<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xml:lang="EN">
<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.2022.1089930</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>Predictive nomogram for postoperative atrial fibrillation in locally advanced esophageal squamous carcinoma cell with neoadjuvant treatment</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Fang</surname><given-names>Meiqin</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="an1"><sup>&#x2020;</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Chen</surname><given-names>Mingduan</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Du</surname><given-names>Xiaoqiang</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Chen</surname><given-names>Shuchen</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1974340/overview" /></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><addr-line>Fujian Key Laboratory of Vascular Aging</addr-line>, <institution>Fujian Medical University</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><label><sup>2</sup></label><addr-line>Department of Geriatrics</addr-line>, <institution>Fujian Medical University Union Hospital</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff3"><label><sup>3</sup></label><addr-line>Department of Thoracic Surgery</addr-line>, <institution>Fujian Medical University Union Hospital</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff4"><label><sup>4</sup></label><addr-line>Key Laboratory of Cardio-Thoracic Surgery</addr-line>, <institution>Fujian Medical University, Fujian Province University</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff5"><label><sup>5</sup></label><addr-line>Key Laboratory of Ministry of Education for Gastrointestinal Cancer</addr-line>, <institution>Fujian Medical University</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff6"><label><sup>6</sup></label><addr-line>Fujian Key Laboratory of Tumor Microbiology</addr-line>, <institution>Fujian Medical University</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff7"><label><sup>7</sup></label><addr-line>Department of Radiology</addr-line>, <institution>Fujian Medical University Union Hospital</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Long-Qi Chen, Sichuan University, China</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Li Xiangnan, Zhengzhou University, China Zhang Wei, First Affiliated Hospital of Xinjiang Medical University, China</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Shuchen Chen <email>cscdoctor@163.com</email></corresp>
<fn id="an1"><label><sup>&#x2020;</sup></label><p>These authors have contributed equally to this work and share first authorship</p></fn>
<fn fn-type="other" id="fn001"><p><bold>Specialty Section:</bold> This article was submitted to Thoracic Surgery, a section of the journal Frontiers in Surgery</p></fn>
</author-notes>
<pub-date pub-type="epub"><day>04</day><month>01</month><year>2023</year></pub-date>
<pub-date pub-type="collection"><year>2022</year></pub-date>
<volume>9</volume><elocation-id>1089930</elocation-id>
<history>
<date date-type="received"><day>04</day><month>11</month><year>2022</year></date>
<date date-type="accepted"><day>05</day><month>12</month><year>2022</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Fang, Chen, Du and Chen.</copyright-statement>
<copyright-year>2022</copyright-year><copyright-holder>Fang, Chen, Du and Chen</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>
<sec><title>Background</title>
<p>Neoadjuvant therapy following minimally invasive esophagectomy is recommended as the standard treatment for locally advanced esophageal squamous carcinoma cells (ESCC). Postoperative atrial fibrillation (POAF) after esophagectomy is common. We aimed to determine the risk factors and construct a nomogram model to predict the incidence of POAF among patients receiving neoadjuvant therapy.</p>
</sec>
<sec><title>Methods</title>
<p>We retrospectively included patients with ESCC receiving neoadjuvant chemotherapy (nCT), neoadjuvant chemoradiotherapy (nCRT), or neoadjuvant immunochemotherapy (nICT) following minimally invasive esophagectomy (MIE) for analysis. Patients without a history of AF who did not have any AF before surgery and who developed new AF after surgery, were defined as having POAF. We applied a LASSO regression analysis to avoid the collinearity of variables and screen the risk factors. We then applied a multivariate regression analysis to select independent risk factors and constructed a nomogram model to predict POAF. We used the receiver operating characteristic (ROC) curve, calibration curve, and decision curve analysis (DCA) curve to evaluate the nomogram model.</p>
</sec>
<sec><title>Results</title>
<p>A total of 202 patients were included for analysis, with 35 patients receiving nCRT, 88 patients receiving nCT, and 79 patients receiving nICT. POAF occurred in 34 (16.83&#x0025;) patients. There was no significant difference in the distribution of neoadjuvant types between the POAF group and the no POAF group. There was a significant increase in postoperative hospital stay (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.04), hospital expenses (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.01), and comprehensive complication index (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). The LASSO analysis screened the following as risk factors: blood loss; ejection fraction (EF); forced expiratory volume in 1 s; preoperative albumin (Alb); postoperative hemoglobin (Hb); preoperative Hb; hypertension; time to surgery; age; and left atrial (LA) diameter. Further, preoperative Alb &#x2264;41.2&#x2005;g/L (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), preoperative Hb &#x003E;149&#x2005;g/L (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.01), EF &#x003E;67.61&#x0025; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.008), and LA diameter &#x003E;32.9&#x2005;mm (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.03) were determined as independent risk factors of POAF in the multivariate logistic analysis. The nomogram had an area under the curve (AUC) of 0.77. The Briser score of the calibration curve was 0.12. The DCA confirmed good clinical value.</p>
</sec>
<sec><title>Conclusions</title>
<p>Preoperative Alb &#x2264;41.2&#x2005;g/L, LA diameter &#x003E;32.9&#x2005;mm, preoperative Hb &#x003E;149&#x2005;g/L, and EF &#x003E;67.61&#x0025; were determined as the risk factors for POAF among patients with ESCC. A novel and valuable nomogram was constructed and validated to help clinicians evaluate the risk of POAF and take personalized treatment plans.</p>
</sec>
</abstract>
<kwd-group>
<kwd>esophageal squamous carcinoma cell</kwd>
<kwd>neoadjuvant treatment</kwd>
<kwd>postoperative atrial fibrillation</kwd>
<kwd>risk factors</kwd>
<kwd>nomogram model</kwd>
</kwd-group>
<contract-num rid="cn001">2020J011004</contract-num>
<contract-num rid="cn002">2020CXA028</contract-num>
<contract-num rid="cn003">2021HX003</contract-num>
<contract-num rid="cn004">2020Y9076</contract-num>
<contract-num rid="cn005">82273415</contract-num>
<contract-sponsor id="cn001">Key Laboratory of Cardio-Thoracic Surgery (Fujian Medical University), Fujian Province University; the Natural Science Foundation in Fujian Province</contract-sponsor>
<contract-sponsor id="cn002">Fujian Provincial Health Technology Project</contract-sponsor>
<contract-sponsor id="cn003">cohort study of the School of Public Health, Fujian Medical University</contract-sponsor>
<contract-sponsor id="cn004">Joint Funds for the Innovation of Science and Technology, Fujian Province</contract-sponsor>
<contract-sponsor id="cn005">National Nature Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="25"/><page-count count="0"/><word-count count="0"/></counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro"><title>Introduction</title>
