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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2023.1239902</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Recurrence of common bile duct stones after choledocholithotomy in elderly patients: risk factor analysis and clinical prediction model development</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Han</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2105764/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Yu-qi</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dong</surname>
<given-names>Shi-yang</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhong</surname>
<given-names>Wan</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tao</surname>
<given-names>Ping</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Shi-yong</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liu</surname>
<given-names>Zi-jun</given-names>
</name>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
</contrib-group>
<aff><institution>Department of General Surgery, Nanjing First Hospital, Nanjing Medical University</institution>, <addr-line>Nanjing, Jiangsu</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Ana Sandoval-Rodriguez, University of Guadalajara, Mexico</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Tuerhongjiang Tuxun, First Affiliated Hospital of Xinjiang Medical University, China; Krishna Asuri, All India Institute of Medical Sciences, India</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Zi-jun Liu, <email>liuzijundoctor@sina.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1239902</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>10</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Wang, He, Dong, Zhong, Tao, Yang and Liu.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, He, Dong, Zhong, Tao, Yang and Liu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>The reasons for the recurrence of common bile duct stones (CBDS) in elderly patients after choledocholithotomy are still unclear. This study aims to establish a prediction model for CBDS recurrence by identifying risk factors.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We conducted a retrospective analysis of 1804 elderly patients aged 65&#x2009;years and above who were diagnosed to have CBDS and were admitted to Nanjing First Hospital between January 1, 2010, and January 1, 2021. According to inclusion and exclusion criteria, 706 patients were selected for the final analysis. The patients were assigned to two groups according to the presence or absence of CBDS recurrence, and their clinical data were then statistically analyzed. Subsequently, a prediction model and nomogram were developed, evaluating effectiveness using the concordance index (C-index).</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Of the 706 elderly patients, 62 patients experienced CBDS recurrence after surgery, resulting in a recurrence rate of 8.8%. The multivariate Cox analysis showed that prior history of cholecystectomy (hazard ratio [HR]&#x2009;=&#x2009;1.931, 95% confidence interval [CI]: 1.051&#x2013;3.547, <italic>p</italic> =&#x2009;0.034), white blood cell (WBC) count &#x2265;11.0&#x2009;&#x00D7;&#x2009;10<sup>9</sup>/L (HR&#x2009;=&#x2009;2.923, 95% CI: 1.723&#x2013;4.957, <italic>p</italic> &#x003C;&#x2009;0.001), preoperative total bilirubin (TBIL) level&#x2009;&#x2265;&#x2009;36.5&#x2009;mmol/L (HR&#x2009;=&#x2009;2.172, 95% CI: 1.296&#x2013;3.639, <italic>p</italic> =&#x2009;0.003), number of stones &#x2265;2 (HR&#x2009;=&#x2009;2.093, 95% CI: 1.592&#x2013;5.294, <italic>p</italic> =&#x2009;0.001), maximum stone diameter&#x2009;&#x2265;&#x2009;0.85&#x2009;cm (HR&#x2009;=&#x2009;1.940, 95% CI: 1.090&#x2013;3.452, <italic>p</italic> =&#x2009;0.024), and T-tube drainage (HR&#x2009;=&#x2009;2.718, 95% CI: 1.230&#x2013;6.010, <italic>p</italic> =&#x2009;0.013) were independent risk factors of CBDS recurrence in elderly patients after choledocholithotomy. A postoperative CBDS recurrence prediction model was constructed with a C-index value of 0.758 (95% CI: 0.698&#x2013;0.818) and internal validation value of 0.758 (95% CI: 0.641&#x2013;0.875).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>A history of cholecystectomy, WBC count &#x2265;11.0&#x2009;&#x00D7;&#x2009;10<sup>9</sup>/L, preoperative TBIL level&#x2009;&#x2265;&#x2009;36.5&#x2009;mmol/L, number of stones &#x2265;2, maximum stone diameter&#x2009;&#x2265;&#x2009;0.85&#x2009;cm, and T-tube drainage are the independent risk factors of CBDS recurrence after choledocholithotomy in elderly patients. Our developed prediction model for CBDS recurrence has good predictive ability and can help predict the prognosis of patients with CBDS.</p>
</sec>
</abstract>
<kwd-group>
<kwd>common bile duct stones</kwd>
<kwd>recurrence</kwd>
<kwd>choledocholithotomy</kwd>
<kwd>risk factors</kwd>
<kwd>prediction model</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="31"/>
<page-count count="8"/>
<word-count count="4545"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Hepatobiliary Diseases</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1.</label>
<title>Introduction</title>
<p>Common bile duct stones (CBDS) are a prevalent digestive disorder with a high incidence. It is a chronic recurrent hepatobiliary disease that develops due to impaired metabolism of cholesterol, bilirubin, and bile acid (<xref ref-type="bibr" rid="ref1">1</xref>). The incidence of cholelithiasis is 5&#x2013;15%, among which the incidence of CBDS is approximately 5&#x2013;30% (<xref ref-type="bibr" rid="ref2">2</xref>). It is known that CBDS incidence increases with age, particularly in the elderly population (<xref ref-type="bibr" rid="ref3">3</xref>). CBDS occur when a gallstone blocks the common bile duct (CBD), thereby blocking the passage of the bile, which flows back into the liver (<xref ref-type="bibr" rid="ref4">4</xref>). This can lead to symptoms such as right-sided abdominal pain, jaundice, nausea, vomiting, and fever. If the stone is deposited in the CBD and blocks it, acute obstructive suppurative cholangitis can occur, which causes symptoms such as septic shock and altered consciousness and is a life-threatening condition, particularly in elderly patients (<xref ref-type="bibr" rid="ref5">5</xref>).</p>
<p>Presently, the optimal treatment for CBDS remains controversial. The most widely accepted techniques are endoscopic retrograde cholangiopancreatography (ERCP) plus laparoscopic cholecystectomy (LC) and laparoscopic common bile duct exploration (LCBDE) (<xref ref-type="bibr" rid="ref3">3</xref>). According to previous studies, LCBDE and ERCP have similar postoperative complication and mortality rates in the general population; however, LCBDE has certain advantages over ERCP with regard to the stone clearance rate, overall success rate, and length of hospital stay, which make the former more cost-effective (<xref ref-type="bibr" rid="ref6 ref7 ref8 ref9">6&#x2013;9</xref>). Following advances in medical technology, the success rate of treating CBDS has greatly increased. However, even after the complete removal of stones, CBDS recurrence is a common phenomenon, ranging from approximately 4&#x2013;25%, with the recurrence rate increasing over time (<xref ref-type="bibr" rid="ref10 ref11 ref12 ref13">10&#x2013;13</xref>). According to literature reports, the risk factors for CBDS recurrence mainly include age, lipid metabolism, nutrition, obesity, biliary infection, bile stasis, biliary inflammation, periampullary diverticulum, the number and size of stones, CBD diameter, and history of previous cholecystectomy or ERCP (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). These risk factors, however, remain debatable, and the extent to which each factor influences CBDS recurrence and their interplay remain unclear. Consequently, based on these research findings, clinicians are unable to assess the likelihood of postoperative CBDS recurrence in patients, thus making it difficult to implement early prevention strategies for high-risk populations.</p>
