University Affiliated Hospital Sihong Branch, The First People&#x0027;s Hospital of Sihong County</institution>, <addr-line>Suqian, Jiangsu</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Savvas Lampridis, Imperial College London, United Kingdom</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Massimo Baudo, Lankenau Institute for Medical Research, United States</p>
<p>Mohamed Rahouma, NewYork-Presbyterian, United States</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Jie Zhou <email>jiezhoudoctor@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>09</day><month>05</month><year>2024</year></pub-date>
<pub-date pub-type="collection"><year>2024</year></pub-date>
<volume>11</volume><elocation-id>1404450</elocation-id>
<history>
<date date-type="received"><day>21</day><month>03</month><year>2024</year></date>
<date date-type="accepted"><day>29</day><month>04</month><year>2024</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2024 Xu, Zhou, Ye and Gao.</copyright-statement>
<copyright-year>2024</copyright-year><copyright-holder>Xu, Zhou, Ye and Gao</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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>Lipopolysaccharide (LPS) is related to atrial fibrillation (AF). But so far, the relationship between LPS and new-onset AF (NOAF) in patients with lung cancer is unrevealed. This study was to investigate the association between LPS and NOAF in patients after lung cancer surgery. This was a single-center retrospective clinical observational study. Patients diagnosed with non-small-cell lung cancer (NSCLC) were enrolled. All patients receiving lung cancer surgery and at least 24&#x2005;h electrocardiogram (ECG) examination was recorded during the hospitalization. The incidence of NOAF in this study was 34/406 (8.4&#x0025;). The univariate analysis showed that NOAF was associated with age, intraoperative blood transfusion (IBT), chronic obstructive pulmonary disorder (COPD), and LPS. After adjusting risk factors, it was found that age, IBT and LPS (OR, 1.031; 95&#x0025; CI: 1.001&#x2013;1.042; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.002) were still risk factors for NOAF. The area under curve (AUC) value was 0.709 for the LPS. When the LPS was added to the conventional model, the Net reclassification index (NRI) and integrated discrimination index (IDI) were improved significantly. Elevated LPS is associated with an increased risk of NOAF in patients after lung cancer surgery. LPS contributed to the discrimination of the NOAF risk model and improved it markedly.</p>
</abstract>
<kwd-group>
<kwd>lipopolysaccharide</kwd>
<kwd>atrial fibrillation</kwd>
<kwd>non-small-cell lung cancer</kwd>
<kwd>surgery</kwd>
<kwd>new-onset AF</kwd>
</kwd-group><contract-num rid="cn001">Z202347</contract-num><contract-sponsor id="cn001">Suqian guiding science and technology plan project</contract-sponsor><counts>
<fig-count count="2"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="36"/><page-count count="0"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Thoracic Surgery</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Cardiovascular diseases (CVDs) are one of the leading causes of death in the population worldwide (<xref ref-type="bibr" rid="B1">1</xref>). As one of the cardiovascular disease challenges in the 21st century, atrial fibrillation (AF) is the most common tachyarrhythmia in clinical practice, which can increase the risk of heart failure, stroke and death (<xref ref-type="bibr" rid="B2">2</xref>). Recent studies have shown that the prevalence of AF in cancer patients is significantly higher than in the general population. In postoperative lung cancer patients, the prevalence is as high as 8&#x0025;&#x2013;42&#x0025; (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B3">3</xref>). This is related to a variety of reasons such as cardiac injury and body stress response, in which cancer-related systemic inflammation promotes atrial remodeling and is closely associated with the development of AF (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Notably, patients with postoperative atrial fibrillation after lung cancer have a poorer prognosis and a higher mortality rate (<xref ref-type="bibr" rid="B1">1</xref>). In addition to this, previous studies have shown that patients with a history of cancer are less likely to be treated according to AF guideline recommendations (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Therefore, exploring more risk factors for the development of atrial fibrillation after lung cancer surgery is of clinical value.</p>