<p>Esophageal squamous carcinoma cell (ESCC) is the primary subtype of esophageal cancer (EC) in Asia, especially in China (<xref ref-type="bibr" rid="B1">1</xref>). A combination of neoadjuvant therapy and surgery is recommended as the standard treatment for locally advanced ESCC. There is still no consensus on neoadjuvant therapy. Compared with surgery alone, both neoadjuvant chemotherapy (nCT) and neoadjuvant chemoradiotherapy (nCRT) have been confirmed to improve overall survival and disease-free survival (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). The nCRT pattern is recommended as the first choice in the national comprehensive cancer network (NCCN) and Chinese society of clinical oncology (CSCO) guidelines. However, due to unpromising long-term survival and the high distant recurrence incidence, the exploration of novel treatment patterns is necessary. Phase II clinical trials showed that neoadjuvant immunochemotherapy (nICT) had a promising pathological response and manageable adverse events (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>With the development of minimally invasive esophagectomy (MIE), morbidity and mortality have reduced (<xref ref-type="bibr" rid="B6">6</xref>); however, complications (especially pneumonia, anastomotic leakage, and atrial fibrillation) after MIE are still high, and management is still challenging. Among patients with solid cancers, patients with EC had the highest risk of atrial fibrillation [adjusted sub-distribution hazard ratio (HR) 2.69; 95&#x0025; confidence interval (CI) 2.45&#x2013;2.95] (<xref ref-type="bibr" rid="B7">7</xref>). In patients who underwent esophagectomy, postoperative atrial fibrillation (POAF) was highly associated with postoperative infectious complications (<xref ref-type="bibr" rid="B8">8</xref>). A recent meta-analysis showed that the incidence of POAF was 16.5&#x0025;, and patients with POAF had a higher risk of anastomotic leakage, pneumonia, death, and other adverse events (<xref ref-type="bibr" rid="B9">9</xref>). In addition, a 21-year follow-up cohort showed that POAF was associated with poorer long-term survival after esophagectomy (HR 2.99, 95&#x0025; CI&#x003D;1.37&#x2013;6.53). Further, POAF increased the risk of stroke, cognitive decline, and depression, reduced the quality of life, and brought a great burden to patients and the medical system (<xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>Previous reports indicated that the application of neoadjuvant treatment contributed to the occurrence of POAF (<xref ref-type="bibr" rid="B11">11</xref>). Considering the promotion of neoadjuvant treatment plus esophagectomy, it is of clinical importance to understand the risk factors of POAF among patients receiving neoadjuvant therapy (nCT, nCRT, or nICT). The aim of the present study was to determine the risk factors of POAF among patients receiving neoadjuvant therapy and construct a nomogram model to help clinicians evaluate the risk of POAF and take personalized treatment plans. Another concern was whether POAF was associated with the types of neoadjuvant treatment.</p>
</sec>
<sec id="s2"><title>Materials and methods</title>
<sec id="s2a"><title>Patient selection</title>
<p>This was a retrospective analysis based on a prospectively collected dataset. The inclusion criteria were as follows: (1) diagnosed with ESCC; (2) clinical stage in the range of II&#x2013;IVA; (3) receiving nCT, nCRT, or nICT; (4) undergoing radical transthoracic MIE (including robotic-assisted and video-assisted); and (5) without AF before operation. The exclusion criteria were as follows: (1) a history of heart failure or preoperative AF; (2) severe liver and kidney dysfunction; (3) unresectable tumors or metastases during exploratory surgery; (4) cervical EC; and (5) laryngopharyngeal carcinoma-esophagectomy. This study was approved by the ethics committee at Fujian Medical University Union Hospital. In addition, this study was conducted in strict accordance with the Declaration of Helsinki (1964).</p>
</sec>
<sec id="s2b"><title>Data collection and definition of variables</title>
<p>The patients&#x0027; demographic characteristics [sex, age, body mass index (BMI], smoking history, drinking history, preoperative complications, American society of anesthesiologists (ASA) status), preoperative examinations [preoperative albumin, preoperative hemoglobin (Hb), ejection fraction (EF), forced expiratory volume in 1 s (FEV1)], neoadjuvant treatment (types, time to surgery), tumor characteristics (tumor location, pathological grade, pathological T stage, pathological N stage, lymph nodes removed number), surgery (types, surgical time, blood loss), and postoperative information [comprehensive complication index (CCI), hospital stay, thoracic tube stay, hospital expenses] were collected for analysis.</p>
<p>POAF was the primary outcome of this study. Patients without a history of AF who did not have any type of AF before surgery and who developed new AF after surgery, were defined as POAF. The tumor location was divided into upper third, middle third, and lower third. The pathological TNM stage used in this study was the 8th AJCC staging system. Neoadjuvant treatment included nCT, nCRT, and nICT. The CCI was developed based on the Clavien&#x2013;Dindo classification system to measure the severity of postoperative complications. The calculation was conducted at <ext-link ext-link-type="uri" xlink:href="www.assessurgery.com">www.assessurgery.com</ext-link>.</p>
</sec>
<sec id="s2c"><title>Statistical analysis</title>
<p>First, we divided the patients into a POAF group and no POAF group. We expressed the continuous data as mean&#x2009;&#x00B1;&#x2009;standard deviation or median (interquartile range) and the categorical data as numbers (percentages). The comparisons of baseline characteristics and postoperative information were compared. The Student&#x0027;s <italic>t</italic>-test or Mann&#x2013;Whitney <italic>U</italic> test was used for continuous variables, and the chi-square test or Fisher&#x0027;s exact test was used for categorical variables. The continuous variables were converted into categorical variables according to the optimal cutoff value of the receiver operator characteristic (ROC) curve or clinical experience. Second, due to the relatively large number of variables and to avoid the collinearity of variables, we used the LASSO regression model to screen the variables. The principle of LASSO regression screening the variables is to compress the regression coefficients of each variable in the form of a penalty increase (<xref ref-type="bibr" rid="B12">12</xref>). Further, we also conducted cross-validation to verify the Lasso regression model. Third, the risk factors screened by the LASSO regression model were included in a multivariate logistic regression model to further determine the independent risk factors. Four, a nomogram model was constructed based on the screened independent risk factors. We evaluated the predictive ability of the nomogram by ROC and area under the curve (AUC) values. We measured the agreement between predicted and actual results by calibration curves. We further evaluated the clinical value of the nomogram model by decision curve analysis (DCA). We conducted the statistical analysis using R software (version 3.6.3) and Python (version 3.7). The two-sided <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 was considered statistically significant in this study.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><title>Results</title>
<sec id="s3a"><title>Comparisons of preoperative characteristics between the POAF and no POAF groups</title>
<p>A total of 202 patients were included for analysis. POAF occurred in 34 (16.83&#x0025;) patients. There were 35 patients receiving nCRT, 88 patients receiving nCT, and 79 patients receiving nICT. There was a significant difference in age, preoperative ALB, preoperative Hb, EF, and FEV1 between the POAF and no POAF groups (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). There were no statistically significant differences between the POAF and no POAF groups in BMI, smoking history, drinking history, ASA status, blood loss, surgical time, MIE type, lymph nodes moved number, tumor location, pathological grade, pathological T stage, pathological N stage, neoadjuvant type, left atrial (LA) diameter, and time to surgery (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). The details of comparisons of baseline characteristics between the POAF and no POAF groups are presented in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Comparisons of demographic and clinicopathological characteristics between the POAF group and no POAF group.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Contents</th>
<th valign="top" align="center">Variables</th>
<th valign="top" align="center">Total (<italic>n</italic>&#x2009;&#x003D;&#x2009;202)</th>
<th valign="top" align="center">No POAF (<italic>n</italic>&#x2009;&#x003D;&#x2009;168)</th>
<th valign="top" align="center">POAF (<italic>n</italic>&#x2009;&#x003D;&#x2009;34)</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="left">&#x2266;62</td>
<td valign="top" align="center">113 (55.94)</td>
<td valign="top" align="center">102 (60.71)</td>
<td valign="top" align="center">11 (32.35)</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;62</td>
<td valign="top" align="center">89 (44.06)</td>
<td valign="top" align="center">66 (39.29)</td>
<td valign="top" align="center">23 (67.65)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">BMI</td>
<td valign="top" align="left">&#x2266;20.54</td>
<td valign="top" align="center">57 (28.22)</td>
<td valign="top" align="center">50 (29.76)</td>
<td valign="top" align="center">7 (20.59)</td>
<td valign="top" align="center">0.28</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;20.54</td>