<p>In this context, we analyzed the clinical data of patients to identify the most appropriate predictive factors and subsequently constructed a prediction model for CBDS recurrence after choledocholithotomy in elderly patients.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2.</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1.</label>
<title>Inclusion and exclusion criteria</title>
<p>We conducted a retrospective analysis of the clinical data of patients who were diagnosed to have CBDS and were admitted to Nanjing First Hospital from January 1, 2010, to January 1, 2021. Our study included elderly patients aged 65&#x2009;years and above. The following exclusion criteria were considered: (a) patients who did not undergo choledocholithotomy during hospitalization; (b) patients with concurrent intrahepatic bile duct stones; (c) patients with a history of tumors in the bile duct, pancreas, duodenal papilla, or other organs; and (d) patients with missing medical records or were lost to follow-up. Finally, 706 patients were included in the study and were assigned to two groups based on the presence or absence of CBDS recurrence for data analysis. The study was conducted in accordance with the Helsinki Declaration and was approved by the ethics committee of Nanjing First Hospital.</p>
</sec>
<sec id="sec8">
<label>2.2.</label>
<title>Endpoints</title>
<p>The primary endpoints were the occurrence rate and risk factors of CBDS recurrence. The recurrence of CBDS was defined as 6&#x2009;months after the complete resection of primary stones (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>).</p>
</sec>
<sec id="sec9">
<label>2.3.</label>
<title>Data collection</title>
<p>The following patient-related data were retrieved from the hospital information system:</p>
<list list-type="alpha-lower">
<list-item>
<p>Basic information: hospitalization number; gender; age; and history of cardiovascular disease, hypertension, diabetes, pulmonary disease, cholecystectomy, and ERCP.</p>
</list-item>
<list-item>
<p>Preoperative indices: CBD diameter, number of stones, maximum stone diameter, white blood cell count (WBC), hemoglobin level, serum alanine aminotransferase (ALT), serum aspartate aminotransferase (AST), total bilirubin (TBIL), alkaline phosphatase (ALP), &#x03B3;-glutamyl transferase (GGT), and total bile acid.</p>
</list-item>
<list-item>
<p>Hospitalization information: surgical procedure (LCBDE or open common bile duct exploration [OCBDE]), CBD closure method (primary closure or T-tube drainage), postoperative complications (hemorrhage, biliary fistula, and abdominal infection), and postoperative hospital stay.</p>
</list-item>
</list>
</sec>
<sec id="sec10">
<label>2.4.</label>
<title>Follow up data</title>
<p>We collected follow-up data from the medical records of CBDS patients after surgery, including readmission records; findings of ultrasound, CT, or MRI scans; and results of other diagnostic tests. We also obtained information about the patients&#x2019; postoperative conditions through telephonic consultations and outpatient visits to determine the presence of stone recurrence and the timing of recurrence.</p>
</sec>
<sec id="sec11">
<label>2.5.</label>
<title>Statistical methods</title>
<p>All data were statistically analyzed and processed using SPSS 26.0 and R Studio. Continuous variables with normal distribution were expressed as mean&#x2009;&#x00B1;&#x2009;standard deviation and compared between both groups using t-test. Continuous variables with non-normal distribution were reported as median (M) (P25, P75) and compared between both groups by using Mann&#x2013;Whitney <italic>U</italic> test. Categorical variables were expressed as counts (percentages) and compared between both groups by using the chi-square test or Fisher&#x2019;s exact probability test. The Kaplan&#x2013;Meier method was used to construct survival curves, and log-rank tests were used to compare the survival curves of the recurrence and non-recurrence groups. Cox regression models were used for multivariate survival analysis. The <italic>p</italic> &#x003C;&#x2009;0.05 was considered statistical significance. Finally, following consultation with clinicians, the best predictors were identified and used to construct a prediction model. The model&#x2019;s discriminative ability and accuracy were evaluated using the concordance index (C-index) and a calibration curve based on internal validation, respectively.</p>
</sec>
</sec>
<sec sec-type="results" id="sec12">
<label>3.</label>
<title>Results</title>
<sec id="sec13">
<label>3.1.</label>
<title>Characteristics of included patients</title>
<p>A total of 706 patients (212 cases of laparoscopic surgery and 494 cases of open surgery) were included in the study, and they were divided into two groups for data analysis based on the occurrence of CBDS recurrence. The recurrence and non-recurrence groups showed no significant differences with regard to age, gender, and chronic comorbidities (cardiovascular disease, hypertension, diabetes, and pulmonary disease). Compared to the non-recurrence group, the recurrence group had a significantly higher proportion of patients with a history of cholecystectomy, ERCP, and acute cholangitis; number of stones &#x2265;2; and placement of a T-tube drainage catheter in the bile duct (<italic>p</italic> &#x003C;&#x2009;0.05). Patients in the recurrence group also had a significantly higher preoperative WBC count, preoperative TBIL level, and CBD diameter and maximum stone diameter (<xref rid="tab1" ref-type="table">Table 1</xref>). A noteworthy finding was that the recurrence rates showed no significant difference between the two surgical methods (OCBDE vs. LCBDE). These results were further confirmed by the Kaplan&#x2013;Meier method and the log-rank test (<xref rid="fig1" ref-type="fig">Figure 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of the study patients.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Factors</th>
<th align="center" valign="top">Recurrence group (<italic>n</italic> =&#x2009;62)</th>
<th align="center" valign="top">Non-recurrence group (<italic>n</italic> =&#x2009;644)</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Sex, <italic>n</italic> (%)</td>
<td/>
<td/>
<td align="center" valign="top">0.877</td>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="top">32 (51.6%)</td>
<td align="center" valign="top">339 (52.6%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="top">30 (48.4%)</td>
<td align="center" valign="top">305 (47.4%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">76 (71, 82)</td>
<td align="center" valign="top">75 (70, 81)</td>
<td align="center" valign="top">0.417</td>
</tr>
<tr>
<td align="left" valign="top">Hypertension, <italic>n</italic> (%)</td>
<td align="center" valign="top">33 (53.2%)</td>
<td align="center" valign="top">360 (55.9%)</td>
<td align="center" valign="top">0.686</td>
</tr>
<tr>
<td align="left" valign="top">Diabetes, <italic>n</italic> (%)</td>
<td align="center" valign="top">8 (12.9%)</td>
<td align="center" valign="top">124 (19.3%)</td>
<td align="center" valign="top">0.221</td>
</tr>
<tr>
<td align="left" valign="top">Angiocardiopathy, <italic>n</italic> (%)</td>
<td align="center" valign="top">16 (25.8%)</td>
<td align="center" valign="top">152 (23.6%)</td>
<td align="center" valign="top">0.697</td>
</tr>
<tr>
<td align="left" valign="top">Pulmonary disease, <italic>n</italic> (%)</td>
<td align="center" valign="top">6 (9.7%)</td>
<td align="center" valign="top">50 (7.8%)</td>
<td align="center" valign="top">0.775</td>
</tr>
<tr>