<p>Lipopolysaccharide (LPS), as a component of intestinal flora, has been shown to play an important role in several cardiovascular diseases (<xref ref-type="bibr" rid="B8">8</xref>). It is well known that inflammation is one of the central mechanisms of AF, and LPS is a potent trigger of systemic inflammation. A previous animal study showed that LPS activated toll-like receptor 4 (TLR4), which promotes the expression of inflammatory factors, leading to the development of arrhythmias (<xref ref-type="bibr" rid="B9">9</xref>). In elderly patients, elevated LPS could promote the development of AF by activating atrial nod-like receptor protein (NLRP)-3 inflammasome (<xref ref-type="bibr" rid="B10">10</xref>). Recently, Wang M et al. found that elevated LPS was associated with systemic inflammation and fibrosis biomarkers in patients undergoing AF ablation and was an independent risk factor for AF recurrence during one-year follow-up (<xref ref-type="bibr" rid="B11">11</xref>). Notably, LPS could also increase the risk of new-onset AF (NOAF) after cardiac surgery (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). However, the relationship between LPS and new-onset atrial fibrillation (NOAF) after lung cancer surgery has not been revealed. The aim of this study was to evaluate the relationship between LPS and NOAF in postoperative patients with non-small cell lung cancer (NSCLC).</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Methods</title>
<sec id="s2a"><label>2.1</label><title>Study population</title>
<p>This was a single-center retrospective clinical observational study. We consecutively included patients with NSCLC diagnosed in the Xuzhou Medical University Affiliated Hospital Sihong Branch from January 2020 to December 2023 (<xref ref-type="bibr" rid="B14">14</xref>). The Ethics Committee of the Xuzhou Medical University Affiliated Hospital Sihong Branch reviewed this study. All methods were performed in accordance with relevant guidelines and regulations, and written consent was waived owing to the minimal patient risk. Inclusion criteria: lung cancer received surgical treatment; received at least 24&#x2005;h of cardiac monitoring during hospitalization. Exclusion criteria: history of atrial arrhythmias, severe renal insufficiency, immune or systemic inflammatory diseases, severe valvular heart disease, thyroid dys function. Ultimately, 406 patients who met the eligibility criteria were enrolled (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Patient enrollment of the study.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-11-1404450-g001.tif"/>
</fig>
</sec>
<sec id="s2b"><label>2.2</label><title>Data collection and definition of NOAF</title>
<p>We collected all baseline clinical information of enrolled patients, including sex, age, body mass index (BMI), smoking, and past medical history. Fasting venous blood was centrifuged and stored at &#x2212;80&#x00B0;C until biochemical assays were performed. Serum LPS levels were determined using a commercial ELISA kit (Cusabio, Wuhan, China). LPS standards purified from E. coli and blood samples were incubated for 2&#x2005;h at room temperature and then dropped onto microtiter plates pre-coated with LPS-specific antibodies. After incubation, samples were read at 450&#x2005;nm. Intra-assay precision was &#x003C;8&#x0025; and inter-assay precision was &#x003C;10&#x0025;. Values are expressed in pg/ml. Postoperative heart rates were recorded for all patients. NOAF was defined as at least a 30&#x2005;s run of AF on electrocardiogram (ECG)/telemetry and no history of AF (<xref ref-type="bibr" rid="B15">15</xref>).</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Statistical analysis</title>
<p>Statistical analysis was performed using SPSS 26.0 and R software. Kolmogorov&#x2013;Smirnov method was used for normality test (<xref ref-type="bibr" rid="B16">16</xref>). Measures obeying normal distribution were expressed as mean&#x2009;&#x00B1;&#x2009;standard deviation (SD), and statistical analysis was performed by unpaired <italic>t</italic>-test; measures not normally distributed were expressed as median (Q75, Q75), and statistical analysis was performed by Mann&#x2013;Whiney <italic>U</italic>-test. Count data were expressed as frequencies or percentages and statistically analyzed using the <italic>&#x03C7;</italic><sup>2</sup> test. Statistically significant variables were included