<td valign="top" align="center">145 (71.78)</td>
<td valign="top" align="center">118 (70.24)</td>
<td valign="top" align="center">27 (79.41)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Smoking history</td>
<td valign="top" align="left">No</td>
<td valign="top" align="center">87 (43.07)</td>
<td valign="top" align="center">71 (42.26)</td>
<td valign="top" align="center">16 (47.06)</td>
<td valign="top" align="center">0.61</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">115 (56.93)</td>
<td valign="top" align="center">97 (57.74)</td>
<td valign="top" align="center">18 (52.94)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Drinking history</td>
<td valign="top" align="left">No</td>
<td valign="top" align="center">147 (72.77)</td>
<td valign="top" align="center">122 (72.62)</td>
<td valign="top" align="center">25 (73.53)</td>
<td valign="top" align="center">0.91</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">55 (27.28)</td>
<td valign="top" align="center">46 (27.38)</td>
<td valign="top" align="center">9 (26.47)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Hypertension</td>
<td valign="top" align="left">No</td>
<td valign="top" align="center">166 (82.18)</td>
<td valign="top" align="center">144 (85.71)</td>
<td valign="top" align="center">22 (64.71)</td>
<td valign="top" align="center">0.004</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">36 (17.82)</td>
<td valign="top" align="center">24 (14.29)</td>
<td valign="top" align="center">12 (35.29)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Diabetes</td>
<td valign="top" align="left">No</td>
<td valign="top" align="center">191 (94.55)</td>
<td valign="top" align="center">160 (95.24)</td>
<td valign="top" align="center">31 (91.18)</td>
<td valign="top" align="center">0.34</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">11 (5.45)</td>
<td valign="top" align="center">8 (4.76)</td>
<td valign="top" align="center">3 (8.82)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Coronary heart disease</td>
<td valign="top" align="left">No</td>
<td valign="top" align="center">196 (97.03)</td>
<td valign="top" align="center">164 (97.62)</td>
<td valign="top" align="center">32 (94.12)</td>
<td valign="top" align="center">0.27</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">6 (2.97)</td>
<td valign="top" align="center">4 (2.38)</td>
<td valign="top" align="center">2 (5.88)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ASA status</td>
<td valign="top" align="left">&#x2266;2</td>
<td valign="top" align="center">175 (86.63)</td>
<td valign="top" align="center">145 (86.31)</td>
<td valign="top" align="center">30 (88.24)</td>
<td valign="top" align="center">0.76</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;2</td>
<td valign="top" align="center">27 (13.37)</td>
<td valign="top" align="center">23 (13.69)</td>
<td valign="top" align="center">4 (11.76)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">EF</td>
<td valign="top" align="left">&#x2266;67.6&#x0025;</td>
<td valign="top" align="center">104 (51.49)</td>
<td valign="top" align="center">93 (55.36)</td>
<td valign="top" align="center">11 (32.35)</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;67.6&#x0025;</td>
<td valign="top" align="center">98 (48.51)</td>
<td valign="top" align="center">75 (44.64)</td>
<td valign="top" align="center">23 (67.65)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">FEV1</td>
<td valign="top" align="left">&#x2266;2.38</td>
<td valign="top" align="center">76 (37.62)</td>
<td valign="top" align="center">57 (33.93)</td>
<td valign="top" align="center">19 (55.88)</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;2.38</td>
<td valign="top" align="center">126 (62.38)</td>
<td valign="top" align="center">111 (66.07)</td>
<td valign="top" align="center">15 (44.12)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">LA (mm)</td>
<td valign="top" align="left">&#x2266;32.9</td>
<td valign="top" align="center">141 (69.80)</td>
<td valign="top" align="center">120 (71.43)</td>
<td valign="top" align="center">21 (61.76)</td>
<td valign="top" align="center">0.04</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;32.9</td>
<td valign="top" align="center">61 (30.20)</td>
<td valign="top" align="center">48 (28.57)</td>
<td valign="top" align="center">13 (38.24)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Preoperation alb (g/L)</td>
<td valign="top" align="left">&#x2266;41.2</td>
<td valign="top" align="center">119 (58.91)</td>
<td valign="top" align="center">90 (53.57)</td>
<td valign="top" align="center">29 (85.29)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;41.2</td>
<td valign="top" align="center">83 (41.09)</td>
<td valign="top" align="center">78 (46.43)</td>
<td valign="top" align="center">5 (14.71)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Post D1 Alb (g/L)</td>
<td valign="top" align="left">&#x2266;31</td>
<td valign="top" align="center">46 (22.77)</td>
<td valign="top" align="center">35 (20.83)</td>
<td valign="top" align="center">11 (32.35)</td>
<td valign="top" align="center">0.14</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;31</td>
<td valign="top" align="center">156 (77.23)</td>
<td valign="top" align="center">133 (79.17)</td>
<td valign="top" align="center">23 (67.65)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Preoperation Hb (g/L)</td>
<td valign="top" align="left">&#x2266;149</td>
<td valign="top" align="center">189 (93.56)</td>
<td valign="top" align="center">160 (95.24)</td>
<td valign="top" align="center">29 (85.29)</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;149</td>
<td valign="top" align="center">13 (6.44)</td>
<td valign="top" align="center">8 (4.76)</td>
<td valign="top" align="center">5 (14.71)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Post D1 Hb (g/L)</td>
<td valign="top" align="left">&#x2266;138</td>
<td valign="top" align="center">176 (87.13)</td>
<td valign="top" align="center">149 (88.69)</td>
<td valign="top" align="center">27 (79.41)</td>
<td valign="top" align="center">0.14</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;138</td>
<td valign="top" align="center">26 (12.87)</td>
<td valign="top" align="center">19 (11.31)</td>
<td valign="top" align="center">7 (20.59)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Time to surgery (day)</td>
<td valign="top" align="left">&#x2266;44</td>
<td valign="top" align="center">124 (61.39)</td>
<td valign="top" align="center">99 (58.93)</td>
<td valign="top" align="center">25 (73.53)</td>
<td valign="top" align="center">0.11</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;44</td>
<td valign="top" align="center">78 (38.61)</td>
<td valign="top" align="center">69 (41.07)</td>
<td valign="top" align="center">9 (26.47)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Tumor location</td>
<td valign="top" align="left">Upper third</td>
<td valign="top" align="center">22 (10.89)</td>
<td valign="top" align="center">15 (8.93)</td>
<td valign="top" align="center">7 (20.59)</td>
<td valign="top" align="center">0.13</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Middle third</td>
<td valign="top" align="center">111 (54.95)</td>
<td valign="top" align="center">95 (56.55)</td>
<td valign="top" align="center">16 (47.06)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Lower third</td>
<td valign="top" align="center">69 (34.16)</td>
<td valign="top" align="center">58 (34.52)</td>
<td valign="top" align="center">11 (32.35)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Neoadjuvant type</td>
<td valign="top" align="left">nCRT</td>
<td valign="top" align="center">35 (17.33)</td>
<td valign="top" align="center">31 (18.45)</td>
<td valign="top" align="center">4 (11.77)</td>
<td valign="top" align="center">0.09</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">nCT</td>
<td valign="top" align="center">88 (43.56)</td>
<td valign="top" align="center">77 (45.83)</td>
<td valign="top" align="center">11 (32.35)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">nICT</td>
<td valign="top" align="center">79 (39.11)</td>
<td valign="top" align="center">60 (35.71)</td>
<td valign="top" align="center">19 (55.88)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Surgical time (min)</td>
<td valign="top" align="left">&#x2266;300</td>
<td valign="top" align="center">78 (38.61)</td>
<td valign="top" align="center">65 (38.69)</td>
<td valign="top" align="center">13 (38.24)</td>
<td valign="top" align="center">0.96</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;300</td>
<td valign="top" align="center">124 (61.39)</td>
<td valign="top" align="center">103 (61.31)</td>
<td valign="top" align="center">21 (61.76)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Blood loss (ml)</td>
<td valign="top" align="left">&#x2266;150</td>
<td valign="top" align="center">173 (85.64)</td>