<td align="left" valign="top">History of cholecystectomy, <italic>n</italic> (%)</td>
<td align="center" valign="top">16 (25.8%)</td>
<td align="center" valign="top">74 (11.5%)</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td align="left" valign="top">History of ERCP, <italic>n</italic> (%)</td>
<td align="center" valign="top">7 (11.3%)</td>
<td align="center" valign="top">27 (4.2%)</td>
<td align="center" valign="top">0.029</td>
</tr>
<tr>
<td align="left" valign="top">Acute cholangitis, <italic>n</italic> (%)</td>
<td align="center" valign="top">38 (61.3%)</td>
<td align="center" valign="top">276 (42.9%)</td>
<td align="center" valign="top">0.005</td>
</tr>
<tr>
<td align="left" valign="top">WBC (&#x00D7;10<sup>9</sup>/L)</td>
<td align="center" valign="top">10.5 (5.7, 14.2)</td>
<td align="center" valign="top">7.9 (5, 9.3)</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">HB (g/L)</td>
<td align="center" valign="top">120 (111, 132)</td>
<td align="center" valign="top">123 (114, 133)</td>
<td align="center" valign="top">0.252</td>
</tr>
<tr>
<td align="left" valign="top">ALT (U/L)</td>
<td align="center" valign="top">116 (37, 143)</td>
<td align="center" valign="top">126 (23, 166)</td>
<td align="center" valign="top">0.655</td>
</tr>
<tr>
<td align="left" valign="top">AST (U/L)</td>
<td align="center" valign="top">99 (24, 114)</td>
<td align="center" valign="top">109 (22, 129)</td>
<td align="center" valign="top">0.669</td>
</tr>
<tr>
<td align="left" valign="top">TBIL (g/L)</td>
<td align="center" valign="top">53.0 (17.4, 86.5)</td>
<td align="center" valign="top">38.7 (12.4, 88.2)</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td align="left" valign="top">ALP (U/L)</td>
<td align="center" valign="top">318 (103, 409)</td>
<td align="center" valign="top">319 (84, 664)</td>
<td align="center" valign="top">0.915</td>
</tr>
<tr>
<td align="left" valign="top">GGT (U/L)</td>
<td align="center" valign="top">189 (97, 235)</td>
<td align="center" valign="top">205 (92, 385)</td>
<td align="center" valign="top">0.605</td>
</tr>
<tr>
<td align="left" valign="top">Total bile acid (&#x03BC;mol/L)</td>
<td align="center" valign="top">41 (3, 190)</td>
<td align="center" valign="top">60 (4, 212)</td>
<td align="center" valign="top">0.186</td>
</tr>
<tr>
<td align="left" valign="top">Serum creatinine, (&#x03BC;mol/L)</td>
<td align="center" valign="top">72 (56, 103)</td>
<td align="center" valign="top">75 (59, 102)</td>
<td align="center" valign="top">0.393</td>
</tr>
<tr>
<td align="left" valign="top">CBD diameter (cm)</td>
<td align="center" valign="top">1.5 (1.2, 1.7)</td>
<td align="center" valign="top">1.2 (0.9, 1.4)</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Number of stones &#x2265;2, <italic>n</italic> (%)</td>
<td align="center" valign="top">47 (75.8%)</td>
<td align="center" valign="top">286 (44.4%)</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Maximum stone diameter (cm)</td>
<td align="center" valign="top">1.06 (0.7, 1.2)</td>
<td align="center" valign="top">0.84 (0.5, 1.4)</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">CBD closure mode, <italic>n</italic> (%)</td>
<td/>
<td/>
<td align="center" valign="top">0.003</td>
</tr>
<tr>
<td align="left" valign="top">T-tube drain</td>
<td align="center" valign="top">55 (88.7%)</td>
<td align="center" valign="top">460 (71.4%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Primary suture</td>
<td align="center" valign="top">7 (11.3%)</td>
<td align="center" valign="top">184 (28.6%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Surgical modalities, <italic>n</italic> (%)</td>
<td/>
<td/>
<td align="center" valign="top">0.055</td>
</tr>
<tr>
<td align="left" valign="top">LCBDE</td>
<td align="center" valign="top">12 (19.4%)</td>
<td align="center" valign="top">200 (31.3%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">OCBDE</td>
<td align="center" valign="top">50 (80.6%)</td>
<td align="center" valign="top">444 (68.9%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Postoperative complications, <italic>n</italic> (%)</td>
<td align="center" valign="top">5 (8.1%)</td>
<td align="center" valign="top">33 (5.1%)</td>
<td align="center" valign="top">0.493</td>
</tr>
<tr>
<td align="left" valign="top">Hospital stay (days)</td>
<td align="center" valign="top">11.2 (7, 12)</td>
<td align="center" valign="top">9.8 (7, 11)</td>
<td align="center" valign="top">0.417</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Kaplan&#x2013;Meier analysis comparing the impact of various influencing factors on the recurrence free survival rate of CBDS.</p>
</caption>
<graphic xlink:href="fmed-10-1239902-g001.tif"/>
</fig>
</sec>
<sec id="sec14">
<label>3.2.</label>
<title>Univariate and multivariate Cox analyses of CBDS recurrence after choledocholithotomy in elderly patients</title>
<p>A univariate Cox analysis was conducted on all factors with CBDS recurrence and time to recurrence as dependent variables. The results showed significant differences (<italic>p</italic> &#x003C;&#x2009;0.05) in the two groups with regard to the following factors: a history of cholecystectomy, ERCP, and acute cholangitis; preoperative WBC count; preoperative TBIL level; CBD diameter; number of stones &#x2265;2; maximum stone diameter; and CBD closure method. We then used receiver operating characteristic (ROC) curve analysis to determine the cut-off values for continuous variables, converted them into categorical variables. The final cut-off values selected were as follows: WBC count: 11&#x2009;&#x00D7;&#x2009;10<sup>9</sup>/L; preoperative TBIL level: 36.5&#x2009;mmol/L; CBD diameter: 1.5&#x2009;cm; and maximum stone diameter: 0.85&#x2009;cm. Finally, 9 significant factors (<italic>p</italic> &#x003C;&#x2009;0.05) identified in the univariate analysis were included in the multivariate Cox analysis. The results showed that prior history of cholecystectomy (hazard ratio [HR]&#x2009;=&#x2009;1.931, 95% confidence interval [CI]: 1.051&#x2013;3.547, <italic>p</italic> =&#x2009;0.034), WBC count &#x2265;11.0&#x2009;&#x00D7;&#x2009;10<sup>9</sup>/L (HR&#x2009;=&#x2009;2.923, 95% CI: 1.723&#x2013;4.957, <italic>p</italic> &#x003C;&#x2009;0.001), preoperative TBIL level&#x2009;&#x2265;&#x2009;36.5&#x2009;mmol/L (HR&#x2009;=&#x2009;2.172, 95% CI: 1.296&#x2013;3.639, <italic>p</italic> =&#x2009;0.003), number of stones &#x2265;2 (HR&#x2009;=&#x2009;2.093, 95% CI: 1.592&#x2013;5.294, <italic>p</italic> =&#x2009;0.001), maximum stone diameter&#x2009;&#x2265;&#x2009;0.85&#x2009;cm (HR&#x2009;=&#x2009;1.940, 95% CI: 1.090&#x2013;3.452, <italic>p</italic> =&#x2009;0.024), and T-tube drainage (HR&#x2009;=&#x2009;2.718, 95% CI: 1.230&#x2013;6.010, <italic>p</italic> =&#x2009;0.013) were the independent risk factors for CBDS recurrence after choledocholithotomy in elderly patients (<xref rid="tab2" ref-type="table">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Univariate and multivariate Cox analyses of factors affecting CBDS recurrence.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Factors</th>
<th align="center" valign="top" colspan="3">Univariate analysis</th>
<th align="center" valign="top" colspan="3">Multivariate analysis</th>
</tr>
<tr>
<th align="center" valign="top">HR</th>
<th align="center" valign="top">95% CI</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
<th align="center" valign="top">HR</th>
<th align="center" valign="top">95% CI</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Sex</td>
<td align="center" valign="top">0.969</td>
<td align="center" valign="top">0.589&#x2013;1.595</td>
<td align="center" valign="top">0.901</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">1.018</td>
<td align="center" valign="top">0.982&#x2013;1.056</td>
<td align="center" valign="top">0.334</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Hypertension</td>
<td align="center" valign="top">0.922</td>