in logistic regression analysis using stepwise forward method was used to analyze the risk factors for NOAF. Receiver operating characteristic (ROC) was used to analyze the predictive value of lipopolysaccharide for NOAF. DeLong test was used to compare the performance of ROC. The net reclassification index (NRI) was calculated based on a comparison between the model&#x0027;s predictions and actual observations (<xref ref-type="bibr" rid="B17">17</xref>). NRI and integrated discrimination index (IDI) were used to assess the additional discriminatory power of risk markers. <italic>P</italic>&#x2009;&#x003C;&#x2009;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Baseline characteristics</title>
<p>The incidence of NOAF in this study was 34/406 (8.4&#x0025;). Compared with the NAF group, patients with AF were older [(67.55&#x2009;&#x00B1;&#x2009;5.23) years vs. (62.28&#x2009;&#x00B1;&#x2009;6.02) years; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.001], with higher C-reactive protein (CRP) [40.5 (12.6, 81.8)&#x2005;mg/L vs. 18.4 (6.6, 56.53)&#x2005;mg/L; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.011], heart rate [83 (61.2, 89.0)&#x2005;bpm vs. 72 (62.4, 80.2)&#x2005;bpm; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.035] and LPS [(57.37&#x2009;&#x00B1;&#x2009;18.06)&#x2005;ng/ml vs. (42.19&#x2009;&#x00B1;&#x2009;12.27)&#x2005;ng/ml; <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001] were significantly higher, with statistically significant differences. Compared with the NAF group, there were significantly higher proportions of chronic obstructive pulmonary disease (COPD) (67.6&#x0025; vs. 49.5&#x0025;; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.023) and intraoperative blood transfusion (IBT) (17.6&#x0025; vs. 2.4&#x0025;; <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001) in patients with AF, and the difference was statistically significant (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>).</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Patient characteristics.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">AF (<italic>n</italic>&#x2009;&#x003D;&#x2009;34)</th>
<th valign="top" align="center">NAF (<italic>n</italic>&#x2009;&#x003D;&#x2009;372)</th>
<th valign="top" align="center"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age, years</td>
<td valign="top" align="center">67.55&#x2009;&#x00B1;&#x2009;5.23</td>
<td valign="top" align="center">62.28&#x2009;&#x00B1;&#x2009;6.02</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">Male, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">28 (82.4&#x0025;)</td>
<td valign="top" align="center">258 (69.4&#x0025;)</td>
<td valign="top" align="center">0.052</td>
</tr>
<tr>
<td valign="top" align="left">BMI, kg/m<sup>2</sup></td>
<td valign="top" align="center">22.81 (17.01, 26.22)</td>
<td valign="top" align="center">22.54 (18.29, 23.38)</td>
<td valign="top" align="center">0.582</td>
</tr>
<tr>
<td valign="top" align="left">Heart rate, bpm</td>
<td valign="top" align="center">83 (61.2, 89.0)</td>
<td valign="top" align="center">72 (62.4, 80.2)</td>
<td valign="top" align="center">0.035</td>
</tr>
<tr>
<td valign="top" align="left">SBP, mmHg</td>
<td valign="top" align="center">121 (102,142)</td>
<td valign="top" align="center">123 (109,141)</td>
<td valign="top" align="center">0.172</td>
</tr>
<tr>
<td valign="top" align="left">DBP, mmHg</td>
<td valign="top" align="center">74 (62,83)</td>
<td valign="top" align="center">75 (67,82)</td>
<td valign="top" align="center">0.446</td>
</tr>
<tr>
<td valign="top" align="left">CRP, mg/L</td>
<td valign="top" align="center">40.5 (12.6,81.8)</td>
<td valign="top" align="center">18.4 (6.6,56.53)</td>
<td valign="top" align="center">0.011</td>
</tr>
<tr>
<td valign="top" align="left">LPS, pg/ml</td>
<td valign="top" align="center">57.37&#x2009;&#x00B1;&#x2009;18.06</td>
<td valign="top" align="center">42.19&#x2009;&#x00B1;&#x2009;12.27</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Hypertension, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">14 (41.2&#x0025;)</td>
<td valign="top" align="center">147 (39.5&#x0025;)</td>
<td valign="top" align="center">0.721</td>
</tr>
<tr>
<td valign="top" align="left">CAD, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">5 (14.7&#x0025;)</td>
<td valign="top" align="center">36 (9.7&#x0025;)</td>
<td valign="top" align="center">0.402</td>
</tr>
<tr>
<td valign="top" align="left">Heart failure, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">2 (5.9&#x0025;)</td>
