
<!DOCTYPE article
  PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD with MathML3 v1.4 20241031//EN" "JATS-archivearticle1-4-mathml3.dtd">
<article article-type="research-article" xml:lang="en" dtd-version="1.4"><front><journal-meta><journal-id journal-id-type="nlm-ta">World J Gastroenterol</journal-id><journal-id journal-id-type="iso-abbrev">World J. Gastroenterol</journal-id><journal-id journal-id-type="pmc-domain-id">818</journal-id><journal-id journal-id-type="pmc-domain">wjg</journal-id><journal-id journal-id-type="nlm-id">100883448</journal-id><journal-id journal-id-type="publisher-id">WJG</journal-id><journal-title-group><journal-title>World Journal of Gastroenterology</journal-title></journal-title-group><issn pub-type="ppub">1007-9327</issn><issn pub-type="epub">2219-2840</issn><?publisher_abbrev baishideng?><publisher><publisher-name>Baishideng Publishing Group Inc</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="pmcid">PMC6397721</article-id><article-id pub-id-type="pmcid-ver">PMC6397721.1</article-id><article-id pub-id-type="pmcaid">6397721</article-id><article-id pub-id-type="pmcaiid">6397721</article-id><article-id pub-id-type="pmid">30833805</article-id><article-id pub-id-type="doi">10.3748/wjg.v25.i8.1002</article-id><article-id pub-id-type="other">jWJG.v25.i8.pg1002</article-id><article-version article-version-type="pmc-version">1</article-version><article-categories><subj-group subj-group-type="heading"><subject>Retrospective Study</subject></subj-group></article-categories><title-group><article-title>Big-data analysis: A clinical pathway on endoscopic retrograde cholangiopancreatography for common bile duct stones</article-title></title-group><contrib-group><contrib contrib-type="author"><name name-style="western"><surname>Zhang</surname><given-names initials="W">Wei</given-names></name><aff>Department of Gastroenterology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, Jiangsu Province, China</aff></contrib><contrib contrib-type="author"><name name-style="western"><surname>Wang</surname><given-names initials="BY">Bing-Yi</given-names></name><aff>Medical Division, Yidu Cloud (Beijing) Technology Co., Ltd. Beijing 100101, China</aff></contrib><contrib contrib-type="author"><name name-style="western"><surname>Du</surname><given-names initials="XY">Xiao-Yan</given-names></name><aff>Medical Division, Yidu Cloud (Beijing) Technology Co., Ltd. Beijing 100101, China</aff></contrib><contrib contrib-type="author"><name name-style="western"><surname>Fang</surname><given-names initials="WW">Wei-Wei</given-names></name><aff>Medical Division, Yidu Cloud (Beijing) Technology Co., Ltd. Beijing 100101, China</aff></contrib><contrib contrib-type="author"><name name-style="western"><surname>Wu</surname><given-names initials="H">Han</given-names></name><aff>Department of Gastroenterology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, Jiangsu Province, China</aff></contrib><contrib contrib-type="author"><name name-style="western"><surname>Wang</surname><given-names initials="L">Lei</given-names></name><aff>Department of Gastroenterology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, Jiangsu Province, China</aff></contrib><contrib contrib-type="author"><name name-style="western"><surname>Zhuge</surname><given-names initials="YZ">Yu-Zheng</given-names></name><aff>Department of Gastroenterology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, Jiangsu Province, China</aff></contrib><contrib contrib-type="author"><name name-style="western"><surname>Zou</surname><given-names initials="XP">Xiao-Ping</given-names></name><aff>Department of Gastroenterology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, Jiangsu Province, China. <email>zouxp@nju.edu.cn</email></aff></contrib></contrib-group><author-notes><fn><p>Author contributions: Zhang W and Zou XP designed the research; Zhang W, Wang BY, Du XY, Fang WW, Wu H, Wang L, and Zhuge YZ performed the research; Du XY, Fang WW, Wu H, and Wang L analyzed the data; Zhang W, Wang BY, and Zhuge YZ wrote the paper; all authors read and approved the final manuscript.</p><p>Corresponding author: Xiao-Ping Zou, PhD, Professor, Department of Gastroenterology, The Affiliated Drum Tower Hospital of Nanjing University Medical School, No. 321, Zhongshan Road, Nanjing 210008, Jiangsu Province, China. <email>zouxp@nju.edu.cn</email></p><p>Telephone: +86-13770771661 Fax: +86-25-83106666</p></fn></author-notes><pub-date pub-type="ppub"><day>28</day><month>2</month><year>2019</year></pub-date><pub-date pub-type="epub"><day>28</day><month>2</month><year>2019</year></pub-date><volume>25</volume><issue>8</issue><issue-id pub-id-type="pmc-issue-id">330409</issue-id><fpage>1002</fpage><lpage>1011</lpage><history><date date-type="received"><day>6</day><month>12</month><year>2018</year></date><date date-type="rev-recd"><day>11</day><month>1</month><year>2019</year></date><date date-type="accepted"><day>18</day><month>1</month><year>2019</year></date></history><pub-history><event event-type="pmc-release"><date><day>28</day><month>02</month><year>2019</year></date></event><event event-type="pmc-live"><date><day>04</day><month>03</month><year>2019</year></date></event><event event-type="pmc-last-change"><date iso-8601-date="2024-07-13 23:25:14.520"><day>13</day><month>07</month><year>2024</year></date></event></pub-history><permissions><copyright-statement>©The Author(s) 2019. Published by Baishideng Publishing Group Inc. All rights reserved.</copyright-statement><copyright-year>2019</copyright-year><license xmlns:xlink="http://www.w3.org/1999/xlink" license-type="open-access" xlink:href="http://creativecommons.org/licenses/by-nc/4.0/"><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/" specific-use="textmining" content-type="ccbynclicense">https://creativecommons.org/licenses/by-nc/4.0/</ali:license_ref><license-p>This article is an open-access article which was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial.</license-p></license></permissions><self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pmc-pdf" xlink:href="WJG-25-1002.pdf"><?pdf-name WJG-25-1002.pdf?><?pdf-size 493176?><?pdf-md5 61a8ed22aa9d53e410dca6c052baad21?><?pdf-image-server-status NEVER_LOAD?><?pdf-cloudpmc-urn urn:app:1fb7/6397721/61a8ed22aa9d/WJG-25-1002.pdf?></self-uri><abstract><sec><title>BACKGROUND</title><p>A clinical pathway (CP) is a standardized approach for disease management. However, big data-based evidence is rarely involved in CP for related common bile duct (CBD) stones, let alone outcome comparisons before and after CP implementation.</p></sec><sec><title>AIM</title><p>To investigate the value of CP implementation in patients with CBD stones undergoing endoscopic retrograde cholangiopancreatography (ERCP).</p></sec><sec><title>METHODS</title><p>This retrospective study was conducted at Nanjing Drum Tower Hospital in patients with CBD stones undergoing ERCP from January 2007 to December 2017. The data and outcomes were compared by using univariate and multivariable regression/linear models between the patients who received conventional care (non-pathway group, <italic toggle="yes">n</italic> = 467) and CP care (pathway group, <italic toggle="yes">n</italic> = 2196).