<td align="center" valign="top">0.560&#x2013;1.519</td>
<td align="center" valign="top">0.750</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Diabetes</td>
<td align="center" valign="top">0.633</td>
<td align="center" valign="top">0.301&#x2013;1.330</td>
<td align="center" valign="top">0.227</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Angiocardiopathy</td>
<td align="center" valign="top">1.128</td>
<td align="center" valign="top">0.638&#x2013;1.992</td>
<td align="center" valign="top">0.679</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Pulmonary disease</td>
<td align="center" valign="top">1.298</td>
<td align="center" valign="top">0.559&#x2013;3.013</td>
<td align="center" valign="top">0.554</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">History of cholecystectomy</td>
<td align="center" valign="top">2.473</td>
<td align="center" valign="top">1.400&#x2013;4.369</td>
<td align="center" valign="top">0.001<sup>&#x002A;</sup></td>
<td align="center" valign="top">1.931</td>
<td align="center" valign="top">1.051&#x2013;3.547</td>
<td align="center" valign="top">0.034<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">History of ERCP</td>
<td align="center" valign="top">2.621</td>
<td align="center" valign="top">1.194&#x2013;5.757</td>
<td align="center" valign="top">0.013<sup>&#x002A;</sup></td>
<td align="center" valign="top">1.637</td>
<td align="center" valign="top">0.709&#x2013;3.775</td>
<td align="center" valign="top">0.248</td>
</tr>
<tr>
<td align="left" valign="top">Acute cholangitis</td>
<td align="center" valign="top">2.062</td>
<td align="center" valign="top">1.237&#x2013;3.438</td>
<td align="center" valign="top">0.005<sup>&#x002A;</sup></td>
<td align="center" valign="top">1.320</td>
<td align="center" valign="top">0.773&#x2013;2.256</td>
<td align="center" valign="top">0.309</td>
</tr>
<tr>
<td align="left" valign="top">WBC</td>
<td align="center" valign="top">1.087</td>
<td align="center" valign="top">1.047&#x2013;1.128</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;</sup></td>
<td align="center" valign="top">2.923</td>
<td align="center" valign="top">1.723&#x2013;4.957</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Hemoglobin</td>
<td align="center" valign="top">0.990</td>
<td align="center" valign="top">0.975&#x2013;1.005</td>
<td align="center" valign="top">0.188</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">ALT</td>
<td align="center" valign="top">0.999</td>
<td align="center" valign="top">0.998&#x2013;1.001</td>
<td align="center" valign="top">0.577</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">AST</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">0.998&#x2013;1.001</td>
<td align="center" valign="top">0.594</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">TBIL</td>
<td align="center" valign="top">1.004</td>
<td align="center" valign="top">1.000&#x2013;1.008</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;</sup></td>
<td align="center" valign="top">2.172</td>
<td align="center" valign="top">1.296&#x2013;3.639</td>
<td align="center" valign="top">0.003<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">ALP</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">0.999&#x2013;1.001</td>
<td align="center" valign="top">0.976</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">GGT</td>
<td align="center" valign="top">1.000</td>
<td align="center" valign="top">0.998&#x2013;1.001</td>
<td align="center" valign="top">0.528</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Total bile acid</td>
<td align="center" valign="top">0.997</td>
<td align="center" valign="top">0.994&#x2013;1.001</td>
<td align="center" valign="top">0.129</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Serum creatinine</td>
<td align="center" valign="top">0.996</td>
<td align="center" valign="top">0.985&#x2013;1.006</td>
<td align="center" valign="top">0.394</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">CBD diameter</td>
<td align="center" valign="top">3.458</td>
<td align="center" valign="top">2.304&#x2013;5.190</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;</sup></td>
<td align="center" valign="top">1.655</td>
<td align="center" valign="top">0.946&#x2013;2.893</td>
<td align="center" valign="top">0.077</td>
</tr>
<tr>
<td align="left" valign="top">Number of stones &#x2265;2</td>
<td align="center" valign="top">3.727</td>
<td align="center" valign="top">2.084&#x2013;6.666</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;</sup></td>
<td align="center" valign="top">2.093</td>
<td align="center" valign="top">1.592&#x2013;5.294</td>
<td align="center" valign="top">0.001<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Maximum stone diameter</td>
<td align="center" valign="top">1.156</td>
<td align="center" valign="top">1.188&#x2013;1.936</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;</sup></td>
<td align="center" valign="top">1.940</td>
<td align="center" valign="top">1.090&#x2013;3.452</td>
<td align="center" valign="top">0.024<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">CBD closure mode</td>
<td align="center" valign="top">2.830</td>
<td align="center" valign="top">1.288&#x2013;6.218</td>
<td align="center" valign="top">0.007<sup>&#x002A;</sup></td>
<td align="center" valign="top">2.718</td>
<td align="center" valign="top">1.230&#x2013;6.010</td>
<td align="center" valign="top">0.013<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Surgical modalities</td>
<td align="center" valign="top">0.646</td>
<td align="center" valign="top">0.343&#x2013;1.218</td>
<td align="center" valign="top">0.177</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Postoperative complications</td>
<td align="center" valign="top">1.673</td>
<td align="center" valign="top">0.671&#x2013;4.175</td>
<td align="center" valign="top">0.270</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Hospital stay</td>
<td align="center" valign="top">1.039</td>
<td align="center" valign="top">1.003&#x2013;1.075</td>
<td align="center" valign="top">0.131</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Indicated statistical significance.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec15">
<label>3.3.</label>
<title>Construction and evaluation of the prediction model</title>
<p>Based on the results of the multivariate Cox analysis and suggestions of clinicians, five factors, i.e., a history of cholecystectomy, WBC count, number of stones, maximum stone diameter, and CBD closure mode, were included in the Cox regression model. A nomogram to predict CBDS recurrence at 1, 3, and 5&#x2009;years after choledocholithotomy was constructed (<xref rid="fig2" ref-type="fig">Figure 2</xref>). In this nomogram, the predicted probability of CBDS recurrence was mapped to a range from 0 to 400. For each variable, a vertical line was drawn upward, and the intersection was marked on the single score axis to indicate its individual score. The sum of the individual scores of the five variables represented the total score of the patient, which corresponded to the probability of no CBDS recurrence at 1, 3, and 5&#x2009;years on the prediction nomogram. The CBDS recurrence probability was 1 minus the probability of no CBDS recurrence. The nomogram model&#x2019;s performance for differentiation and accuracy was validated based on the C-index and a calibration curve. The C-index was 0.758 (95% CI: 0.698&#x2013;0.818), and the internal validation value determined by the bootstrap method with 1,000 times resampling was 0.758 (95% CI: 0.641&#x2013;0.875). The calibration curves with 1,000 bootstrapping replications (<xref rid="fig3" ref-type="fig">Figure 3</xref>) showed a good agreement between the predicted and observed results.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The nomogram to construct a predictive model of CBDS recurrence.</p>
</caption>