<td valign="top" align="center">15 (4.0&#x0025;)</td>
<td valign="top" align="center">0.239</td>
</tr>
<tr>
<td valign="top" align="left">Stroke, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">3 (8.8&#x0025;)</td>
<td valign="top" align="center">31 (8.3&#x0025;)</td>
<td valign="top" align="center">0.923</td>
</tr>
<tr>
<td valign="top" align="left">COPD, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">23 (67.6&#x0025;)</td>
<td valign="top" align="center">184 (49.5&#x0025;)</td>
<td valign="top" align="center">0.023</td>
</tr>
<tr>
<td valign="top" align="left">Diabetes, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">8 (23.5&#x0025;)</td>
<td valign="top" align="center">80 (21.5&#x0025;)</td>
<td valign="top" align="center">0.901</td>
</tr>
<tr>
<td valign="top" align="left">Smoking, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">9 (26.5&#x0025;)</td>
<td valign="top" align="center">73 (19.6&#x0025;)</td>
<td valign="top" align="center">0.282</td>
</tr>
<tr>
<td valign="top" align="left">Left lesion, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">11 (32.4&#x0025;)</td>
<td valign="top" align="center">148 (39.8&#x0025;)</td>
<td valign="top" align="center">0.933</td>
</tr>
<tr>
<td valign="top" align="left">IBT, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">6 (17.6&#x0025;)</td>
<td valign="top" align="center">9 (2.4&#x0025;)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>SBP, systolic blood pressure; DBP, diastolic blood pressure; CRP, C-reactive protein; LPS, lipopolysaccharide; CAD, coronary artery disease; COPD, chronic obstructive pulmonary disease; IBT, intraoperative blood transfusion.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><label>3.2</label><title>Univariate and multivariate logistic regression analysis</title>
<p>All variables were included in univariate regression analysis, the result showed that NOAF was associated with age, COPD, IBT, and LPS. Inclusion of these variables in multivariate regression analysis using the stepwise forward method revealed that age (OR, 1.102; 95&#x0025; CI: 1.035&#x2013;1.180; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.001), IBT (OR, 4.211; 95&#x0025; CI: 1.177&#x2013;11.518; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.037) and LPS (OR, 1.031; 95&#x0025; CI: 1.001&#x2013;1.042; <italic>P</italic>&#x2009;&#x003D;&#x2009;0.002) were independent risk factors for NOAF during hospitalization in postoperative patients with NSCLC (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>).</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Univariate and multivariate logistic regression analysis for new-onset atrial fibrillation.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">&#x00A0;</th>
<th valign="top" align="center">Univariate</th>
<th valign="top" align="center"/>
<th valign="top" align="center">Multivariate</th>
<th valign="top" align="center"/>
</tr>
<tr>
<th valign="top" align="center">OR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
<th valign="top" align="center">OR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age, years</td>
<td valign="top" align="center">1.089 (1.032&#x2013;1.145)</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">1.102 (1.035&#x2013;1.180)</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">Male, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">2.152 (0.905&#x2013;4.151)</td>
<td valign="top" align="center">0.056</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Hypertension, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">0.825 (0.451&#x2013;1.503)</td>
<td valign="top" align="center">0.592</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">CAD, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">1.500 (0.423&#x2013;3.701)</td>
<td valign="top" align="center">0.328</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Heart failure, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">2.120 (0.452&#x2013;9.89)</td>
<td valign="top" align="center">0.215</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Stroke, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">1.118 (0.322&#x2013;3.951)</td>
<td valign="top" align="center">0.833</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">COPD, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">2.102 (1.114&#x2013;4.105)</td>
<td valign="top" align="center">0.032</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Diabetes, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">0.830 (0.368&#x2013;2.072)</td>