<td valign="top" align="center">147 (87.50)</td>
<td valign="top" align="center">26 (76.47)</td>
<td valign="top" align="center">0.09</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;150</td>
<td valign="top" align="center">29 (14.36)</td>
<td valign="top" align="center">21 (12.50)</td>
<td valign="top" align="center">8 (23.53)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">MIE type</td>
<td valign="top" align="left">Video-assisted</td>
<td valign="top" align="center">169 (83.66)</td>
<td valign="top" align="center">143 (85.12)</td>
<td valign="top" align="center">26 (76.47)</td>
<td valign="top" align="center">0.21</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Robotic-assisted</td>
<td valign="top" align="center">33 (16.34)</td>
<td valign="top" align="center">25 (14.88)</td>
<td valign="top" align="center">8 (23.53)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ypG</td>
<td valign="top" align="left">G0</td>
<td valign="top" align="center">43 (21.29)</td>
<td valign="top" align="center">35 (20.83)</td>
<td valign="top" align="center">8 (23.53)</td>
<td valign="top" align="center">0.35</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">G1</td>
<td valign="top" align="center">33 (16.34)</td>
<td valign="top" align="center">31 (18.45)</td>
<td valign="top" align="center">2 (5.88)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">G2</td>
<td valign="top" align="center">47 (23.27)</td>
<td valign="top" align="center">38 (22.62)</td>
<td valign="top" align="center">9 (26.47)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">G3</td>
<td valign="top" align="center">79 (39.11)</td>
<td valign="top" align="center">64 (38.10)</td>
<td valign="top" align="center">15 (44.12)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ypT</td>
<td valign="top" align="left">T0</td>
<td valign="top" align="center">43 (21.29)</td>
<td valign="top" align="center">35 (20.83)</td>
<td valign="top" align="center">8 (23.53)</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">T1&#x2013;2</td>
<td valign="top" align="center">66 (32.67)</td>
<td valign="top" align="center">56 (33.33)</td>
<td valign="top" align="center">10 (29.41)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">T3&#x2013;4</td>
<td valign="top" align="center">93 (46.04)</td>
<td valign="top" align="center">77 (45.83)</td>
<td valign="top" align="center">16 (47.06)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ypN</td>
<td valign="top" align="left">N0</td>
<td valign="top" align="center">110 (54.46)</td>
<td valign="top" align="center">90 (53.57)</td>
<td valign="top" align="center">20 (58.82)</td>
<td valign="top" align="center">0.58</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">N&#x002B;</td>
<td valign="top" align="center">92 (45.54)</td>
<td valign="top" align="center">78 (46.43)</td>
<td valign="top" align="center">14 (41.18)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Lymph nodes moved number</td>
<td valign="top" align="left">&#x2266;38</td>
<td valign="top" align="center">138 (68.32)</td>
<td valign="top" align="center">118 (70.24)</td>
<td valign="top" align="center">20 (58.82)</td>
<td valign="top" align="center">0.19</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x003E;38</td>
<td valign="top" align="center">64 (31.68)</td>
<td valign="top" align="center">50 (29.76)</td>
<td valign="top" align="center">14 (41.18)</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>POAF, postoperative atrial fibrillation; BMI, body mass index; Hb, hemoglobin; Alb, albumin; FEV1, forced expiratory volume in one second; EF, ejection fraction; MIE, minimally invasive esophagectomy; LA, left atrial.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Compared with the no POAF group, the POAF group had an increase in postoperative hospital stay (median 11 days vs. 10 days), CCI (median 32.00 vs. 22.60), and hospital expenses (median 99707.22 yuan vs. 88916.27 yuan). There was no significant difference in total hospital stay and thoracic drainage tube stays (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). The details of the comparisons of perioperative outcomes were summarized in <xref ref-type="table" rid="T2">Table&#x00A0;2</xref> and presented in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>.</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>(<bold>A</bold>) Comparison of thoracic tube stay between POAF group and no POAF group; (<bold>B</bold>) Comparison of CCI between POAF group and no POAF group; (<bold>C</bold>) Comparison of hospital expenses between POAF group and no POAF group; (<bold>D</bold>) Comparison of postoperative hospital stay between POAF group and no POAF group. POAF, postoperative atrial fibrillation; CCI, comprehensive complication index.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-09-1089930-g001.tif"/>
</fig>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Comparisons of perioperative outcomes between the POAF group and no POAF group.</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">Contents</th>
<th valign="top" align="center">Total (<italic>n</italic>&#x2009;&#x003D;&#x2009;202)</th>
<th valign="top" align="center">No POAF (<italic>n</italic>&#x2009;&#x003D;&#x2009;168)</th>
<th valign="top" align="center">POAF (<italic>n</italic>&#x2009;&#x003D;&#x2009;34)</th>
<th valign="top" align="center"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Thoracic drainage tube stay (days)</td>
<td valign="top" align="center">10.90&#x2009;&#x00B1;&#x2009;8.02</td>
<td valign="top" align="center">10.22&#x2009;&#x00B1;&#x2009;6.51</td>
<td valign="top" align="center">14.33&#x2009;&#x00B1;&#x2009;12.72</td>
<td valign="top" align="center">0.08</td>
</tr>
<tr>
<td valign="top" align="left">Postoperative hospital stay (days)</td>
<td valign="top" align="center">10[8,14]</td>
<td valign="top" align="center">10[8,13]</td>
<td valign="top" align="center">11[9,27]</td>
<td valign="top" align="center">0.04</td>
</tr>
<tr>
<td valign="top" align="left">Total hospital stay (days)</td>
<td valign="top" align="center">16[12,24]</td>
<td valign="top" align="center">16[12,24]</td>
<td valign="top" align="center">16[13,35]</td>
<td valign="top" align="center">0.16</td>
</tr>
<tr>
<td valign="top" align="left">CCI</td>
<td valign="top" align="center">24.20[8.70,32.00]</td>
<td valign="top" align="center">22.60[8.70,28.90]</td>
<td valign="top" align="center">32.00[25.70,44.30]</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Hospital expenses (RMB)</td>
<td valign="top" align="center">89,623.27[79,549.69,107,293.68]</td>
<td valign="top" align="center">88,916.27[79,113.85,103,342.57]</td>
<td valign="top" align="center">99,707.22[84,003.12,134,154.56]</td>
<td valign="top" align="center">0.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2"><p>POAF, postoperative atrial fibrillation; CCI, comprehensive complication index; RMB, ren min bi.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><title>Screening predictive factors using LASSO logistic regression analysis</title>
<p>LASSO regression analysis (<xref ref-type="fig" rid="F2">Figure&#x00A0;2A</xref>) and cross-validation (<xref ref-type="fig" rid="F2">Figure&#x00A0;2B</xref>) were performed for each influencing factor, and the independent variables were further screened. The value with the smallest verification error (<italic>&#x03BB;</italic>&#x2009;&#x003D;&#x2009;0.12) was selected to fit the regression model, and there were 10 variables of the model in total, including blood loss, EF, FEV1, preoperative Alb, postoperative D1 Hb, preoperative Hb, hypertension, time to surgery, age, and LA diameter. Further, multivariate logistic regression, including the above 10 predictive factors, was conducted to determine the independent risk factors. Preoperative Alb &#x2266;41.2&#x2005;g/L (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), preoperative Hb &#x003E;149&#x2005;g/L (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.01), EF &#x003E;67.61&#x0025; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.008), and LA diameter &#x003E;32.9&#x2005;mm (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.03) were determined as the independent risk factors of POAF. The results of multivariate logistic regression are summarized in <xref ref-type="table" rid="T3">Table&#x00A0;3</xref>.</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>(<bold>A</bold>) The regression analysis of influence factors based on Lasso analysis for variable selection; (<bold>B</bold>) the cross-validation of the regression model.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-09-1089930-g002.tif"/>
</fig>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Multivariate logistic analysis of postoperative 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"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Predictor</th>
<th valign="top" align="center" colspan="4">Before selection</th>