<graphic xlink:href="fmed-10-1239902-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The calibration curve of the nomogram model.</p>
</caption>
<graphic xlink:href="fmed-10-1239902-g003.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec16">
<label>4.</label>
<title>Discussion</title>
<p>CBDS is a common disease for elderly patients (<xref ref-type="bibr" rid="ref18">18</xref>). The natural history of CBDS is less well known than that of gall bladder stones. Complications of CBDS include pain, partial or complete biliary obstruction leading to obstructive jaundice, cholangitis, hepatic abscesses, pancreatitis, and secondary biliary cirrhosis, which are potentially life-threatening (<xref ref-type="bibr" rid="ref19">19</xref>). Patients diagnosed to have CBDS should be recommended to undergo extraction of stones whenever possible, as it provides significant benefits, particularly for symptomatic patients (<xref ref-type="bibr" rid="ref19 ref20 ref21">19&#x2013;21</xref>).</p>
<p>CBDS recurrence poses a significant challenge for physicians. In our study, approximately 8.8% of patients had CBDS recurrence after stone removal procedures and surgeries; this rate was similar to that reported in previous studies (<xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). A history of cholecystectomy, WBC count &#x2265;11.0&#x2009;&#x00D7;&#x2009;10<sup>9</sup>/L, preoperative TBIL level&#x2009;&#x2265;&#x2009;36.5&#x2009;mmol/L, number of stones &#x2265;2, maximum stone diameter&#x2009;&#x2265;&#x2009;0.85&#x2009;cm, and T-tube drainage were independent risk factors affecting CBDS recurrence in elderly patients after choledocholithotomy. A history of cholecystectomy and the placement of a T-tube drainage catheter are independent risk factors as compared to other factors and have been rarely reported as significant factors of CBDS recurrence in previous studies (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref23">23</xref>).</p>
<p>It remains controversial whether a history of cholecystectomy is associated with CBDS recurrence. Because some CBDS are formed due to the migration of gallbladder stones, also known as secondary CBDS, it is generally believed that cholecystectomy can prevent CBDS recurrence to some extent (<xref ref-type="bibr" rid="ref24">24</xref>). However, Heo et al. (<xref ref-type="bibr" rid="ref25">25</xref>) argued that cholecystectomy was not correlated with a reduction in CBDS recurrence. Furthermore, a case&#x2013;control study showed no significant difference in the cumulative CBDS recurrence rate between the cholecystectomy group and the non-cholecystectomy group (<xref ref-type="bibr" rid="ref16">16</xref>). In contrast, other researchers believed that a history of cholecystectomy was closely associated with CBDS recurrence (<xref ref-type="bibr" rid="ref13">13</xref>). In our present study, patients with a history of cholecystectomy had a significantly higher rate of CBDS recurrence than those without cholecystectomy (17.78% vs. 7.47%, <italic>p</italic> &#x003C;&#x2009;0.001). Furthermore, the multivariate Cox analysis revealed that a history of cholecystectomy was an independent risk factor for CBDS recurrence after choledocholithotomy in elderly patients. This may be related to post-cholecystectomy dysfunction of the Oddi sphincter. After cholecystectomy, the damage to the nerves surrounding the gallbladder neck and the abnormal secretion of cholecystokinin can lead to a spasm of the Oddi sphincter, ultimately resulting in biliary stasis and CBDS recurrence (<xref ref-type="bibr" rid="ref26 ref27 ref28 ref29">26&#x2013;29</xref>). Intraoperative manipulation and postoperative adhesions can also potentially cause inadvertent bending or narrowing of the CBD, which is also a risk factor for promoting the formation of CBDS (<xref ref-type="bibr" rid="ref30">30</xref>).</p>
<p>The placement of a T-tube drainage catheter in the biliary tract is also a debatable topic. Our multivariate analysis revealed that CBDS recurrence was 2.7-fold higher in patients with T-tube insertion than in those with no T-tube insertion (HR&#x2009;=&#x2009;2.718, 95% CI: 1.230&#x2013;6.010, <italic>p</italic> =&#x2009;0.013). Improper placement of the T-tube can lead to the twisting or bending of the CBD, while prolonged T-tube drainage can increase the risk of bacterial infections within the bile duct, which may contribute to the high recurrence rate of CBDS. It is worth noting that when surgeons suspect the potential recurrence of CBDS after surgery, they often choose to place a T-tube, which may lead to selection bias (<xref ref-type="bibr" rid="ref23">23</xref>).</p>
<p>We also developed a nomogram for predicting CBDS recurrence after choledocholithotomy. According to previous studies, a C-index of &#x003E;0.7 indicates that the established nomogram has good accuracy and acceptable discriminatory power (<xref ref-type="bibr" rid="ref31">31</xref>). The C-index of our developed nomogram was 0.758 (95% CI: 0.698&#x2013;0.818), and the internal validation value based on the bootstrap method was 0.758 (95% CI: 0.641&#x2013;0.875); these values demonstrated the effectiveness of the model.</p>
<p>The present study also has some limitations. First, the diagnosis and selection of patients were performed by clinicians; however, there still might be some unknown factors that could have influenced our model. Second, because of the retrospective nature of this single-center study, the sample size was limited, and clinical data were missing for a few patients; this introduced certain limitations and potential selection bias in the study. Third, the study conducted only internal validation of the model and currently lacks external data to further evaluate the predictive ability of the model.</p>
</sec>
<sec sec-type="conclusions" id="sec17">
<label>5.</label>
<title>Conclusion</title>
<p>In conclusion, because of the delayed recurrence of CBDS, it is recommended to continue follow-up of patients after choledocholithotomy. Our results indicated that a history of cholecystectomy, WBC count &#x2265;11.0&#x2009;&#x00D7;&#x2009;10<sup>9</sup>/L, preoperative TBIL level&#x2009;&#x2265;&#x2009;36.5&#x2009;mmol/L, number of stones &#x2265;2, maximum stone diameter&#x2009;&#x2265;&#x2009;0.85&#x2009;cm, and T-tube drainage were risk factors of CBDS recurrence after choledocholithotomy in elderly patients. We also developed a prediction model for CBDS recurrence with high efficiency and accuracy. We anticipate that our present research will contribute to improve the prognosis of patients with CBDS.</p>
</sec>
<sec sec-type="data-availability" id="sec18">
<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 sec-type="ethics-statement" id="sec19">
<title>Ethics statement</title>
<p>Ethical review and approval was not required for the study on human participants in accordance with the local legislation and institutional requirements. Written informed consent from the participants was not required to participate in this study in accordance with the national legislation and the institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec20">
<title>Author contributions</title>
<p>HW and Z-jL conception and design and drafting and revision of the manuscript. Y-qH and PT was responsible for tables and figures. S-yD, WZ, and S-yY helped with the literature gathering. All authors critically appraised the final manuscript, gave final approval of the version to be published, and agreed to be accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved.</p>
</sec>
</body>
<back>
<sec sec-type="COI-statement" id="sec21">