</p></sec><sec><title>RESULTS</title><p>At baseline, the main differences observed between the two groups were the percentage of patients with multiple stones (<italic toggle="yes">P</italic> &lt; 0.001) and incidence of cholangitis complication (<italic toggle="yes">P</italic> &lt; 0.05). The percentage of antibiotic use and complications in the CP group were significantly less than those in the non-pathway group [adjusted odds ratio (OR) = 0.72, 95% confidence interval (CI): 0.55-0.93, <italic toggle="yes">P</italic> = 0.012, adjusted OR = 0.44, 95%CI: 0.33-0.59, <italic toggle="yes">P</italic> &lt; 0.001, respectively]. Patients spent lower costs on hospitalization, operation, nursing, medication, and medical consumable materials (<italic toggle="yes">P</italic> &lt; 0.001 for all), and even experienced shorter length of hospital stay (LOHS) (<italic toggle="yes">P</italic> &lt; 0.001) after the CP implementation. No significant differences in clinical outcomes, readmission rate, or secondary surgery rate were presented between the patients in the non-pathway and CP groups.</p></sec><sec><title>CONCLUSION</title><p>Implementing a CP for patients with CBD stones is a safe mode to reduce the LOHS, hospital costs, antibiotic use, and complication rate.</p></sec></abstract><kwd-group><kwd>Common bile duct stones</kwd><kwd>Endoscopic retrograde cholangiopancreatography</kwd><kwd>Clinical pathway</kwd><kwd>Outcomes</kwd><kwd>Costs</kwd></kwd-group><custom-meta-group><custom-meta><meta-name>pmc-status-qastatus</meta-name><meta-value>0</meta-value></custom-meta><custom-meta><meta-name>pmc-status-live</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-status-embargo</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-status-released</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-open-access</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-olf</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-manuscript</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-legally-suppressed</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-has-pdf</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-has-supplement</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-pdf-only</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-suppress-copyright</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-is-real-version</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-is-scanned-article</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-preprint</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-in-epmc</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-license-ref</meta-name><meta-value>CC BY-NC</meta-value></custom-meta></custom-meta-group></article-meta></front><body><p><bold>Core tip:</bold> We utilized a big-data process and application platform for exploring the value of clinical pathway (CP) implementation in patients with common bile duct stones undergoing endoscopic retrograde cholangiopancreatography. Univariate and multivariable regression/linear models were developed to compare the outcomes between the patients in the non-pathway and CP groups. Our findings demonstrated that a CP is a safe mode to reduce the length of hospital stay, hospital costs, antibiotic use, and complication rate. The present study provides big-data evidence for clinical standardization of CPs.</p><sec><title>INTRODUCTION</title><p>Gallstone disease is one of the most frequent biliary diseases leading to hospitalization and imposing a significant financial burden. The worldwide prevalence of gallstones presents a rising tendency due to the change of dietary structure and routine living customs in recent years[<xref rid="B1" ref-type="bibr">1</xref>,<xref rid="B2" ref-type="bibr">2</xref>]. Of the patients who suffered from gallstones, approximately 10%-15% were found to have synchronous common bile duct (CBD) stones[<xref rid="B3" ref-type="bibr">3</xref>,<xref rid="B4" ref-type="bibr">4</xref>]. The clinical manifestations of CBD stones are varied from biliary colic to a combination of complications, such as acute pancreatitis or cholangitis; sometimes, CBD stones even may be asymptomatic[<xref rid="B5" ref-type="bibr">5</xref>]. Treatment and management of CBD stones have changed considerably during the last three decades. With the popularization of minimally invasive surgery in clinical practice, endoscopic retrograde cholangiopan-creatography (ERCP) is currently recognized as a standard therapy for patients with CBD stones[<xref rid="B6" ref-type="bibr">6</xref>,<xref rid="B7" ref-type="bibr">7</xref>]. Despite this, a risk of complications after ERCP cannot be avoided, and it is even associated with increased morbidity and mortality[<xref rid="B8" ref-type="bibr">8</xref>]. In addition, there is evidence showing that in some patients with gallstones received ERCP and routine care at first admission, re-admission and longer preoperative stay were caused[<xref rid="B9" ref-type="bibr">9</xref>]. Due to the growing complexity of CBD stone treatments and care, it is crucial to develop a standardized multidisciplinary approach to avoid chaotic management of this disease.</p><p>A clinical pathway (CP) is an advanced medical diagnosis, treatment, and management mode, which may optimize medical treatment by facilitating clinical assessments, improving utilization efficiency of medical sources, and reducing economical expenses[<xref rid="B10" ref-type="bibr">10</xref>-<xref rid="B12" ref-type="bibr">12</xref>]. Nowadays, a CP is thought to be an effective tool to be explicit about the sequencing, timing and provision of interventions in clinical practice and can guide physicians and nursing staff in providing evidence-based results[<xref rid="B13" ref-type="bibr">13</xref>,<xref rid="B14" ref-type="bibr">14</xref>]. Moreover, analysis of evaluating indexes (including clinical outcome, efficiency indicators, financial indicators, and antibiotic use indicators) can guarantee the effectiveness of the CP implementation and optimization[<xref rid="B15" ref-type="bibr">15</xref>,<xref rid="B16" ref-type="bibr">16</xref>]. One study has demonstrated that a CP presents sustainable effects in gallstone-related care, resulting in shorter length of hospital stay (LOHS) and lower hospital expenses[<xref rid="B9" ref-type="bibr">9</xref>]. In addition, several studies conducted in other surgical domains also presented similar results[<xref rid="B17" ref-type="bibr">17</xref>-<xref rid="B19" ref-type="bibr">19</xref>]. However, implementation of the CP in China is in its start-up stage, especially in the field of hepatobiliary surgery. The status and value of the CP in the management of patients with CBD stones after ERCP remain to be explored. Given this concern, a retrospective study based on a big-data, intelligence database platform was launched. The aim of the present study was to analyze the impact of a CP on LOHS, readmission, treatment outcomes, hospital costs, and postoperative complication rate in patients with CBD stones undergoing ERCP.</p></sec><sec sec-type="methods"><title>MATERIALS AND METHODS</title><sec><title>Study patients and data collection</title><p>This is a retrospective study of patients with CBD stones who received ERCP at Nanjing Drum Tower Hospital (Nanjing, Jiangsu Province, China) between January 2007 and December 2017. This study was approved by Ethics Committee of the Affiliated Drum Tower Hospital of Nanjing University Medical School (201817001), and informed consent was obtained from all subjects.</p><p>All patients aged above 18 years old without previous ERCP history were included in this study. The exclusion criteria were: (1) Patients with previous or present hepatolithiasis; (2) patients with severe liver diseases, cardio-pulmonary or renal inadequacy; (3) patients with severe hematologic diseases and concomitant obvious coagulopathy; (4) patients with combined gallbladder, CBD, duodenal papillary neoplasm, or congenital choledochal cyst; (5) patients who underwent Billroth I and II gastrectomy or gastrojejunostomy; and (6) pregnant patients. Subjects who met criteria for this study were extracted automatically from a big-data, intelligence database platform (Yidu Cloud Technology Co. Ltd., Beijing, China) by setting the inclusion and exclusion criteria. The study population consisted of two groups which accepted conventional care (non-pathway group) and a CP (CP group), respectively.