<th valign="top" align="center" colspan="4">After selection</th>
</tr>
<tr>
<th valign="top" align="center"><italic>p</italic></th>
<th valign="top" align="center">OR</th>
<th valign="top" align="center">Lower</th>
<th valign="top" align="center">Upper</th>
<th valign="top" align="center"><italic>p</italic></th>
<th valign="top" align="center">Odds ratio</th>
<th valign="top" align="center">Lower</th>
<th valign="top" align="center">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Blood loss&#x2009;&#x2266;&#x2009;150&#x2005;ml</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Blood loss&#x2009;&#x003E;&#x2009;150&#x2005;ml</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">1.90</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">5.64</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">FEV1&#x2009;&#x2266;&#x2009;2.38&#x2005;L</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">FEV1&#x2009;&#x003E;&#x2009;2.38&#x2005;L</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">1.16</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">EF&#x2009;&#x2266;&#x2009;67.61&#x0025;</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">EF&#x2009;&#x003E;&#x2009;67.61&#x0025;</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">2.99</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="center">8.31</td>
<td valign="top" align="center">0.008</td>
<td valign="top" align="center">3.23</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">8.06</td>
</tr>
<tr>
<td valign="top" align="left">Preoperation Alb&#x2009;&#x2266;&#x2009;41.2&#x2005;g/L</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Preoperation Alb&#x2009;&#x003E;&#x2009;41.2&#x2005;g/L</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.37</td>
</tr>
<tr>
<td valign="top" align="left">Postoperation D1 Hb&#x2009;&#x2266;&#x2009;138&#x2005;g/L</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Postoperation D1 Hb&#x2009;&#x003E;&#x2009;138&#x2005;g/L</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">3.55</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">13.39</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Preoperation Hb&#x2009;&#x2266;&#x2009;149&#x2005;g/L</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Preoperation Hb&#x2009;&#x003E;&#x2009;149&#x2005;g/L</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">6.46</td>
<td valign="top" align="center">1.27</td>
<td valign="top" align="center">33.99</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">5.82</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">24.23</td>
</tr>
<tr>
<td valign="top" align="left">Hypertension no</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Hypertension yes</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">2.30</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">6.25</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Time to surgery&#x2009;&#x2266;&#x2009;44 days</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Time to surgery&#x2009;&#x003E;&#x2009;44 days</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Age&#x2009;&#x2266;&#x2009;62 years</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Age&#x2009;&#x003E;&#x2009;62 years</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">2.35</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">6.39</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">LA diameter&#x2009;&#x2266;&#x2009;32.9&#x2005;mm</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">LA diameter&#x2009;&#x003E;&#x2009;32.9&#x2005;mm</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">3.33</td>
<td valign="top" align="center">1.21</td>
<td valign="top" align="center">9.59</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">2.67</td>
<td valign="top" align="center">1.09</td>
<td valign="top" align="center">6.64</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn3"><p>OR, odds ratio; Hb, hemoglobin; Alb, albumin; FEV1, forced expiratory volume in one second; EF, ejection fraction; LA, left atrial.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3c"><title>Development and validation of a nomogram model</title>
<p>We used the independent risk factors determined by the LASSO logistic regression strategy; we developed a nomogram model to predict POAF (<xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>). The AUC of the established nomogram model was 0.76 (95&#x0025; CI 0.69&#x2013;0.86), which indicated the good discriminative ability of the model (<xref ref-type="fig" rid="F4">Figure&#x00A0;4A</xref>). In addition, the AUC of the nomogram model was superior to each factor included in the model (<xref ref-type="fig" rid="F4">Figure&#x00A0;4B</xref>). The Briser score of the calibration curve was 0.12, which indicated that the predicted results were highly consistent with the actual results (<xref ref-type="fig" rid="F4">Figure&#x00A0;4C</xref>). The DCA indicated that this nomogram model had a high clinical application value (<xref ref-type="fig" rid="F4">Figure&#x00A0;4D</xref>).</p>
<fig id="F3" position="float"><label>Figure 3</label>
<caption><p>The nomogram model to predict postoperative atrial fibrillation among patients receiving neoadjuvant therapy and minimally invasive esophagectomy.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-09-1089930-g003.tif"/>
</fig>
<fig id="F4" position="float"><label>Figure 4</label>
<caption><p>(<bold>A</bold>) Receiver operating characteristic (ROC) curves of the established nomogram model; (<bold>B</bold>) Comparison of ROC curves between the established nomogram model and the constructed factors; (<bold>C</bold>) Calibration curve of the established nomogram model; (<bold>D</bold>) Decision curve analysis of the established nomogram model.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-09-1089930-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><title>Discussion</title>
<p>POAF is a common complication after esophagectomy, and the overall incidence of POAF in this study was 16.83&#x0025; (34/202). Compared with non-esophageal surgery, patients undergoing esophagectomy had a higher incidence of POAF (17.66&#x0025; vs 7.63&#x0025;) (<xref ref-type="bibr" rid="B13">13</xref>). There was a significant increase in postoperative hospital stay (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.04), hospital expenses (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.01), and CCI (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Therefore, the identification of independent risk factors and the development of an accurate predictive model for POAF are critical for optimal treatment planning in high-risk individuals with MIE after neoadjuvant therapy. Preoperative Alb &#x2266;41.2&#x2005;g/L, LA diameter &#x003E;32.9&#x2005;mm, preoperative Hb &#x003E;149&#x2005;g/L, and EF &#x003E;67.61&#x0025; were identified as the independent risk factors for POAF, and a novel nomogram model was constructed to predict POAF. The model not only showed the good discriminative ability but also had the best agreement between the predicted results and the observed results. Based on this nomogram model, each prognostic factor was quantified and visualized with a nomogram model to predict the probability of POAF. By using this predictive nomogram, physicians could judge individual risk, predict outcomes, personalize treatment, and take preventive measures for patients at high risk.</p>
<p>In this study, we determined LA diameter &#x2265;32.9&#x2005;mm as an independent risk factor of POAF. Nagatsuka et al. investigated 200 patients undergoing esophagectomy for EC and determined a LA diameter &#x2265;36.0&#x2005;mm [odds ratio (OR) 2.47, 95&#x0025; CI 1.06&#x2013;5.71] as an independent risk factor (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.035) (<xref ref-type="bibr" rid="B14">14</xref>). A relationship between LA diameter and AF has been proposed in the general population. One hypothesized direct underlying cause of AF is the result of organic changes in the &#x201C;remodeling&#x201D; of the left atrium to maintain a normal sinus rhythm. Increased left ventricular diastolic blood pressure during diastolic dysfunction is associated with increased left ventricular diastolic blood pressure. With the increase of left atrial pressure, atrial wall extension increases and atrial remodeling occurs (<xref ref-type="bibr" rid="B15">15</xref>). Interestingly, we also found that left ventricular EF &#x003E;67.61&#x0025; was an independent risk factor of POAF. This finding seemed to be inconsistent with previous reports. Zacharias et al. enrolled a total of 8,051 consecutive cardiac surgery patients and found that EF &#x003C;40&#x0025; (OR 1.16, 95&#x0025; CI 1.03&#x2013;1.31) was an independent risk factor of POAF (<xref ref-type="bibr" rid="B16">16</xref>). However, a large cohort study (203,135 patients from Pennsylvania and 35,976 patients from New Zealand) investigated the relationship between left ventricular ejection fraction (LVEF) and mortality, and they found an HR of 1.71 (95&#x0025; CI 1.64&#x2013;1.77) at LVEF of &#x2265;70&#x0025; and an HR of 1.73 (95&#x0025; CI 1.66&#x2013;1.80) at LVEF of 35&#x0025;&#x2013;40&#x0025;, which indicated a U curve relation between LVEF and mortality (<xref ref-type="bibr" rid="B17">17</xref>). Another analysis of 2,867 ICU patients (including 324 patients with EF &#x003E;70&#x0025;) showed that the presence of EF &#x003E;70&#x0025; increased 28-day mortality (OR 1.39, 95&#x0025; CI 1.04&#x2013;1.84) (<xref ref-type="bibr" rid="B18">18</xref>). This finding first suggested the association between the high LVEF and the POAF. Further studies are necessary to explore the mechanisms.</p>