<td valign="top" align="center">0.881</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Smoking, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">1.423 (0.751&#x2013;3.101)</td>
<td valign="top" align="center">0.211</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Left lesion, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">0.993 (0.510&#x2013;1.934)</td>
<td valign="top" align="center">0.984</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">IBT, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">7.071 (2.821&#x2013;17.354)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">4.211 (1.177&#x2013;11.518)</td>
<td valign="top" align="center">0.037</td>
</tr>
<tr>
<td valign="top" align="left">BMI, kg/m<sup>2</sup></td>
<td valign="top" align="center">0.988 (0.891&#x2013;1.048)</td>
<td valign="top" align="center">0.602</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Heart rate, bpm</td>
<td valign="top" align="center">1.028 (1.000&#x2013;1.042)</td>
<td valign="top" align="center">0.052</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">SBP, mmHg</td>
<td valign="top" align="center">0.887 (0.876&#x2013;1.001)</td>
<td valign="top" align="center">0.060</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">DBP, mmHg</td>
<td valign="top" align="center">0.882 (0.864&#x2013;1.005)</td>
<td valign="top" align="center">0.155</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">CRP, mg/L</td>
<td valign="top" align="center">1.023 (0.967&#x2013;1.001)</td>
<td valign="top" align="center">0.307</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">LPS, pg/ml</td>
<td valign="top" align="center">1.051 (1.022&#x2013;1.048)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">1.031 (1.001&#x2013;1.042)</td>
<td valign="top" align="center">0.002</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2"><p>SBP, systolic blood pressure; DBP, diastolic blood pressure; CRP, C-reactive protein; LPS, lipopolysaccharide; CAD, coronary artery disease; COPD, chronic obstructive pulmonary disease; IBT, intraoperative blood transfusion.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3c"><label>3.3</label><title>Predictive value of lipopolysaccharide for NOAF</title>
<p>After incorporating age, IBT and LPS into the ROC, the area under the curve (AUC) values were found to be 0.733 for age, 0.626 for IBT and 0.709 for LPS (<xref ref-type="sec" rid="s11">Supplementary Figures A&#x2013;C</xref>). The AUC was found to be 0.765 after the joint inclusion of age and IBT in the ROC, and the AUC was 0.814 after the addition of LPS (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001) (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>). DeLong test showed that the diagnostic performance of ROC integrating LPS for NOAF was significantly improved (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.010). Based on the results of the multifactorial regression analysis, a traditional model including age and IBT was constructed, and significant improvements in IDI and NRI were observed when LPS was added to the traditional model (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>).</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Receiver operating characteristics (ROC) regarding new-onset AF after surgery for non-small cell lung cancer (DeLong test <italic>P</italic>-value was 0.010). AUC, area under the curve; IBT, intraoperative blood transfusion; LPS, lipopolysaccharide.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-11-1404450-g002.tif"/>
</fig>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>The predictive value of lipopolysaccharide for NOAF.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">AUC (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
<th valign="top" align="center">NRI (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
<th valign="top" align="center">IDI (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Traditional model<xref ref-type="table-fn" rid="table-fn4"><sup>a</sup></xref></td>
<td valign="top" align="center">0.765 (0.705&#x2013;0.824)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">Traditional model&#x2009;&#x002B;&#x2009;LPS</td>
<td valign="top" align="center">0.814 (0.756&#x2013;0.872)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.803 (0.504&#x2013;1.101)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.035 (0.010&#x2013;0.061)</td>