<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="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><label>1.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reshetnyak</surname> <given-names>VI</given-names></name></person-group>. <article-title>Concept of the pathogenesis and treatment of cholelithiasis</article-title>. <source>World J Hepatol</source>. (<year>2012</year>) <volume>4</volume>:<fpage>18</fpage>&#x2013;<lpage>34</lpage>. doi: <pub-id pub-id-type="doi">10.4254/wjh.v4.i2.18</pub-id>, PMID: <pub-id pub-id-type="pmid">22400083</pub-id></citation></ref>
<ref id="ref2"><label>2.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>Y</given-names></name> <name><surname>Xu</surname> <given-names>CJ</given-names></name> <name><surname>Xu</surname> <given-names>SF</given-names></name></person-group>. <article-title>Advances in risk factors for recurrence of common bile duct stones</article-title>. <source>Int J Med Sci</source>. (<year>2021</year>) <volume>18</volume>:<fpage>1067</fpage>&#x2013;<lpage>74</lpage>. doi: <pub-id pub-id-type="doi">10.7150/ijms.52974</pub-id>, PMID: <pub-id pub-id-type="pmid">33456365</pub-id></citation></ref>
<ref id="ref3"><label>3.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>J</given-names></name> <name><surname>Tu</surname> <given-names>S</given-names></name> <name><surname>Yang</surname> <given-names>Z</given-names></name> <name><surname>Fu</surname> <given-names>X</given-names></name> <name><surname>Li</surname> <given-names>Y</given-names></name> <name><surname>Xiao</surname> <given-names>W</given-names></name></person-group>. <article-title>Laparoscopic common bile duct exploration for elderly patients with choledocholithiasis: a systematic review and meta-analysis</article-title>. <source>Surg Endosc</source>. (<year>2020</year>) <volume>34</volume>:<fpage>1522</fpage>&#x2013;<lpage>33</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00464-020-07394-x</pub-id>, PMID: <pub-id pub-id-type="pmid">32016517</pub-id></citation></ref>
<ref id="ref4"><label>4.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baiu</surname> <given-names>I</given-names></name> <name><surname>Hawn</surname> <given-names>MT</given-names></name></person-group>. <article-title>Choledocholithiasis</article-title>. <source>JAMA</source>. (<year>2018</year>) <volume>320</volume>:<fpage>1506</fpage>. doi: <pub-id pub-id-type="doi">10.1001/jama.2018.11812</pub-id>, PMID: <pub-id pub-id-type="pmid">30304429</pub-id></citation></ref>
<ref id="ref5"><label>5.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cai</surname> <given-names>JS</given-names></name> <name><surname>Qiang</surname> <given-names>S</given-names></name> <name><surname>Bao-Bing</surname> <given-names>Y</given-names></name></person-group>. <article-title>Advances of recurrent risk factors and Management of Choledocholithiasis</article-title>. <source>Scand J Gastroenterol</source>. (<year>2017</year>) <volume>52</volume>:<fpage>34</fpage>&#x2013;<lpage>43</lpage>. doi: <pub-id pub-id-type="doi">10.1080/00365521.2016.1224382</pub-id>, PMID: <pub-id pub-id-type="pmid">27610642</pub-id></citation></ref>
<ref id="ref6"><label>6.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kenny</surname> <given-names>R</given-names></name> <name><surname>Richardson</surname> <given-names>J</given-names></name> <name><surname>McGlone</surname> <given-names>ER</given-names></name> <name><surname>Reddy</surname> <given-names>M</given-names></name> <name><surname>Khan</surname> <given-names>OA</given-names></name></person-group>. <article-title>Laparoscopic common bile duct exploration versus pre or post-operative ERCP for common bile duct stones in patients undergoing cholecystectomy: is there any difference?</article-title> <source>Int J Surg</source>. (<year>2014</year>) <volume>12</volume>:<fpage>989</fpage>&#x2013;<lpage>93</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ijsu.2014.06.013</pub-id>, PMID: <pub-id pub-id-type="pmid">24998206</pub-id></citation></ref>
<ref id="ref7"><label>7.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>HY</given-names></name> <name><surname>Xu</surname> <given-names>M</given-names></name> <name><surname>Shen</surname> <given-names>HJ</given-names></name> <name><surname>Yang</surname> <given-names>C</given-names></name> <name><surname>Li</surname> <given-names>F</given-names></name> <name><surname>Li</surname> <given-names>KW</given-names></name> <etal/></person-group>. <article-title>A meta-analysis of single-stage versus two-stage management for concomitant gallstones and common bile duct stones</article-title>. <source>Clin Res Hepatol Gastroenterol</source>. (<year>2015</year>) <volume>39</volume>:<fpage>584</fpage>&#x2013;<lpage>93</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.clinre.2015.02.002</pub-id>, PMID: <pub-id pub-id-type="pmid">25936687</pub-id></citation></ref>
<ref id="ref8"><label>8.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>ZQ</given-names></name> <name><surname>Sun</surname> <given-names>JX</given-names></name> <name><surname>Li</surname> <given-names>B</given-names></name> <name><surname>Dai</surname> <given-names>XQ</given-names></name> <name><surname>Yu</surname> <given-names>AX</given-names></name> <name><surname>Li</surname> <given-names>ZF</given-names></name></person-group>. <article-title>Meta-analysis of single-stage versus two-staged Management for Concomitant Gallstones and Common Bile Duct Stones</article-title>. <source>J Minim Access Surg</source>. (<year>2020</year>) <volume>16</volume>:<fpage>206</fpage>&#x2013;<lpage>14</lpage>. doi: <pub-id pub-id-type="doi">10.4103/jmas.JMAS_146_18</pub-id>, PMID: <pub-id pub-id-type="pmid">30618417</pub-id></citation></ref>
<ref id="ref9"><label>9.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vakayil</surname> <given-names>V</given-names></name> <name><surname>Klinker</surname> <given-names>ST</given-names></name> <name><surname>Sulciner</surname> <given-names>ML</given-names></name> <name><surname>Mallick</surname> <given-names>R</given-names></name> <name><surname>Trikudanathan</surname> <given-names>G</given-names></name> <name><surname>Amateau</surname> <given-names>SK</given-names></name> <etal/></person-group>. <article-title>Single-stage Management of Choledocholithiasis: intraoperative Ercp versus laparoscopic common bile duct exploration</article-title>. <source>Surg Endosc</source>. (<year>2020</year>) <volume>34</volume>:<fpage>4616</fpage>&#x2013;<lpage>25</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00464-019-07215-w</pub-id>, PMID: <pub-id pub-id-type="pmid">31617103</pub-id></citation></ref>
<ref id="ref10"><label>10.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pereira-Lima</surname> <given-names>JC</given-names></name> <name><surname>Jakobs</surname> <given-names>R</given-names></name> <name><surname>Winter</surname> <given-names>UH</given-names></name> <name><surname>Benz</surname> <given-names>C</given-names></name> <name><surname>Martin</surname> <given-names>WR</given-names></name> <name><surname>Adamek</surname> <given-names>HE</given-names></name> <etal/></person-group>. <article-title>Long-term results (7 to 10 years) of endoscopic papillotomy for choledocholithiasis. Multivariate analysis of prognostic factors for the recurrence of biliary symptoms</article-title>. <source>Gastrointest Endosc</source>. (<year>1998</year>) <volume>48</volume>:<fpage>457</fpage>&#x2013;<lpage>64</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0016-5107(98)70085-9</pub-id>, PMID: <pub-id pub-id-type="pmid">9831832</pub-id></citation></ref>
<ref id="ref11"><label>11.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Prat</surname> <given-names>F</given-names></name> <name><surname>Malak</surname> <given-names>NA</given-names></name> <name><surname>Pelletier</surname> <given-names>G</given-names></name> <name><surname>Buffet</surname> <given-names>C</given-names></name> <name><surname>Fritsch</surname> <given-names>J</given-names></name> <name><surname>Choury</surname> <given-names>AD</given-names></name> <etal/></person-group>. <article-title>Biliary symptoms and complications more than 8 years after endoscopic sphincterotomy for choledocholithiasis</article-title>. <source>Gastroenterology</source>. (<year>1996</year>) <volume>110</volume>:<fpage>894</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1053/gast.1996.v110.pm8608900</pub-id>, PMID: <pub-id pub-id-type="pmid">8608900</pub-id></citation></ref>