<p>There are still limited studies focusing on the relationship between preoperative serum Alb and POAF among patients undergoing esophagectomy. Zhong et al. explored the association between serum Alb and paroxysmal AF based on a Chinese cohort of 305 patients with AF and 610 patients without AF and found that low Alb in male patients is a risk factor for paroxysmal AF (<xref ref-type="bibr" rid="B19">19</xref>). Liao et al. conducted a large-scale epidemiological and Mendelian randomization (MR) study and found that the serum Alb level was negatively correlated with the incidence of AF, but the causal relationship between serum Alb level and AF was not clarified (<xref ref-type="bibr" rid="B20">20</xref>). In this study, we found that preoperative Alb &#x2266;41.2&#x2005;g/L was associated with a higher incidence of POAF. This finding supports that low Alb contributed to the occurrence of POAF. Serum Alb plays important roles in anti-inflammatory, antioxidant, anticoagulant, antiplatelet aggregation, and colloid osmotic effects. One recent dose&#x2013;response analysis showed that for each increase of 10 g/L in serum Alb, the risk of AF would decrease by 36&#x0025; (<xref ref-type="bibr" rid="B21">21</xref>). Present evidence supports that hypoalbuminemia is a modifiable risk factor associated with cardiovascular events (<xref ref-type="bibr" rid="B22">22</xref>). In future studies, it would be interesting to explore the relationship between preoperative nutrition and the incidence of POAF among patients with ESCC. Similarly, there are still no reports investigating the relationship between high Hb and POAF among patients with ESCC. Recently, Nakatani et al. found that high Hb is an independent risk factor of new-onset AF among patients with heart failure with preserved EF (<xref ref-type="bibr" rid="B23">23</xref>). Commonly, patients with paroxysmal AF often have elevated Hb in clinical practice (<xref ref-type="bibr" rid="B24">24</xref>). One explanation was that polyuria induced by the excess secretion of atrial natriuretic peptide contributed to the high Hb in patients with AF.</p>
<p>At present, there are different opinions on whether to take preventive treatment for POAF (<xref ref-type="bibr" rid="B25">25</xref>). Rao et al. held the opinion that the simple prevention of POAF, including using prophylactic drugs, was unlikely to improve long-term survival and unlikely to be cost-effective (<xref ref-type="bibr" rid="B11">11</xref>). However, the model including age and neoadjuvant therapy established by Rao et al. only had a moderate c-statistic (0.62). Compared with previous models, the nomogram model in this study had an AUC of 0.76, which indicated a better discriminative ability. Therefore, we suggest taking measures to prevent the occurrence of POAF when the nomogram model suggests a high possibility of POAF. Although AF can occur as an isolated event, it can occur in conjunction with other complications in a population predisposed to cardiopulmonary complications. The application of enhanced recovery after surgery is necessary to reduce overall mortality and morbidity.</p>
<p>To the best of our knowledge, this study was the first predictive nomogram model for POAF in patients with ESCC receiving neoadjuvant therapy. However, the study has the following limitations: first, the model was analyzed based on retrospective data, which may have a potential bias due to a lack of randomization, patient selection, and some missing values. Second, although nCRT is currently the first choice for patients with low events raised by the radiotherapy, relatively few patients received nCRT in this cohort. Further, we did not conduct a subgroup analysis to evaluate the effect of radiation dose on the incidence of POAF. Third, the prediction model has good discrimination, but it has not been verified externally. Further, the case number is relatively limited. External validation is necessary before applying the nomogram model to patients at other centers. Four, whether this nomogram is suitable in patients with locally advanced esophageal adenocarcinoma remains unclear.</p>
</sec>
<sec id="s5" sec-type="conclusions"><title>Conclusions</title>
<p>In summary, we determined preoperative Alb &#x2266;41.2&#x2005;g/L, LA diameter &#x003E;32.9&#x2005;mm, preoperative Hb &#x003E;149&#x2005;g/L, and EF &#x003E;67.61&#x0025; to be the risk factors for POAF among patients with ESCC receiving neoadjuvant therapy and MIE. A novel and useful nomogram model was constructed and validated to help clinicians evaluate the risk of POAF and take personalized treatment plans. The predictive ability and clinical value of the nomogram model were promising. For additional external validation, generalization, and application of this prediction model, large prospective multicenter studies are needed.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7"><title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by Fujian Medical University Union Hospital. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8"><title>Author contributions</title>
<p>SC conceived the concept and coordinated the design. XD evaluated the clinical stage. MF, MC, and XD drafted the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>This study was sponsored by grants from the Key Laboratory of Cardio-Thoracic Surgery (Fujian Medical University), Fujian Province University; the Natural Science Foundation in Fujian Province (No. 2020J011004); the Fujian Provincial Health Technology Project (No. 2020CXA028); the cohort study of the School of Public Health, Fujian Medical University (No. 2021HX003); the Joint Funds for the Innovation of Science and Technology, Fujian Province (No. 2020Y9076); and the National Nature Science Foundation of China (No. 82273415).</p>
</sec>
<ack><title>Acknowledgments</title>
<p>This work is supported by To edit (language services) and the Extreme Smart Analysis platform (<ext-link ext-link-type="uri" xlink:href="https://www.xsmartanalysis.com/">https://www.xsmartanalysis.com/</ext-link>).</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>
</sec>
<sec id="s11" 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>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hong</surname><given-names>Z</given-names></name><name><surname>Huang</surname><given-names>Z</given-names></name><name><surname>Chen</surname><given-names>Z</given-names></name><name><surname>Kang</surname><given-names>M</given-names></name></person-group>. <article-title>Prognostic value of carcinoembryonic antigen changes before and after operation for esophageal squamous cell carcinoma</article-title>. <source>World J Surg</source>. (<year>2022</year>) <volume>46</volume>(<issue>11</issue>):<fpage>2725</fpage>&#x2013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.1007/s00268-022-06672-0</pub-id><pub-id pub-id-type="pmid">35882638</pub-id></citation></ref>
<ref id="B2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>van Hagen</surname><given-names>P</given-names></name><name><surname>Hulshof</surname><given-names>MC</given-names></name><name><surname>van Lanschot</surname><given-names>JJ</given-names></name><name><surname>Steyerberg</surname><given-names>EW</given-names></name><name><surname>van Berge Henegouwen</surname><given-names>MI</given-names></name><name><surname>Wijnhoven</surname><given-names>BP</given-names></name><etal/></person-group> <article-title>Preoperative chemoradiotherapy for esophageal or junctional cancer</article-title>. <source>N Engl J Med</source>. (<year>2012</year>) <volume>366</volume>(<issue>22</issue>):<fpage>2074</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMoa1112088</pub-id><pub-id pub-id-type="pmid">22646630</pub-id></citation></ref>