</p><p>Demographic and clinical characteristics of subjects were obtained from electronic medical records. Outcomes of pathway complementation were compared between the two groups in LOHS (total and preoperative LOHS), readmission rate (a second hospital admission within 30 d due to CBD stones and postoperative complications), treatment outcomes, hospital charges (also including medication, operation, perioperative examinations, nursing and medical consumable materials charges), antibiotic use, secondary surgery rate, and postoperative complications.</p></sec><sec><title>CP</title><p>A set of sophisticated CPs for patients with CBD stones was implemented at this hospital in 2012. Development and optimization of the CP involved a multidisciplinary team under the instruction of relevant guidelines, including attending surgeons and residents, an anesthesiologist, a head of pharmacy faculty, and representatives from nursing and rehabilitation department. The training of the CP was performed before implementation to relevant personnel. Pathway I was designed for patients with expected LOHS less than 5-10 d, while pathway II was used for LOHS of 7-10 d. These CPs were explicit about the sequence of strategies for diagnosis, treatment, medication, routine care, and assessment. The pathway I is shown as an example in Appendix 1.</p></sec><sec><title>Statistical analysis</title><p>All statistical analyses were conducted using SAS, version 9.4 (SAS Institute, Cary, NC, United States). Data following a normal distribution are presented by mean ± standard deviation (mean ± SD), and otherwise are presented as median (interquartile range). Differences between the two groups were compared using Wilcoxon signed-rank test (continuous variables) or chi-squared test (categorical variables). In addition, univariable logistic regression models were used to determine whether odds of outcomes differed between the groups. We also utilized multivariable logistic (linear) regression models for evaluating the effect of pathway complementation on each outcome by controlling age, gender, smoking and drinking habits, the number of stones, and white blood cell (WBC) count at hospital admission. A <italic toggle="yes">P</italic>-value &lt; 0.05 was considered statistically significant.</p></sec></sec><sec><title>RESULTS</title><p>Two thousand six hundred and sixty-three eligible patients were included finally, of whom 467 were in the non-pathway group and 2196 in the clinical-pathway group (Figure <xref ref-type="fig" rid="F1">1</xref>). Table <xref rid="T1" ref-type="table">1</xref> shows the comparison of demographic and clinical characteristics between the patients who received routine care and CP care. There were no differences between the two groups in terms of age, gender, insured status, health behaviors, or maximum diameter of stones. The percentage of patients with multiple stones was found to be significantly different between the two groups (<italic toggle="yes">P</italic> &lt; 0.001). The number of patients suffering from comorbidities was similar, although the percentage of patients with cholangitis was higher in the non-pathway group (<italic toggle="yes">P</italic> = 0.041). Although WBC counts in both groups were within the normal range, there was a significantly higher WBC count among the patients in the non-pathway group (<italic toggle="yes">P</italic> = 0.005).</p><table-wrap id="T1" position="float" orientation="portrait"><label>Table 1</label><caption><p>Demographic and clinical characteristics of patients</p></caption><table frame="hsides" rules="groups"><thead align="center"><tr><td align="left" rowspan="1" colspan="1"><bold>Characteristic</bold></td><td rowspan="1" colspan="1"><bold>Non-pathway group (<italic toggle="yes">n</italic> = 467)</bold></td><td rowspan="1" colspan="1"><bold>Cinical pathway group (<italic toggle="yes">n</italic> = 2196)</bold></td><td rowspan="1" colspan="1"><bold><italic toggle="yes">P</italic> value</bold></td></tr></thead><tbody align="center"><tr><td align="left" rowspan="1" colspan="1">Age, yr (median, range)</td><td rowspan="1" colspan="1">64 (52-75)</td><td rowspan="1" colspan="1">63 (51-75)</td><td rowspan="1" colspan="1">0.405</td></tr><tr><td align="left" rowspan="1" colspan="1">Female, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">235 (50.32)</td><td rowspan="1" colspan="1">1093 (49.77)</td><td rowspan="1" colspan="1">0.829</td></tr><tr><td align="left" rowspan="1" colspan="1">Medical insurance, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">217 (46.47)</td><td rowspan="1" colspan="1">945 (43.03)</td><td rowspan="1" colspan="1">0.174</td></tr><tr><td align="left" rowspan="1" colspan="1">Health behavior, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/></tr><tr><td align="left" rowspan="1" colspan="1">Smoking</td><td rowspan="1" colspan="1">57 (12.21)</td><td rowspan="1" colspan="1">260 (11.84)</td><td rowspan="1" colspan="1">0.825</td></tr><tr><td align="left" rowspan="1" colspan="1">Alcohol use</td><td rowspan="1" colspan="1">36 (7.71)</td><td rowspan="1" colspan="1">164 (7.47)</td><td rowspan="1" colspan="1">0.858</td></tr><tr><td align="left" rowspan="1" colspan="1">Comorbidity, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/></tr><tr><td align="left" rowspan="1" colspan="1">Hypertension</td><td rowspan="1" colspan="1">155 (33.19)</td><td rowspan="1" colspan="1">703 (32.01)</td><td rowspan="1" colspan="1">0.621</td></tr><tr><td align="left" rowspan="1" colspan="1">Diabetes</td><td rowspan="1" colspan="1">68 (14.56)</td><td rowspan="1" colspan="1">292 (13.30)</td><td rowspan="1" colspan="1">0.468</td></tr><tr><td align="left" rowspan="1" colspan="1">COPD</td><td rowspan="1" colspan="1">11 (2.36)</td><td rowspan="1" colspan="1">54 (2.46)</td><td rowspan="1" colspan="1">0.895</td></tr><tr><td align="left" rowspan="1" colspan="1">Myocardial infarction</td><td rowspan="1" colspan="1">0</td><td rowspan="1" colspan="1">6 (0.27)</td><td rowspan="1" colspan="1">0.258</td></tr><tr><td align="left" rowspan="1" colspan="1">Cholangitis</td><td rowspan="1" colspan="1">74 (15.85)</td><td rowspan="1" colspan="1">271 (12.34)</td><td rowspan="1" colspan="1">0.041<xref ref-type="table-fn" rid="T1FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Cholecystolithiasis</td><td rowspan="1" colspan="1">188 (40.26)</td><td rowspan="1" colspan="1">780 (35.52)</td><td rowspan="1" colspan="1">0.053</td></tr><tr><td align="left" rowspan="1" colspan="1">JPD</td><td rowspan="1" colspan="1">1 (0.21)</td><td rowspan="1" colspan="1">10 (0.46)</td><td rowspan="1" colspan="1">0.460</td></tr><tr><td align="left" rowspan="1" colspan="1">CBD stone number ≥ 5, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">201 (43.04)</td><td rowspan="1" colspan="1">1173 (53.42)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T1FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Maximum diameter of stones, cm (median, range)</td><td rowspan="1" colspan="1">0.8 (0.6-1.2)</td><td rowspan="1" colspan="1">0.9 (0.6-1.2)</td><td rowspan="1" colspan="1">0.949</td></tr><tr><td align="left" rowspan="1" colspan="1">Laboratory test (median, range)</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/></tr><tr><td align="left" rowspan="1" colspan="1">Temperature (°C), <italic toggle="yes">n</italic> = 359/2113</td><td rowspan="1" colspan="1">36.5 (36.3-36.8)</td><td rowspan="1" colspan="1">36.5 (36.3-36.8)</td><td rowspan="1" colspan="1">0.855</td></tr><tr><td align="left" rowspan="1" colspan="1">WBC count, <italic toggle="yes">n</italic> = 370/1451</td><td rowspan="1" colspan="1">6.0 (4.7-9.2)</td><td rowspan="1" colspan="1">5.7 (4.6-7.6)</td><td rowspan="1" colspan="1">0.005<xref ref-type="table-fn" rid="T1FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Direct bilirubin level, <italic toggle="yes">n</italic> = 363/1439</td><td rowspan="1" colspan="1">12.2 (5.6-44.2)</td><td rowspan="1" colspan="1">10.7 (4.8-37.2)</td><td rowspan="1" colspan="1">0.210</td></tr><tr><td align="left" rowspan="1" colspan="1">Total bilirubin level, <italic toggle="yes">n</italic> = 363/1439</td><td rowspan="1" colspan="1">22.6 (12.7-57.6)</td><td rowspan="1" colspan="1">21.2 (12.5-51.9)</td><td rowspan="1" colspan="1">0.628</td></tr><tr><td align="left" rowspan="1" colspan="1">AST, <italic toggle="yes">n</italic> = 363/1440</td><td rowspan="1" colspan="1">47.9 (22.8-104.5)</td><td rowspan="1" colspan="1">45.4 (23.5-104.8)</td><td rowspan="1" colspan="1">0.842</td></tr><tr><td align="left" rowspan="1" colspan="1">GGT, <italic toggle="yes">n</italic> = 363/1439</td><td rowspan="1" colspan="1">257.4 (115.3-492.4)</td><td rowspan="1" colspan="1">265.1 (109.9-519.4)</td><td rowspan="1" colspan="1">0.918</td></tr><tr><td align="left" rowspan="1" colspan="1">ALP, <italic toggle="yes">n</italic> = 363/1439</td><td rowspan="1" colspan="1">161.7 (99.9-283.3)</td><td rowspan="1" colspan="1">154.9 (97.4-259.3)</td><td rowspan="1" colspan="1">0.536</td></tr><tr><td align="left" rowspan="1" colspan="1">ALT, <italic toggle="yes">n</italic> = 364/1443</td><td rowspan="1" colspan="1">85.1 (29.6-203.2)</td><td rowspan="1" colspan="1">89.0 (32.0-206.9)</td><td rowspan="1" colspan="1">0.946</td></tr><tr><td align="left" rowspan="1" colspan="1">Cr, <italic toggle="yes">n</italic> = 361/1431</td><td rowspan="1" colspan="1">62.0 (52.0-74.0)</td><td rowspan="1" colspan="1">62.0 (2.0-73.0)</td><td rowspan="1" colspan="1">0.966</td></tr></tbody></table><table-wrap-foot><fn id="T1FN1"><label>a</label><p><italic toggle="yes">P</italic> &lt; 0.05 was considered statistically significant.</p></fn><fn><p>COPD: Chronic obstructive pulmonary disease; JPD: Juxtapapillary duodenal diverticulum; CBD stones: Common bile duct stones; WBC: White blood cell; AST: Aspartate transaminase; GGT: Gamma-glutamyl transpeptidase; ALP: Alkaline phosphatase; Cr: Creatinine.</p></fn></table-wrap-foot></table-wrap><fig id="F1" position="float" orientation="portrait"><label>Figure 1</label><caption><p>Flow diagram of study population.</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" position="float" orientation="portrait" xlink:href="WJG-25-1002-g001.jpg"><?image-name WJG-25-1002-g001.jpg?><?image-size 29251?><?image-md5 205a772559d543e4d07878a664084149?><?image-image-server-status LOAD_COMPLETED?><?image-original-height 1208?><?image-original-width 2950?><?image-scaled-height 302?><?image-scaled-width 737?><?image-cloudpmc-urn urn:cdn:blobs/1fb7/6397721/205a772559d5/WJG-25-1002-g001.jpg?><?thumb-name WJG-25-1002-g001.gif?><?thumb-size 5272?><?thumb-md5 89fdc9adda28574b573a1548844149f3?><?thumb-image-server-status NEVER_LOAD?><?thumb-scaled-height 80?><?thumb-scaled-width 195?><?thumb-cloudpmc-urn urn:cdn:blobs/1fb7/6397721/89fdc9adda28/WJG-25-1002-g001.gif?></graphic></fig><p>Table <xref rid="T2" ref-type="table">2</xref> presents the outcomes of efficiency, treatment, hospital costs, and antibiotic use following the CP implementation. The median total LOHS was 8 (range, 6-11) d in the non-pathway group, while it was one day shorter (7, 5-9) in the CP group (P &lt; 0.001). The pre-operative LOHS was found to be similar between the two groups. There were no significant changes with respect to the treatment outcomes (recovered, improved, not improved, and died) in both groups, and even no patients died in our study. Thirty-four (7.28%) patients in the non-pathway group required readmission to hospital, while readmission rate (173, 7.88%) was increased after pathway complementation, although this difference was not statistically significant (P = 0.661). A considerably decreasing trend in the costs was observed among patients with the CP implementation, including hospitalization, medication, operation, nursing, materials, and preoperative examination (<italic toggle="yes">P</italic> &lt; 0.001). In addition, implementation of the CP was associated with a reduced proportion of antibiotic use (<italic toggle="yes">P</italic> &lt; 0.001). The median time of antibiotic use [11 (7.0-17.0) d] in the CP group was one day shorter than that before the CP complementation [12 (8.0-18.5) d] (<italic toggle="yes">P</italic> = 0.004). For patients in the CP group, secondary procedure occurred more frequently, although this difference was not statistically significant (16.94 <italic toggle="yes">vs</italic> 14.78%, <italic toggle="yes">P </italic>= 0.253).</p><table-wrap id="T2" position="float" orientation="portrait"><label>Table 2</label><caption><p>Comparison of length of hospital stay, clinical outcomes, hospital charges, and drug use between the non-pathway and clinical pathway groups</p></caption><table frame="hsides" rules="groups"><thead align="center"><tr><td align="left" rowspan="1" colspan="1"><bold>Characteristic</bold></td><td rowspan="1" colspan="1"><bold>Non-pathway group (<italic toggle="yes">n</italic> = 467)</bold></td><td rowspan="1" colspan="1"><bold>Cinical pathway group (<italic toggle="yes">n</italic> = 2196)</bold></td><td rowspan="1" colspan="1"><bold><italic toggle="yes">P</italic> value</bold></td></tr></thead><tbody align="center"><tr><td align="left" rowspan="1" colspan="1">Length of total hospital stay (median, range)</td><td rowspan="1" colspan="1">8 (6-11)</td><td rowspan="1" colspan="1">7 (5-9)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Pre-operative length of stay</td><td rowspan="1" colspan="1">2 (1-4)</td><td rowspan="1" colspan="1">2 (1-3)</td><td rowspan="1" colspan="1">0.451</td></tr><tr><td align="left" rowspan="1" colspan="1">Readmission, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">34 (7.28)</td><td rowspan="1" colspan="1">173 (7.88)</td><td rowspan="1" colspan="1">0.661</td></tr><tr><td align="left" rowspan="1" colspan="1">Clinical outcomes, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">0.115</td></tr><tr><td align="left" rowspan="1" colspan="1">Recovered</td><td rowspan="1" colspan="1">223 (47.75)</td><td rowspan="1" colspan="1">1146 (52.19)</td><td rowspan="1" colspan="1"/></tr><tr><td align="left" rowspan="1" colspan="1">Improved</td><td rowspan="1" colspan="1">236 (50.54)</td><td rowspan="1" colspan="1">1028 (46.81)</td><td rowspan="1" colspan="1"/></tr><tr><td align="left" rowspan="1" colspan="1">Not improved</td><td rowspan="1" colspan="1">8 (1.71)</td><td rowspan="1" colspan="1">22 (1)</td><td rowspan="1" colspan="1"/></tr><tr><td align="left" rowspan="1" colspan="1">Died</td><td rowspan="1" colspan="1">0</td><td rowspan="1" colspan="1">0</td><td rowspan="1" colspan="1"/></tr><tr><td align="left" rowspan="1" colspan="1">Charges of hospitalization (CNY), (median, range) <italic toggle="yes">n</italic> = 467/2183</td><td rowspan="1" colspan="1">21508.3 (17150.6-30045.8)</td><td rowspan="1" colspan="1">18362.9 (15665.8-22895.2)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Charges of medication, <italic toggle="yes">n</italic> = 459/2153</td><td rowspan="1" colspan="1">6620.6 (3429.4-12239.7)</td><td rowspan="1" colspan="1">4900.6 (3172.4-8186.0)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Charges of operation, <italic toggle="yes">n</italic> = 