<ref id="ref12"><label>12.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kawaji</surname> <given-names>Y</given-names></name> <name><surname>Isayama</surname> <given-names>H</given-names></name> <name><surname>Nakai</surname> <given-names>Y</given-names></name> <name><surname>Saito</surname> <given-names>K</given-names></name> <name><surname>Sato</surname> <given-names>T</given-names></name> <name><surname>Hakuta</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Multiple recurrences after endoscopic removal of common bile duct stones: a retrospective analysis of 976 cases</article-title>. <source>J Gastroenterol Hepatol</source>. (<year>2019</year>) <volume>34</volume>:<fpage>1460</fpage>&#x2013;<lpage>6</lpage>. doi: <pub-id pub-id-type="doi">10.1111/jgh.14630</pub-id>, PMID: <pub-id pub-id-type="pmid">30761603</pub-id></citation></ref>
<ref id="ref13"><label>13.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>SY</given-names></name> <name><surname>Hong</surname> <given-names>TH</given-names></name> <name><surname>Lee</surname> <given-names>SK</given-names></name> <name><surname>Park</surname> <given-names>IY</given-names></name> <name><surname>Kim</surname> <given-names>TH</given-names></name> <name><surname>Kim</surname> <given-names>SG</given-names></name></person-group>. <article-title>Recurrence of common bile duct stones following laparoscopic common bile duct exploration: a Multicenter study</article-title>. <source>J Hepatobiliary Pancreat Sci</source>. (<year>2019</year>) <volume>26</volume>:<fpage>578</fpage>&#x2013;<lpage>82</lpage>. doi: <pub-id pub-id-type="doi">10.1002/jhbp.675</pub-id>, PMID: <pub-id pub-id-type="pmid">31562792</pub-id></citation></ref>
<ref id="ref14"><label>14.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Choi</surname> <given-names>YS</given-names></name> <name><surname>Do</surname> <given-names>JH</given-names></name> <name><surname>Suh</surname> <given-names>SW</given-names></name> <name><surname>Lee</surname> <given-names>SE</given-names></name> <name><surname>Kang</surname> <given-names>H</given-names></name> <name><surname>Park</surname> <given-names>HJ</given-names></name></person-group>. <article-title>Risk factors for the late development of common bile duct stones after laparoscopic cholecystectomy</article-title>. <source>Surg Endosc</source>. (<year>2017</year>) <volume>31</volume>:<fpage>4857</fpage>&#x2013;<lpage>62</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00464-017-5698-3</pub-id>, PMID: <pub-id pub-id-type="pmid">28664425</pub-id></citation></ref>
<ref id="ref15"><label>15.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chong</surname> <given-names>CC</given-names></name> <name><surname>Chiu</surname> <given-names>PW</given-names></name> <name><surname>Tan</surname> <given-names>T</given-names></name> <name><surname>Teoh</surname> <given-names>AY</given-names></name> <name><surname>Lee</surname> <given-names>KF</given-names></name> <name><surname>Ng</surname> <given-names>EK</given-names></name> <etal/></person-group>. <article-title>Correlation of CBD/CHD angulation with recurrent cholangitis in patients treated with ERCP</article-title>. <source>Endosc Int Open</source>. (<year>2016</year>) <volume>4</volume>:<fpage>E62</fpage>&#x2013;<lpage>7</lpage>. doi: <pub-id pub-id-type="doi">10.1055/s-0035-1569689</pub-id>, PMID: <pub-id pub-id-type="pmid">26788550</pub-id></citation></ref>
<ref id="ref16"><label>16.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>ME</given-names></name> <name><surname>Chung</surname> <given-names>MJ</given-names></name> <name><surname>Lee</surname> <given-names>DJ</given-names></name> <name><surname>Oh</surname> <given-names>TG</given-names></name> <name><surname>Park</surname> <given-names>JY</given-names></name> <name><surname>Bang</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Cholecystectomy for prevention of recurrence after endoscopic clearance of bile duct stones in Korea</article-title>. <source>Yonsei Med J</source>. (<year>2016</year>) <volume>57</volume>:<fpage>132</fpage>&#x2013;<lpage>7</lpage>. doi: <pub-id pub-id-type="doi">10.3349/ymj.2016.57.1.132</pub-id>, PMID: <pub-id pub-id-type="pmid">26632393</pub-id></citation></ref>
<ref id="ref17"><label>17.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cheon</surname> <given-names>YK</given-names></name> <name><surname>Lehman</surname> <given-names>GA</given-names></name></person-group>. <article-title>Identification of risk factors for stone recurrence after endoscopic treatment of bile duct stones</article-title>. <source>Eur J Gastroenterol Hepatol</source>. (<year>2006</year>) <volume>18</volume>:<fpage>461</fpage>&#x2013;<lpage>4</lpage>. doi: <pub-id pub-id-type="doi">10.1097/00042737-200605000-00001</pub-id>, PMID: <pub-id pub-id-type="pmid">35244085</pub-id></citation></ref>
<ref id="ref18"><label>18.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stinton</surname> <given-names>LM</given-names></name> <name><surname>Shaffer</surname> <given-names>EA</given-names></name></person-group>. <article-title>Epidemiology of gallbladder disease: cholelithiasis and cancer</article-title>. <source>Gut Liver</source>. (<year>2012</year>) <volume>6</volume>:<fpage>172</fpage>&#x2013;<lpage>87</lpage>. doi: <pub-id pub-id-type="doi">10.5009/gnl.2012.6.2.172</pub-id>, PMID: <pub-id pub-id-type="pmid">22570746</pub-id></citation></ref>
<ref id="ref19"><label>19.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Williams</surname> <given-names>E</given-names></name> <name><surname>Beckingham</surname> <given-names>I</given-names></name> <name><surname>El Sayed</surname> <given-names>G</given-names></name> <name><surname>Gurusamy</surname> <given-names>K</given-names></name> <name><surname>Sturgess</surname> <given-names>R</given-names></name> <name><surname>Webster</surname> <given-names>G</given-names></name> <etal/></person-group>. <article-title>Updated guideline on the management of common bile duct stones (CBDS)</article-title>. <source>Gut</source>. (<year>2017</year>) <volume>66</volume>:<fpage>765</fpage>&#x2013;<lpage>82</lpage>. doi: <pub-id pub-id-type="doi">10.1136/gutjnl-2016-312317</pub-id>, PMID: <pub-id pub-id-type="pmid">28122906</pub-id></citation></ref>
<ref id="ref20"><label>20.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Overby</surname> <given-names>DW</given-names></name> <name><surname>Apelgren</surname> <given-names>KN</given-names></name> <name><surname>Richardson</surname> <given-names>W</given-names></name> <name><surname>Fanelli</surname> <given-names>R</given-names></name></person-group>. <article-title>Sages guidelines for the clinical application of laparoscopic biliary tract surgery</article-title>. <source>Surg Endosc</source>. (<year>2010</year>) <volume>24</volume>:<fpage>2368</fpage>&#x2013;<lpage>86</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00464-010-1268-7</pub-id>, PMID: <pub-id pub-id-type="pmid">20706739</pub-id></citation></ref>
<ref id="ref21"><label>21.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Maple</surname> <given-names>JT</given-names></name> <name><surname>Ikenberry</surname> <given-names>SO</given-names></name> <name><surname>Anderson</surname> <given-names>MA</given-names></name> <name><surname>Appalaneni</surname> <given-names>V</given-names></name> <name><surname>Decker</surname> <given-names>GA</given-names></name> <name><surname>Early</surname> <given-names>D</given-names></name> <etal/></person-group>. <article-title>The role of endoscopy in the management of choledocholithiasis</article-title>. <source>Gastrointest Endosc</source>. (<year>2011</year>) <volume>74</volume>:<fpage>731</fpage>&#x2013;<lpage>44</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gie.2011.04.012</pub-id>, PMID: <pub-id pub-id-type="pmid">21951472</pub-id></citation></ref>