<td valign="top" align="center">0.007</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn3"><p>LPS, lipopolysaccharide; NRI, net reclassification index; IDI, integrated discrimination index; AUC, area under the curve.</p></fn>
<fn id="table-fn4"><label><sup>a</sup></label>
<p>Traditional model including age and intraoperative blood transfusion.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>To our knowledge, this was the first study on the association between NOAF and LPS in postoperative lung cancer patients. The main findings of this study were: higher LPS was associated with the development of NOAF, and it had a better predictive value for NOAF in postoperative patients with NSCLC. In addition, integration of LPS could significantly improve on the NOAF risk model.</p>
<p>Atrial fibrillation (AF) is one of the most common arrhythmias after pulmonary surgery and is associated with increased mortality, hospitalization time and costs (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). Its pathogenesis is complex and may be related to multiple factors. A notable feature of lung stripping is that after removal of one side of the lung, all pulmonary circulation is forced to flow through the remaining pulmonary vessels, increasing the pressure in the pulmonary veins, which may promote the development of AF. In addition, activation of inflammation can play a further role (<xref ref-type="bibr" rid="B20">20</xref>). Previous studies have shown that postoperative NOAF in lung cancer was strongly associated with age (<xref ref-type="bibr" rid="B21">21</xref>), heart rate (<xref ref-type="bibr" rid="B22">22</xref>), hs-CRP (<xref ref-type="bibr" rid="B23">23</xref>), IBT (<xref ref-type="bibr" rid="B24">24</xref>) and COPD (<xref ref-type="bibr" rid="B25">25</xref>). Consistent with these studies, we found that patients with NOAF were older, had higher hs-CRP, heart rate, and LPS, and greater proportions of COPD and IBT compared with the NAF group. In addition, age and IBT were still found to be associated with NOAF after adjustment for the above risk factors. A previous study found that IBT was a predictor of postoperative NOAF in lung cancer, which is consistent with our findings (<xref ref-type="bibr" rid="B3">3</xref>). A possible explanation for this is that an inflammatory immune response is generated by iron and particles in damaged erythrocytes during transfusion (<xref ref-type="bibr" rid="B20">20</xref>). Age had been widely recognized as a risk factor for the development of NOAF in patients after surgical procedures (<xref ref-type="bibr" rid="B21">21</xref>). Amar et al. (<xref ref-type="bibr" rid="B26">26</xref>) evaluated 527 patients who underwent thoracic surgery and they found that patients aged 60 years and older had a significantly higher risk of developing AF. In addition, we innovatively found that LPS was significantly associated with postoperative NOAF in NSCLC patients.</p>
<p>LPS is a cell wall component of Gram-negative bacteria that can cause several cardiovascular diseases once it crosses the intestinal mucosa and enters the body circulation (<xref ref-type="bibr" rid="B27">27</xref>). In a prospective study, Pastori et al. (<xref ref-type="bibr" rid="B28">28</xref>) found that LPS was significantly associated with major adverse cardiovascular events in patients with AF through increased platelet activation. In addition to this, the association between LPS and AF has been confirmed by studies in patients undergoing radiofrequency ablation of AF as well as in patients undergoing cardiac surgery (<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B13">13</xref>). Consistent with these results, we found that LPS and NOAF remained significantly correlated after adjusting for possible confounders. This may be related to the following reasons. It is well known that inflammatory response and oxidative stress were strongly associated with AF, which had likewise been confirmed by many studies in postoperative lung cancer patients (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). It was found that LPS was significantly associated with hs-CRP and IL-6 (<xref ref-type="bibr" rid="B11">11</xref>). In an animal study, LPS-TLR4 interaction was revealed to be an important mechanism leading to systemic inflammation and increasing the risk of AF (<xref ref-type="bibr" rid="B31">31</xref>). In addition, Menichelli et al. (<xref ref-type="bibr" rid="B32">32</xref>) demonstrated in the ATHERO-AF study that LPS can lead to an impaired antioxidant status of the organism. An