458/2151</td><td rowspan="1" colspan="1">5741.0 (4519.2-7324.0)</td><td rowspan="1" colspan="1">5455.2 (2670.0-6964.0)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Charges of nursing, <italic toggle="yes">n</italic> = 454/2133</td><td rowspan="1" colspan="1">188.0 (115.0-288.0)</td><td rowspan="1" colspan="1">120.0 (74.0-211.0)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Charges of materials, <italic toggle="yes">n</italic> = 409/1540</td><td rowspan="1" colspan="1">7916.4 (6696.0-10552.6)</td><td rowspan="1" colspan="1">6985.5 (6135.1-8224.7)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Charges of examination, <italic toggle="yes">n</italic> = 459/2153</td><td rowspan="1" colspan="1">2698.0 (2224.5-3799.5)</td><td rowspan="1" colspan="1">2463.5 (2134.5-3105.5)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Antibiotic use, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">260/430 (60.47)</td><td rowspan="1" colspan="1">832/1737 (47.90)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Antibiotic usage duration (d) (median, range), <italic toggle="yes">n</italic> = 260/832</td><td rowspan="1" colspan="1">12 (8.0-18.5)</td><td rowspan="1" colspan="1">11 (7.0-17.0)</td><td rowspan="1" colspan="1">0.004<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Three line antibiotic use, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">51/430 (11.86)</td><td rowspan="1" colspan="1">149/1737 (8.58)</td><td rowspan="1" colspan="1">0.035<xref ref-type="table-fn" rid="T2FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Secondary surgery, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">69 (14.78)</td><td rowspan="1" colspan="1">372 (16.94)</td><td rowspan="1" colspan="1">0.253</td></tr></tbody></table><table-wrap-foot><fn id="T2FN1"><label>a</label><p><italic toggle="yes">P</italic> &lt; 0.05 was considered statistically significant.</p></fn></table-wrap-foot></table-wrap><p>The postoperative complication rates are compared in Table <xref rid="T3" ref-type="table">3</xref>. About 26.77% of patients with routine care had at least one complication, while the incidence of complications dropped to 14.39% after the CP complementation (<italic toggle="yes">P</italic> &lt; 0.001). The incidence rates of acute pancreatitis and liver abscess were considerably lower in patients after CP implementation, with significant differences between the two groups (<italic toggle="yes">P</italic> &lt; 0.001).</p><table-wrap id="T3" position="float" orientation="portrait"><label>Table 3</label><caption><p>Comparison of postoperative complication rates between the non-pathway and clinical pathway groups</p></caption><table frame="hsides" rules="groups"><thead align="center"><tr><td align="left" rowspan="1" colspan="1"><bold>Characteristic</bold></td><td rowspan="1" colspan="1"><bold>Non-pathway group (<italic toggle="yes">n</italic> = 467)</bold></td><td rowspan="1" colspan="1"><bold>Cinical pathway group (<italic toggle="yes">n</italic> = 2196)</bold></td><td rowspan="1" colspan="1"><bold><italic toggle="yes">P</italic> value</bold></td></tr></thead><tbody align="center"><tr><td align="left" rowspan="1" colspan="1">Total, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">125 (26.77)</td><td rowspan="1" colspan="1">316 (14.39)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T3FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Acute pancreatitis</td><td rowspan="1" colspan="1">113 (24.20)</td><td rowspan="1" colspan="1">298 (13.57)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T3FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Gallbladder perforation</td><td rowspan="1" colspan="1">1 (0.21)</td><td rowspan="1" colspan="1">1 (0.05)</td><td rowspan="1" colspan="1">0.227</td></tr><tr><td align="left" rowspan="1" colspan="1">Gastrointestinal hemorrhage</td><td rowspan="1" colspan="1">0</td><td rowspan="1" colspan="1">2 (0.09)</td><td rowspan="1" colspan="1">0.514</td></tr><tr><td align="left" rowspan="1" colspan="1">Biliary tract infection</td><td rowspan="1" colspan="1">2 (0.43)</td><td rowspan="1" colspan="1">4 (0.18)</td><td rowspan="1" colspan="1">0.308</td></tr><tr><td align="left" rowspan="1" colspan="1">Liver abscess</td><td rowspan="1" colspan="1">10 (2.14)</td><td rowspan="1" colspan="1">11 (0.50)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T3FN1">a</xref></td></tr></tbody></table><table-wrap-foot><fn id="T3FN1"><label>a</label><p><italic toggle="yes">P</italic> &lt; 0.05 was considered statistically significant.</p></fn></table-wrap-foot></table-wrap><p>The effect of the CP complementation on each outcome was also assessed by univariate and multivariate logistic regression through controlling age, gender, smoking and drinking habits, the number of stones, and WBC count at hospital admission (Tables <xref rid="T4" ref-type="table">4</xref> and <xref rid="T5" ref-type="table">5</xref>). After adjusting for differences between the two groups, antibiotic use and postoperative complications were less in patients with the CP complementation [odds ratio (OR) = 0.72, 95% confidence interval (CI) 0.55-0.93, <italic toggle="yes">P</italic> = 0.012; and OR = 0.44, 95%CI 0.33-0.59, <italic toggle="yes">P</italic> &lt; 0.001, respectively]. The costs of hospitalization, operation, nursing, medication, and materials (<italic toggle="yes">P</italic> &lt; 0.001 for all) and LOHS (<italic toggle="yes">P</italic> &lt; 0.001) decreased significantly after implementation of the CP.</p><table-wrap id="T4" position="float" orientation="portrait"><label>Table 4</label><caption><p>Univariate logistic regression analysis of outcomes</p></caption><table frame="hsides" rules="groups"><thead align="center"><tr><td align="left" rowspan="1" colspan="1"><bold>Characteristic</bold></td><td rowspan="1" colspan="1"><bold>Non-pathway group (<italic toggle="yes">n</italic> = 467)</bold></td><td rowspan="1" colspan="1"><bold>Cinical pathway group (<italic toggle="yes">n</italic> = 2196)</bold></td><td colspan="2" rowspan="1"><bold>OR (95%CI)</bold></td><td rowspan="1" colspan="1"><bold><italic toggle="yes">P</italic> value</bold></td></tr></thead><tbody align="center"><tr><td align="left" rowspan="1" colspan="1">Length of total hospital stay (median, range)</td><td rowspan="1" colspan="1">8 (6-11)</td><td rowspan="1" colspan="1">7 (5-9)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Pre-operative length of stay</td><td rowspan="1" colspan="1">2 (1-4)</td><td rowspan="1" colspan="1">2 (1-3)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">0.078</td></tr><tr><td align="left" rowspan="1" colspan="1">Readmission, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">34 (7.28)</td><td rowspan="1" colspan="1">173 (7.88)</td><td colspan="2" rowspan="1">1.09 (0.74, 1.60)</td><td rowspan="1" colspan="1">0.661</td></tr><tr><td align="left" rowspan="1" colspan="1">Clinical outcomes, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td colspan="2" rowspan="1">1.21 (0.99, 1.47)</td><td rowspan="1" colspan="1">0.064</td></tr><tr><td align="left" rowspan="1" colspan="1">Charges of hospitalization (CNY) (median, range)</td><td rowspan="1" colspan="1">21508.3 (17150.6-30045.8)</td><td rowspan="1" colspan="1">18362.9 (15665.8-22895.2)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Medication</td><td rowspan="1" colspan="1">6620.6 (3429.4-12239.7)</td><td rowspan="1" colspan="1">4900.6 (3172.4-8186.0)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Operating</td><td rowspan="1" colspan="1">5741.0 (4519.2-7324.0)</td><td rowspan="1" colspan="1">5455.2 (2670.0-6964.0)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Nursing</td><td rowspan="1" colspan="1">188.0 (115.0-288.0)</td><td rowspan="1" colspan="1">120.0 (74.0-211.0)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Materials</td><td rowspan="1" colspan="1">7916.4 (6696.0-10552.6)</td><td rowspan="1" colspan="1">6985.5 (6135.1-8224.7)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Examination</td><td rowspan="1" colspan="1">2698.0 (2224.5-3799.5)</td><td rowspan="1" colspan="1">2463.5 (2134.5-3105.5)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Antibiotic use, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">260/430 (60.47)</td><td rowspan="1" colspan="1">832/1737(47.90)</td><td colspan="2" rowspan="1">0.60 (0.49, 0.75)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Antibiotic usage duration (d) (median, range)</td><td rowspan="1" colspan="1">12 (8.0-18.5)</td><td rowspan="1" colspan="1">11 (7.0-17.0)</td><td colspan="2" rowspan="1"/><td rowspan="1" colspan="1">0.310</td></tr><tr><td align="left" rowspan="1" colspan="1">Three line antibiotic use, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">51/430 (11.86)</td><td colspan="2" rowspan="1">149/1437 (8.58)</td><td rowspan="1" colspan="1">0.69</td><td rowspan="1" colspan="1">0.036<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Secondary surgery, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">69 (14.78)</td><td colspan="2" rowspan="1">372 (16.94)</td><td rowspan="1" colspan="1">1.18</td><td rowspan="1" colspan="1">0.254</td></tr><tr><td align="left" rowspan="1" colspan="1">Complications</td><td rowspan="1" colspan="1">125 (26.77)</td><td colspan="2" rowspan="1">316 (14.39)</td><td rowspan="1" colspan="1">0.46 (0.36, 0.58)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T4FN1">a</xref></td></tr></tbody></table><table-wrap-foot><fn id="T4FN1"><label>a</label><p><italic toggle="yes">P</italic> &lt; 0.05 was considered statistically significant. OR: Odds ratio; CI: Confidence interval.</p></fn></table-wrap-foot></table-wrap><table-wrap id="T5" position="float" orientation="portrait"><label>Table 5</label><caption><p>Multivariate logistic and linear regression analysis of outcomes</p></caption><table frame="hsides" rules="groups"><thead align="center"><tr><td align="left" rowspan="1" colspan="1"><bold>Characteristic</bold></td><td rowspan="1" colspan="1"><bold>Adjusted OR (95%CI) or coefficients</bold></td><td rowspan="1" colspan="1"><bold><italic toggle="yes">P</italic> value</bold></td></tr></thead><tbody align="center"><tr><td align="left" rowspan="1" colspan="1">Length of total hospital stay</td><td rowspan="1" colspan="1">-1.71 (-2.30, -1.12)<xref ref-type="table-fn" rid="T5FN1">1</xref></td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Hospitalization costs</td><td rowspan="1" colspan="1">-5572.26 (-6931.48, -4213.03)<xref ref-type="table-fn" rid="T5FN1">1</xref></td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Medication costs</td><td rowspan="1" colspan="1">-2760.03 (-3738.96, -1781.11)<xref ref-type="table-fn" rid="T5FN1">1</xref></td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Operating costs</td><td rowspan="1" colspan="1">-382.08 (-635.30, -128.85)<xref ref-type="table-fn" rid="T5FN1">1</xref></td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Nursing costs</td><td rowspan="1" colspan="1">-138.25 (-195.83, -80.66)<xref ref-type="table-fn" rid="T5FN1">1</xref></td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Materials costs</td><td rowspan="1" colspan="1">-1688.35 (-2049.61, -1327.10)<xref ref-type="table-fn" rid="T5FN1">1</xref></td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Examination costs</td><td rowspan="1" colspan="1">-138.25 (-195.83, -80.66)<xref ref-type="table-fn" rid="T5FN1">1</xref></td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Three line antibiotic use</td><td rowspan="1" colspan="1">0.89 (0.60, 1.31)</td><td rowspan="1" colspan="1">0.546</td></tr><tr><td align="left" rowspan="1" colspan="1">Antibiotic use, <italic toggle="yes">n</italic> (%)</td><td rowspan="1" colspan="1">0.72 (0.55, 0.93)</td><td rowspan="1" colspan="1">0.012<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr><tr><td align="left" rowspan="1" colspan="1">Complications</td><td rowspan="1" colspan="1">0.44 (0.33, 0.59)</td><td rowspan="1" colspan="1">&lt; 0.001<xref ref-type="table-fn" rid="T5FN2">a</xref></td></tr></tbody></table><table-wrap-foot><fn id="T5FN1"><label>1</label><p>Coefficients.</p></fn><fn id="T5FN2"><label>a</label><p><italic toggle="yes">P</italic> &lt; 0.05 was considered statistically significant, adjusted for age, gender, smoking, alcohol use, the number of stones, and white blood cell count at hospital admission.</p></fn><fn><p>OR: Odds ratio; CI: Confidence interval.</p></fn></table-wrap-foot></table-wrap></sec><sec><title>DISCUSSION</title><p>Despite wide adoption of CPs throughout different departments currently, their evaluation and optimization remain doubtful[<xref rid="B20" ref-type="bibr">20</xref>]. The purpose of this study was to compare the indicators of CP implementation in five domains (clinical outcome, efficiency indicators, financial indicators, and antibiotic use indicators) for patients with CBD stones undergoing ERCP. Our results confirmed that pathway implementation in CBD stones was associated with reduced total LOHS, costs, antibiotic use, antibiotic use duration, and complication rate. More importantly, the decrease has not been achieved at the expense of increased readmission rate or mortality.</p><p>With the development of endoscopic technique, ERCP is considered a preferred therapeutic method in management of CBD stones. However, it can be still challenging in some cases, such as high total hospital expenses and high risk of post-ERCP complications[<xref rid="B21" ref-type="bibr">21</xref>,<xref rid="B22" ref-type="bibr">22</xref>]. CP, one of the main modes to standardize treatment and care, is increasingly adopted by hospitals to strive to better outcomes and lower costs. However, the definition of CP has not yet been fully elucidated in clinical practice, and the impact of pathway complementation is varied by different factors and conditions[<xref rid="B23" ref-type="bibr">23</xref>,<xref rid="B24" ref-type="bibr">24</xref>]. Findings of our study are consistent with those obtained by Kristin et al who demonstrated a considerable reduction in terms of costs and LOHS in patients with complicated gallstone disease after the CP implementation[<xref rid="B9" ref-type="bibr">9</xref>]. More recent studies showed similar improvements in other specialties of diseases, such as acute pancreatitis[<xref rid="B25" ref-type="bibr">25</xref>], breast cancer[<xref rid="B15" ref-type="bibr">15</xref>], and chronic obstructive pulmonary disease[<xref rid="B26" ref-type="bibr">26</xref>]. However, pre-operative length of stay showed no distinct disparity in our study, and the implementation of pathway might have greater impact on postoperative hospital stay. Similar to our results in terms of antibiotic use, Dona et al[<xref rid="B27" ref-type="bibr">27</xref>] reported that there was a reduction of antibiotic prescriptions in patients with community-acquired pneumonia after introducing a CP. Our study provided further evidence that the CP implementation can also significantly reduce the duration of antibiotic use and three-line antibiotic prescriptions. Thus, it is possible to conclude that a marked reduction of costs appears to be associated with several factors, such as effective pre-operative examination and rational use of medications and materials. Moreover, CP seems to be one of key approaches to maximize cost-effectiveness, while without sacrificing good treatment outcomes[<xref rid="B28" ref-type="bibr">28</xref>]. The most common causes of dropout from CP were postoperative complications that needed additional treatment. The findings of the present study demonstrated that rates of complications were lower in patients operated upon admission who implemented the CP compared to patients receiving routine care. There have been multiple previous publications in various domains which have demonstrated the lower incidence of complications following critical pathways[<xref rid="B29" ref-type="bibr">29</xref>-<xref rid="B31" ref-type="bibr">31</xref>]. However, critical factors may have affected outcomes, such as patients’ characteristics, living habits, disease features, and individual laboratory measurements. Thus, these factors did not affect the findings that CP use achieved a significantly shorter LOHS, lower costs, and reduced complications after adjustments.