<ref id="B3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname><given-names>H</given-names></name><name><surname>Liu</surname><given-names>H</given-names></name><name><surname>Chen</surname><given-names>Y</given-names></name><name><surname>Zhu</surname><given-names>C</given-names></name><name><surname>Fang</surname><given-names>W</given-names></name><name><surname>Yu</surname><given-names>Z</given-names></name><etal/></person-group> <article-title>Neoadjuvant chemoradiotherapy followed by surgery versus surgery alone for locally advanced squamous cell carcinoma of the esophagus (NEOCRTEC5010): a phase III multicenter, randomized, open-label clinical trial</article-title>. <source>J Clin Oncol</source>. (<year>2018</year>) <volume>36</volume>(<issue>27</issue>):<fpage>2796</fpage>&#x2013;<lpage>803</lpage>. <pub-id pub-id-type="doi">10.1200/JCO.2018.79.1483</pub-id><pub-id pub-id-type="pmid">30089078</pub-id></citation></ref>
<ref id="B4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname><given-names>Z</given-names></name><name><surname>Hong</surname><given-names>ZN</given-names></name><name><surname>Xie</surname><given-names>S</given-names></name><name><surname>Lin</surname><given-names>W</given-names></name><name><surname>Lin</surname><given-names>Y</given-names></name><name><surname>Zhu</surname><given-names>J</given-names></name><etal/></person-group> <article-title>Neoadjuvant sintilimab plus chemotherapy for locally advanced esophageal squamous cell carcinoma: a single-arm, single-center, phase 2 trial (ESONICT-1)</article-title>. <source>Ann Transl Med</source>. (<year>2021</year>) <volume>9</volume>(<issue>21</issue>):<fpage>1623</fpage>. <pub-id pub-id-type="doi">10.21037/atm-21-5381</pub-id><pub-id pub-id-type="pmid">34926667</pub-id></citation></ref>
<ref id="B5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gao</surname><given-names>L</given-names></name><name><surname>Lu</surname><given-names>J</given-names></name><name><surname>Zhang</surname><given-names>P</given-names></name><name><surname>Hong</surname><given-names>ZN</given-names></name><name><surname>Kang</surname><given-names>M</given-names></name></person-group>. <article-title>Toripalimab combined with docetaxel and cisplatin neoadjuvant therapy for locally advanced esophageal squamous cell carcinoma: a single-center, single-arm clinical trial (ESONICT-2)</article-title>. <source>J Gastrointest Oncol</source>. (<year>2022</year>) <volume>13</volume>(<issue>2</issue>):<fpage>478</fpage>&#x2013;<lpage>87</lpage>. <pub-id pub-id-type="doi">10.21037/jgo-22-131</pub-id><pub-id pub-id-type="pmid">35557591</pub-id></citation></ref>
<ref id="B6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bras Harriott</surname><given-names>C</given-names></name><name><surname>Angeramo</surname><given-names>CA</given-names></name><name><surname>Casas</surname><given-names>MA</given-names></name><name><surname>Schlottmann</surname><given-names>F</given-names></name></person-group>. <article-title>Open versus hybrid versus totally minimally invasive Ivor Lewis esophagectomy: systematic review and meta-analysis</article-title>. <source>J Thorac Cardiovasc Surg</source>. (<year>2022</year>) <volume>164</volume>(<issue>6</issue>):<fpage>e233</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1016/j.jtcvs.2021.12.051</pub-id><pub-id pub-id-type="pmid">35164948</pub-id></citation></ref>
<ref id="B7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yun</surname><given-names>JP</given-names></name><name><surname>Choi</surname><given-names>EK</given-names></name><name><surname>Han</surname><given-names>KD</given-names></name><name><surname>Park</surname><given-names>SH</given-names></name><name><surname>Jung</surname><given-names>JH</given-names></name><name><surname>Park</surname><given-names>SH</given-names></name><etal/></person-group> <article-title>Risk of atrial fibrillation according to cancer type: a nationwide population-based study</article-title>. <source>JACC CardioOncol</source>. (<year>2021</year>) <volume>3</volume>(<issue>2</issue>):<fpage>221</fpage>&#x2013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.1016/j.jaccao.2021.03.006</pub-id><pub-id pub-id-type="pmid">34396327</pub-id></citation></ref>
<ref id="B8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Seesing</surname><given-names>MFJ</given-names></name><name><surname>Scheijmans</surname><given-names>JCG</given-names></name><name><surname>Borggreve</surname><given-names>AS</given-names></name><name><surname>van Hillegersberg</surname><given-names>R</given-names></name><name><surname>Ruurda</surname><given-names>JP</given-names></name></person-group>. <article-title>The predictive value of new-onset atrial fibrillation on postoperative morbidity after esophagectomy</article-title>. <source>Dis Esophagus</source>. (<year>2018</year>) <volume>31</volume>(<issue>11</issue>). <pub-id pub-id-type="doi">10.1093/dote/doy028</pub-id></citation></ref>
<ref id="B9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schizas</surname><given-names>D</given-names></name><name><surname>Kosmopoulos</surname><given-names>M</given-names></name><name><surname>Giannopoulos</surname><given-names>S</given-names></name><name><surname>Giannopoulos</surname><given-names>S</given-names></name><name><surname>Kokkinidis</surname><given-names>DG</given-names></name><name><surname>Karampetsou</surname><given-names>N</given-names></name><etal/></person-group> <article-title>Meta-analysis of risk factors and complications associated with atrial fibrillation after oesophagectomy</article-title>. <source>Br J Surg</source>. (<year>2019</year>) <volume>106</volume>(<issue>5</issue>):<fpage>534</fpage>&#x2013;<lpage>47</lpage>. <pub-id pub-id-type="doi">10.1002/bjs.11128</pub-id><pub-id pub-id-type="pmid">30908612</pub-id></citation></ref>
<ref id="B10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yamamoto</surname><given-names>C</given-names></name><name><surname>Trayanova</surname><given-names>NA</given-names></name></person-group>. <article-title>Atrial fibrillation: insights from animal models, computational modeling, and clinical studies</article-title>. <source>EBioMedicine</source>. (<year>2022</year>) <volume>85</volume>:<fpage>104310</fpage>. <pub-id pub-id-type="doi">10.1016/j.ebiom.2022.104310</pub-id><pub-id pub-id-type="pmid">36309006</pub-id></citation></ref>
<ref id="B11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rao</surname><given-names>VP</given-names></name><name><surname>Addae-Boateng</surname><given-names>E</given-names></name><name><surname>Barua</surname><given-names>A</given-names></name><name><surname>Martin-Ucar</surname><given-names>AE</given-names></name><name><surname>Duffy</surname><given-names>JP</given-names></name></person-group>. <article-title>Age and neo-adjuvant chemotherapy increase the risk of atrial fibrillation following oesophagectomy</article-title>. <source>Eur J Cardiothorac Surg</source>. (<year>2012</year>) <volume>42</volume>(<issue>3</issue>):<fpage>438</fpage>&#x2013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1093/ejcts/ezs085</pub-id><pub-id pub-id-type="pmid">22390986</pub-id></citation></ref>
<ref id="B12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Feng</surname><given-names>J</given-names></name><name><surname>Wang</surname><given-names>L</given-names></name><name><surname>Yang</surname><given-names>X</given-names></name><name><surname>Chen</surname><given-names>Q</given-names></name><name><surname>Cheng</surname><given-names>X</given-names></name></person-group>. <article-title>Pathologic complete response prediction to neoadjuvant immunotherapy combined with chemotherapy in resectable locally advanced esophageal squamous cell carcinoma: real-world evidence from integrative inflammatory and nutritional scores</article-title>. <source>J Inflamm Res</source>. (<year>2022</year>) <volume>15</volume>:<fpage>3783</fpage>&#x2013;<lpage>96</lpage>. <pub-id pub-id-type="doi">10.2147/JIR.S367964</pub-id><pub-id pub-id-type="pmid">35832830</pub-id></citation></ref>
<ref id="B13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chebbout</surname><given-names>R</given-names></name><name><surname>Heywood</surname><given-names>EG</given-names></name><name><surname>Drake</surname><given-names>TM</given-names></name><name><surname>Wild</surname><given-names>JRL</given-names></name><name><surname>Lee</surname><given-names>J</given-names></name><name><surname>Wilson</surname><given-names>M</given-names></name><etal/></person-group> <article-title>A systematic review of the incidence of and risk factors for postoperative atrial fibrillation following general surgery</article-title>. <source>Anaesthesia</source>. (<year>2018</year>) <volume>73</volume>(<issue>4</issue>):<fpage>490</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1111/anae.14118</pub-id><pub-id pub-id-type="pmid">29105078</pub-id></citation></ref>