experimental study have shown that LPS-treated bovine epithelial cells displayed a significant reduction in antioxidant enzyme activities (<xref ref-type="bibr" rid="B33">33</xref>). Indeed, LPS has been shown to be involved in multiple pathways leading to increased production of reactive oxygen species in different cardiac diseases (<xref ref-type="bibr" rid="B34">34</xref>). These studies suggest that inflammatory responses and oxidative stress may be important mechanisms by which LPS triggers AF. Electrical remodeling and structural remodeling are central mechanisms for the development and maintenance of AF. An animal experiments showed that LPS increased the expression of inflammatory cytokines and l-type calcium channel proteins and shortened the effective atrial occlusion period, thereby promoting the development of AF (<xref ref-type="bibr" rid="B30">30</xref>). It has also been reported that LPS, as a potential trigger, could directly alter the function of ionic currents in cardiomyocytes, which together form an arrhythmia axis (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). TGF-&#x03B2;1 is an important marker of atrial fibrosis. Wang M et al. (<xref ref-type="bibr" rid="B11">11</xref>) demonstrated a positive correlation between LPS and TGF-&#x03B2;1, and they also found a correlation between the level of LPS and the diameter of the atria. These results may further support that LPS induced NOAF by promoting electrical remodeling and structural remodeling. The present study also found that LPS has a satisfactory predictive value for NOAF, with significant improvements in both IDI and NRI after the addition of LPS to a conventional model about NOAF. In the clinic, the fact that LPS measurements are accurate, reproducible, and available at a reasonable cost seems to provide additional information for NOAF risk assessment in postoperative lung cancer patients.</p>
<p>This study has some limitations. Firstly, it was a single-center retrospective study, which may have some unavoidable bias. Second, this study was conducted on non-small cell lung cancer patients, so the findings may not be applicable to all patients undergoing lung surgery. Third, only patients who received at least 24&#x2005;h of ECG monitoring were included in this study, which may have introduced some bias. Fourth, although we found that LPS and NOAF were associated, the exact mechanism remains unclear, which may require more basic research to elucidate.</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusion</title>
<p>Elevated LPS is associated with new-onset atrial fibrillation. The addition of LPS can increase the predictability of NOAF in postoperative patients with non-small cell lung cancer.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by The Ethics Committee of the Xuzhou Medical University Affiliated Hospital Sihong Branch. The studies were conducted in accordance with the local legislation and institutional requirements. The ethics committee/institutional review board waived the requirement of written informed consent for participation from the participants or the participants&#x2019; legal guardians/next of kin because written consent was waived owing to the minimal patient risk.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>HX: Writing &#x2013; original draft. JZ: Writing &#x2013; review &#x0026; editing. FY: Writing &#x2013; original draft. YG: Writing &#x2013; original draft.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>The authors declare financial support was received for the research, authorship, and/or publication of this article.</p>
<p>Suqian guiding science and technology plan project (Z202347).</p>
</sec>
<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>
</sec>
<sec id="s12" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fsurg.2024.1404450/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fsurg.2024.1404450/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material id="SD1" content-type="local-data">
<media mimetype="image" mime-subtype="tiff" xlink:href="Image1.tif"/></supplementary-material>
<p>SUPPLEMENTARY FIGURE</p>
<p>Receiver operating characteristics (ROC) regarding new-onset AF after surgery for non-small cell lung cancer. (A) Predictive value of intraoperative blood transfusion for new-onset AF; (B) Predictive value of age for new-onset AF; (C) Predictive value of lipopolysaccharide for new-onset AF. AUC, area under the curve.</p>
</sec>
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