</p><p>Large-scale populations with gallstones and data process and application platform utilization are the main strengths in the present study. Furthermore, the findings were demonstrated by adjusting the potential confounders. However, this study was limited by its single-center retrospective design, indicating that further multiple-center trials with larger variable are in need to confirm the results.</p><p>In conclusion, findings of our study have demonstrated that patients with CBD stones who accepted the CP appear to be significantly lower in the LOHS, the costs, the rate of antibiotic use, and the incidence of complications. Our study provides further evidence of CP use in Chinese patients and also standardizes gallstone management and treatment.</p></sec><sec><title>ARTICLE HIGHLIGHTS</title><sec><title>Research background</title><p>Endoscopic retrograde cholangiopancreatography (ERCP) is widely recognized as a standard endoscopic technique for patients with common bile duct (CBD) stones. However, ERCP is associated with significant morbidity, mortality, and longer preoperative stay. A clinical pathway (CP) is an advanced methodology that provides a sequence of diagnosis, treatment, and management. Although CP implementation could optimize medical treatment and improve efficiency of medical sources utilization, CP implementation for CBD stones has not been fully promoted at present.</p></sec><sec><title>Research motivation</title><p>Current situation and value of the CP in management of CBD stones receiving ERCP still need to be explored. With the arrival of the era of big-data, we utilized a big-data process and application platform to provide a solid data base and scientific evidence for the establishment of the CP.</p></sec><sec><title>Research objectives</title><p>The objective of this study was to compare length of hospital stay (LOHS), costs, clinical outcomes, antibiotic use, and postoperative complication rate before and after implementing a CP for patients with CBD stones undergoing ERCP.</p></sec><sec><title>Research methods</title><p>Patients with CBD stones from Nanjing Drum Tower Hospital between January 2007 and December 2017 were identified from a big-data, intelligence database platform (Yidu Cloud Technology Ltd., Beijing, China). The enrolled population consisted of two groups which accepted conventional care (non-pathway group, <italic toggle="yes">n</italic> = 467) and the CP (CP group, <italic toggle="yes">n</italic> = 2196), respectively. Univariate and multivariable regression/linear models were utilized to compare the medical records and outcomes.</p></sec><sec><title>Research results</title><p>The percentage of antibiotic use and complications in the CP group were significantly less than those in the non-pathway group [adjusted odds ratio (OR) = 0.72, 95% confidence interval (CI) 0.55-0.93, <italic toggle="yes">P</italic> = 0.012, adjusted OR = 0.44, 95%CI 0.33-0.59, <italic toggle="yes">P</italic> &lt; 0.001, respectively]. Patients experienced lower costs in hospitalization, operation, nursing, medication, and materials (<italic toggle="yes">P</italic> &lt; 0.001 for all), and even shorter LOHS (<italic toggle="yes">P</italic> &lt; 0.001) after implementation of the CP. No significant differences in clinical outcomes, readmission rate, or secondary surgery rate were presented between the patients in non-pathway and CP groups.</p></sec><sec><title>Research conclusion</title><p>In conclusion, implementation of the CP for patients with CBD stones undergoing ERCP significantly reduced LOHS, the costs, the rate of antibiotic use, and the incidence of complications without increasing readmission rates. A CP is confirmed to be an effective mode which is explicit about the sequencing, timing, and provision of interventions in the field of CBD stones. Meanwhile, our study provides further big-data evidence of a multidisciplinary CP in Chinese patients.</p></sec><sec><title>Research perspectives</title><p>Despite that this is the rare big-data evidence of a CP in Chinese patients with CBD stones, further multiple-center studies with larger variable are essential to strengthen the results.</p></sec></sec><sec><title>ACKNOWLEDGEMENTS</title><p>We sincerely appreciate Yidu Cloud (Beijing) Technology Co. Ltd., China for providing technical support in extracting data by using the big-data intelligence platform.</p></sec></body><back><fn-group><fn><p>Manuscript source: Unsolicited manuscript</p></fn><fn><p>Specialty type: Gastroenterology and hepatology</p></fn><fn><p>Country of origin: China</p></fn><fn><p>Peer-review report classification</p></fn><fn><p>Grade A (Excellent): A</p></fn><fn><p>Grade B (Very good): B</p></fn><fn><p>Grade C (Good): C</p></fn><fn><p>Grade D (Fair): 0</p></fn><fn><p>Grade E (Poor): 0</p></fn><fn><p>Institutional review board statement: The study was reviewed and approved by the Ethics Committee of The Affiliated Drum Tower Hospital of Nanjing University Medical School.</p></fn><fn><p>Informed consent statement: Patients were not required to give informed written consent prior to the study because the analysis retrospectively used their clinical data.</p></fn><fn fn-type="COI-statement"><p>Conflict-of-interest statement: The authors have no conflict of interests to declare.</p></fn><fn><p>Peer-review started: December 6, 2018</p></fn><fn><p>First decision: January 6, 2019</p></fn><fn><p>Article in press: January 18, 2019</p></fn><fn><p>P- Reviewer: Gonzalez-Ojeda AG, Hauser G, Senturk H S- Editor: Yan JP L- Editor: Wang TQ E- Editor: Yin SY</p></fn></fn-group><ref-list><ref id="B1"><label>1</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Acalovschi</surname><given-names>M</given-names></name></person-group><article-title>Gallstones in patients with liver cirrhosis: Incidence, etiology, clinical and therapeutical aspects</article-title><source>World J Gastroenterol</source><year>2014</year><volume>20</volume><fpage>7277</fpage><lpage>7285</lpage><pub-id pub-id-type="pmid">24966598</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.3748/wjg.v20.i23.7277</pub-id><pub-id pub-id-type="pmcid">PMC4064073</pub-id></element-citation></ref><ref id="B2"><label>2</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Zhu</surname><given-names>Q</given-names></name><name name-style="western"><surname>Sun</surname><given-names>X</given-names></name><name name-style="western"><surname>Ji</surname><given-names>X</given-names></name><name name-style="western"><surname>Zhu</surname><given-names>L</given-names></name><name name-style="western"><surname>Xu</surname><given-names>J</given-names></name><name name-style="western"><surname>Wang</surname><given-names>C</given-names></name><name name-style="western"><surname>Zhang</surname><given-names>C</given-names></name><name