<ref id="B14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagatsuka</surname><given-names>Y</given-names></name><name><surname>Sugimura</surname><given-names>K</given-names></name><name><surname>Miyata</surname><given-names>H</given-names></name><name><surname>Shinnno</surname><given-names>N</given-names></name><name><surname>Asukai</surname><given-names>K</given-names></name><name><surname>Hara</surname><given-names>H</given-names></name><etal/></person-group> <article-title>Predictive value of preoperative echocardiographic assessment for postoperative atrial fibrillation after esophagectomy for esophageal cancer</article-title>. <source>Esophagus</source>. (<year>2021</year>) <volume>18</volume>(<issue>3</issue>):<fpage>496</fpage>&#x2013;<lpage>503</lpage>. <pub-id pub-id-type="doi">10.1007/s10388-020-00804-y</pub-id><pub-id pub-id-type="pmid">33511516</pub-id></citation></ref>
<ref id="B15"><label>15.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Harada</surname><given-names>M</given-names></name><name><surname>Van Wagoner</surname><given-names>DR</given-names></name><name><surname>Nattel</surname><given-names>S</given-names></name></person-group>. <article-title>Role of inflammation in atrial fibrillation pathophysiology and management</article-title>. <source>Circ J</source>. (<year>2015</year>) <volume>79</volume>(<issue>3</issue>):<fpage>495</fpage>&#x2013;<lpage>502</lpage>. <pub-id pub-id-type="doi">10.1253/circj.CJ-15-0138</pub-id><pub-id pub-id-type="pmid">25746525</pub-id></citation></ref>
<ref id="B16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zacharias</surname><given-names>A</given-names></name><name><surname>Schwann</surname><given-names>TA</given-names></name><name><surname>Riordan</surname><given-names>CJ</given-names></name><name><surname>Durham</surname><given-names>SJ</given-names></name><name><surname>Shah</surname><given-names>AS</given-names></name><name><surname>Habib</surname><given-names>RH</given-names></name></person-group>. <article-title>Obesity and risk of new-onset atrial fibrillation after cardiac surgery</article-title>. <source>Circulation</source>. (<year>2005</year>) <volume>112</volume>(<issue>21</issue>):<fpage>3247</fpage>&#x2013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.105.553743</pub-id><pub-id pub-id-type="pmid">16286585</pub-id></citation></ref>
<ref id="B17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wehner</surname><given-names>GJ</given-names></name><name><surname>Jing</surname><given-names>L</given-names></name><name><surname>Haggerty</surname><given-names>CM</given-names></name><name><surname>Suever</surname><given-names>JD</given-names></name><name><surname>Leader</surname><given-names>JB</given-names></name><name><surname>Hartzel</surname><given-names>DN</given-names></name><etal/></person-group> <article-title>Routinely reported ejection fraction and mortality in clinical practice: where does the nadir of risk lie?</article-title> <source>Eur Heart J</source>. (<year>2020</year>) <volume>41</volume>(<issue>12</issue>):<fpage>1249</fpage>&#x2013;<lpage>57</lpage>. <pub-id pub-id-type="doi">10.1093/eurheartj/ehz550</pub-id><pub-id pub-id-type="pmid">31386109</pub-id></citation></ref>
<ref id="B18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Paonessa</surname><given-names>JR</given-names></name><name><surname>Brennan</surname><given-names>T</given-names></name><name><surname>Pimentel</surname><given-names>M</given-names></name><name><surname>Steinhaus</surname><given-names>D</given-names></name><name><surname>Feng</surname><given-names>M</given-names></name><name><surname>Celi</surname><given-names>LA</given-names></name></person-group>. <article-title>Hyperdynamic left ventricular ejection fraction in the intensive care unit</article-title>. <source>Crit Care</source>. (<year>2015</year>) <volume>19</volume>(<issue>1</issue>):<fpage>288</fpage>. <pub-id pub-id-type="doi">10.1186/s13054-015-1012-8</pub-id><pub-id pub-id-type="pmid">26250903</pub-id></citation></ref>
<ref id="B19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhong</surname><given-names>X</given-names></name><name><surname>Jiao</surname><given-names>H</given-names></name><name><surname>Zhao</surname><given-names>D</given-names></name><name><surname>Teng</surname><given-names>J</given-names></name></person-group>. <article-title>Association between serum albumin levels and paroxysmal atrial fibrillation by gender in a Chinese population: a case-control study</article-title>. <source>BMC Cardiovasc Disord</source>. (<year>2022</year>) <volume>22</volume>(<issue>1</issue>):<fpage>387</fpage>. <pub-id pub-id-type="doi">10.1186/s12872-022-02813-4</pub-id><pub-id pub-id-type="pmid">36031606</pub-id></citation></ref>
<ref id="B20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liao</surname><given-names>LZ</given-names></name><name><surname>Zhang</surname><given-names>SZ</given-names></name><name><surname>Li</surname><given-names>WD</given-names></name><name><surname>Liu</surname><given-names>Y</given-names></name><name><surname>Li</surname><given-names>JP</given-names></name><name><surname>Zhuang</surname><given-names>XD</given-names></name><etal/></person-group> <article-title>Serum albumin and atrial fibrillation: insights from epidemiological and Mendelian randomization studies</article-title>. <source>Eur J Epidemiol</source>. (<year>2020</year>) <volume>35</volume>(<issue>2</issue>):<fpage>113</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1007/s10654-019-00583-6</pub-id><pub-id pub-id-type="pmid">31741136</pub-id></citation></ref>
<ref id="B21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>Y</given-names></name><name><surname>Du</surname><given-names>P</given-names></name><name><surname>Xiao</surname><given-names>Q</given-names></name><name><surname>Li</surname><given-names>J</given-names></name><name><surname>Liu</surname><given-names>X</given-names></name><name><surname>Tan</surname><given-names>J</given-names></name><etal/></person-group> <article-title>Relationship between Serum albumin and risk of atrial fibrillation: a dose-response meta-analysis</article-title>. <source>Front Nutr</source>. (<year>2021</year>) <volume>8</volume>:<fpage>728353</fpage>. <pub-id pub-id-type="doi">10.3389/fnut.2021.728353</pub-id><pub-id pub-id-type="pmid">34490334</pub-id></citation></ref>
<ref id="B22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arques</surname><given-names>S</given-names></name></person-group>. <article-title>Serum albumin and cardiovascular disease: does low serum albumin contribute to the emergence and worsening of some cardiovascular diseases?</article-title> <source>Eur J Intern Med</source>. (<year>2020</year>) <volume>80</volume>:<fpage>122</fpage>&#x2013;<lpage>3</lpage>. <pub-id pub-id-type="doi">10.1016/j.ejim.2020.07.019</pub-id><pub-id pub-id-type="pmid">32732171</pub-id></citation></ref>
<ref id="B23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nakatani</surname><given-names>D</given-names></name><name><surname>Dohi</surname><given-names>T</given-names></name><name><surname>Takeda</surname><given-names>T</given-names></name><name><surname>Okada</surname><given-names>K</given-names></name><name><surname>Sunaga</surname><given-names>A</given-names></name><name><surname>Oeun</surname><given-names>B</given-names></name><etal/></person-group> <article-title>Relationships of atrial fibrillation at diagnosis and type of atrial fibrillation during follow-up with long-term outcomes for heart failure with preserved ejection fraction</article-title>. <source>Circ Rep</source>. (<year>2022</year>) <volume>4</volume>(<issue>6</issue>):<fpage>255</fpage>&#x2013;<lpage>63</lpage>. <pub-id pub-id-type="doi">10.1253/circrep.CR-22-0006</pub-id></citation></ref>
<ref id="B24"><label>24.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Imataka</surname><given-names>K</given-names></name><name><surname>Nakaoka</surname><given-names>H</given-names></name><name><surname>Kitahara</surname><given-names>Y</given-names></name><name><surname>Fujii</surname><given-names>J</given-names></name><name><surname>Ishibashi</surname><given-names>M</given-names></name><name><surname>Yamaji</surname><given-names>T</given-names></name></person-group>. <article-title>Blood hematocrit changes during paroxysmal atrial fibrillation</article-title>. <source>Am J Cardiol</source>. (<year>1987</year>) <volume>59</volume>(<issue>1</issue>):<fpage>172</fpage>&#x2013;<lpage>3</lpage>. <pub-id pub-id-type="doi">10.1016/s0002-9149(87)80099-1</pub-id><pub-id pub-id-type="pmid">3812234</pub-id></citation></ref>
<ref id="B25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amar</surname><given-names>D</given-names></name></person-group>. <article-title>Postoperative atrial fibrillation: is there a need for prevention?</article-title> <source>J Thorac Cardiovasc Surg</source>. (<year>2016</year>) <volume>151</volume>(<issue>4</issue>):<fpage>913</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1016/j.jtcvs.2015.09.041</pub-id><pub-id pub-id-type="pmid">26478239</pub-id></citation></ref></ref-list>
</back>
</article>