<ref id="ref22"><label>22.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname> <given-names>HM</given-names></name> <name><surname>Min</surname> <given-names>SK</given-names></name> <name><surname>Lee</surname> <given-names>HK</given-names></name></person-group>. <article-title>Long-term results of laparoscopic common bile duct exploration by choledochotomy for choledocholithiasis: 15-year experience from a single center</article-title>. <source>Ann Surg Treat Res</source>. (<year>2014</year>) <volume>86</volume>:<fpage>1</fpage>&#x2013;<lpage>6</lpage>. doi: <pub-id pub-id-type="doi">10.4174/astr.2014.86.1.1</pub-id>, PMID: <pub-id pub-id-type="pmid">24761400</pub-id></citation></ref>
<ref id="ref23"><label>23.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Choi</surname> <given-names>HH</given-names></name> <name><surname>Min</surname> <given-names>SK</given-names></name> <name><surname>Lee</surname> <given-names>HK</given-names></name> <name><surname>Lee</surname> <given-names>H</given-names></name></person-group>. <article-title>Risk factors of recurrence following common bile duct exploration for choledocholithiasis</article-title>. <source>J Minim Invasive Surg</source>. (<year>2021</year>) <volume>24</volume>:<fpage>43</fpage>&#x2013;<lpage>50</lpage>. doi: <pub-id pub-id-type="doi">10.7602/jmis.2021.24.1.43</pub-id>, PMID: <pub-id pub-id-type="pmid">35601285</pub-id></citation></ref>
<ref id="ref24"><label>24.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chae</surname> <given-names>MK</given-names></name> <name><surname>Lee</surname> <given-names>SH</given-names></name> <name><surname>Joo</surname> <given-names>KR</given-names></name></person-group>. <article-title>Assessment of the possible risk factors for primary common bile duct stone recurrence after cholecystectomy</article-title>. <source>Surg Endosc</source>. (<year>2021</year>) <volume>35</volume>:<fpage>6497</fpage>&#x2013;<lpage>504</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00464-020-08143-w</pub-id>, PMID: <pub-id pub-id-type="pmid">33201313</pub-id></citation></ref>
<ref id="ref25"><label>25.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heo</surname> <given-names>J</given-names></name> <name><surname>Jung</surname> <given-names>MK</given-names></name> <name><surname>Cho</surname> <given-names>CM</given-names></name></person-group>. <article-title>Should prophylactic cholecystectomy be performed in patients with concomitant gallstones after endoscopic sphincterotomy for bile duct stones?</article-title> <source>Surg Endosc</source>. (<year>2015</year>) <volume>29</volume>:<fpage>1574</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00464-014-3844-8</pub-id>, PMID: <pub-id pub-id-type="pmid">25294531</pub-id></citation></ref>
<ref id="ref26"><label>26.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thune</surname> <given-names>A</given-names></name> <name><surname>Jiveg&#x00E5;rd</surname> <given-names>L</given-names></name> <name><surname>Conradi</surname> <given-names>N</given-names></name> <name><surname>Svanvik</surname> <given-names>J</given-names></name></person-group>. <article-title>Cholecystectomy in the cat damages pericholedochal nerves and impairs reflex regulation of the sphincter of Oddi. A mechanism for postcholecystectomy biliary dyskinesia</article-title>. <source>Acta Chir Scand</source>. (<year>1988</year>) <volume>154</volume>:<fpage>191</fpage>&#x2013;<lpage>4</lpage>. PMID: <pub-id pub-id-type="pmid">3376675</pub-id></citation></ref>
<ref id="ref27"><label>27.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Middelfart</surname> <given-names>HV</given-names></name> <name><surname>Matzen</surname> <given-names>P</given-names></name> <name><surname>Funch-Jensen</surname> <given-names>P</given-names></name></person-group>. <article-title>Sphincter of Oddi manometry before and after laparoscopic cholecystectomy</article-title>. <source>Endoscopy</source>. (<year>1999</year>) <volume>31</volume>:<fpage>146</fpage>&#x2013;<lpage>51</lpage>. doi: <pub-id pub-id-type="doi">10.1055/s-1999-13663</pub-id>, PMID: <pub-id pub-id-type="pmid">10223364</pub-id></citation></ref>
<ref id="ref28"><label>28.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tarnasky</surname> <given-names>PR</given-names></name></person-group>. <article-title>Post-cholecystectomy syndrome and sphincter of Oddi dysfunction: past, present and future</article-title>. <source>Expert Rev Gastroenterol Hepatol</source>. (<year>2016</year>) <volume>10</volume>:<fpage>1359</fpage>&#x2013;<lpage>72</lpage>. doi: <pub-id pub-id-type="doi">10.1080/17474124.2016.1251308</pub-id>, PMID: <pub-id pub-id-type="pmid">27762149</pub-id></citation></ref>
<ref id="ref29"><label>29.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yi</surname> <given-names>SQ</given-names></name> <name><surname>Ren</surname> <given-names>K</given-names></name> <name><surname>Kinoshita</surname> <given-names>M</given-names></name> <name><surname>Takano</surname> <given-names>N</given-names></name> <name><surname>Itoh</surname> <given-names>M</given-names></name> <name><surname>Ozaki</surname> <given-names>N</given-names></name></person-group>. <article-title>Innervation of extrahepatic biliary tract, with special reference to the direct bidirectional neural connections of the gall bladder, sphincter of Oddi and duodenum in <italic>Suncus murinus</italic>, in whole-mount immunohistochemical study</article-title>. <source>Anat Histol Embryol</source>. (<year>2016</year>) <volume>45</volume>:<fpage>184</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1111/ahe.12186</pub-id>, PMID: <pub-id pub-id-type="pmid">26179953</pub-id></citation></ref>
<ref id="ref30"><label>30.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yoo</surname> <given-names>ES</given-names></name> <name><surname>Yoo</surname> <given-names>BM</given-names></name> <name><surname>Kim</surname> <given-names>JH</given-names></name> <name><surname>Hwang</surname> <given-names>JC</given-names></name> <name><surname>Yang</surname> <given-names>MJ</given-names></name> <name><surname>Lee</surname> <given-names>KM</given-names></name> <etal/></person-group>. <article-title>Evaluation of risk factors for recurrent primary common bile duct stone in patients with cholecystectomy</article-title>. <source>Scand J Gastroenterol</source>. (<year>2018</year>) <volume>53</volume>:<fpage>466</fpage>&#x2013;<lpage>70</lpage>. doi: <pub-id pub-id-type="doi">10.1080/00365521.2018.1438507</pub-id>, PMID: <pub-id pub-id-type="pmid">29457922</pub-id></citation></ref>
<ref id="ref31"><label>31.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Feng</surname> <given-names>L</given-names></name> <name><surname>Shao</surname> <given-names>L</given-names></name> <name><surname>Sun</surname> <given-names>S</given-names></name> <name><surname>Zhang</surname> <given-names>C</given-names></name> <name><surname>Cai</surname> <given-names>B</given-names></name></person-group>. <article-title>Analysis of the efficacy and influencing factors of preoperative P-Sox neoadjuvant chemotherapy regimen for progressive gastric cancer-construction of a clinical prediction model</article-title>. <source>Cancer Med</source>. (<year>2023</year>) <volume>12</volume>:<fpage>13031</fpage>&#x2013;<lpage>40</lpage>. doi: <pub-id pub-id-type="doi">10.1002/cam4.5977</pub-id>, PMID: <pub-id pub-id-type="pmid">37096925</pub-id></citation></ref>
</ref-list>
</back>
</article>