name-style="western"><surname>Xue</surname><given-names>F</given-names></name><name name-style="western"><surname>Liu</surname><given-names>Y</given-names></name></person-group><article-title>The association between gallstones and metabolic syndrome in urban Han Chinese: A longitudinal cohort study</article-title><source>Sci Rep</source><year>2016</year><volume>6</volume><fpage>29937</fpage><pub-id pub-id-type="pmid">27443986</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1038/srep29937</pub-id><pub-id pub-id-type="pmcid">PMC4957232</pub-id></element-citation></ref><ref id="B3"><label>3</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Anand</surname><given-names>G</given-names></name><name name-style="western"><surname>Patel</surname><given-names>YA</given-names></name><name name-style="western"><surname>Yeh</surname><given-names>HC</given-names></name><name name-style="western"><surname>Khashab</surname><given-names>MA</given-names></name><name name-style="western"><surname>Lennon</surname><given-names>AM</given-names></name><name name-style="western"><surname>Shin</surname><given-names>EJ</given-names></name><name name-style="western"><surname>Canto</surname><given-names>MI</given-names></name><name name-style="western"><surname>Okolo</surname><given-names>PI</given-names></name><name name-style="western"><surname>Kalloo</surname><given-names>AN</given-names></name><name name-style="western"><surname>Singh</surname><given-names>VK</given-names></name></person-group><article-title>Factors and Outcomes Associated with MRCP Use prior to ERCP in Patients at High Risk for Choledocholithiasis</article-title><source>Can J Gastroenterol Hepatol</source><year>2016</year><volume>2016</volume><fpage>5132052</fpage><pub-id pub-id-type="pmid">27446845</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1155/2016/5132052</pub-id><pub-id pub-id-type="pmcid">PMC4904705</pub-id></element-citation></ref><ref id="B4"><label>4</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Tazuma</surname><given-names>S</given-names></name></person-group><article-title>Gallstone disease: Epidemiology, pathogenesis, and classification of biliary stones (common bile duct and intrahepatic)</article-title><source>Best Pract Res Clin Gastroenterol</source><year>2006</year><volume>20</volume><fpage>1075</fpage><lpage>1083</lpage><pub-id pub-id-type="pmid">17127189</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1016/j.bpg.2006.05.009</pub-id></element-citation></ref><ref id="B5"><label>5</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Aslan</surname><given-names>F</given-names></name><name name-style="western"><surname>Arabul</surname><given-names>M</given-names></name><name name-style="western"><surname>Celik</surname><given-names>M</given-names></name><name name-style="western"><surname>Alper</surname><given-names>E</given-names></name><name name-style="western"><surname>Unsal</surname><given-names>B</given-names></name></person-group><article-title>The effect of biliary stenting on difficult common bile duct stones</article-title><source>Prz Gastroenterol</source><year>2014</year><volume>9</volume><fpage>109</fpage><lpage>115</lpage><pub-id pub-id-type="pmid">25061492</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.5114/pg.2014.42507</pub-id><pub-id pub-id-type="pmcid">PMC4108754</pub-id></element-citation></ref><ref id="B6"><label>6</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kenny</surname><given-names>R</given-names></name><name name-style="western"><surname>Richardson</surname><given-names>J</given-names></name><name name-style="western"><surname>McGlone</surname><given-names>ER</given-names></name><name name-style="western"><surname>Reddy</surname><given-names>M</given-names></name><name name-style="western"><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><lpage>993</lpage><pub-id pub-id-type="pmid">24998206</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1016/j.ijsu.2014.06.013</pub-id></element-citation></ref><ref id="B7"><label>7</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bray</surname><given-names>MS</given-names></name><name name-style="western"><surname>Borgert</surname><given-names>AJ</given-names></name><name name-style="western"><surname>Folkers</surname><given-names>ME</given-names></name><name name-style="western"><surname>Kothari</surname><given-names>SN</given-names></name></person-group><article-title>Outcome and management of endoscopic retrograde cholangiopancreatography perforations: A community perspective</article-title><source>Am J Surg</source><year>2017</year><volume>214</volume><fpage>69</fpage><lpage>73</lpage><pub-id pub-id-type="pmid">28173939</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1016/j.amjsurg.2017.01.034</pub-id></element-citation></ref><ref id="B8"><label>8</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Morris</surname><given-names>S</given-names></name><name name-style="western"><surname>Gurusamy</surname><given-names>KS</given-names></name><name name-style="western"><surname>Sheringham</surname><given-names>J</given-names></name><name name-style="western"><surname>Davidson</surname><given-names>BR</given-names></name></person-group><article-title>Cost-effectiveness analysis of endoscopic ultrasound versus magnetic resonance cholangiopancreatography in patients with suspected common bile duct stones</article-title><source>PLoS One</source><year>2015</year><volume>10</volume><fpage>e0121699</fpage><pub-id pub-id-type="pmid">25799113</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1371/journal.pone.0121699</pub-id><pub-id pub-id-type="pmcid">PMC4370382</pub-id></element-citation></ref><ref id="B9"><label>9</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sheffield</surname><given-names>KM</given-names></name><name name-style="western"><surname>Ramos</surname><given-names>KE</given-names></name><name name-style="western"><surname>Djukom</surname><given-names>CD</given-names></name><name name-style="western"><surname>Jimenez</surname><given-names>CJ</given-names></name><name name-style="western"><surname>Mileski</surname><given-names>WJ</given-names></name><name name-style="western"><surname>Kimbrough</surname><given-names>TD</given-names></name><name name-style="western"><surname>Townsend</surname><given-names>CM</given-names><suffix>Jr</suffix></name><name name-style="western"><surname>Riall</surname><given-names>TS</given-names></name></person-group><article-title>Implementation of a critical pathway for complicated gallstone disease: Translation of population-based data into clinical practice</article-title><source>J Am Coll Surg</source><year>2011</year><volume>212</volume><fpage>835</fpage><lpage>843</lpage><pub-id pub-id-type="pmid">21398156</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1016/j.jamcollsurg.2010.12.047</pub-id><pub-id pub-id-type="pmcid">PMC3350377</pub-id></element-citation></ref><ref id="B10"><label>10</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Elliott</surname><given-names>MJ</given-names></name><name name-style="western"><surname>Gil</surname><given-names>S</given-names></name><name name-style="western"><surname>Hemmelgarn</surname><given-names>BR</given-names></name><name name-style="western"><surname>Manns</surname><given-names>BJ</given-names></name><name name-style="western"><surname>Tonelli</surname><given-names>M</given-names></name><name name-style="western"><surname>Jun</surname><given-names>M</given-names></name><name name-style="western"><surname>Donald</surname><given-names>M</given-names></name></person-group><article-title>A scoping review of adult chronic kidney disease clinical pathways for primary care</article-title><source>Nephrol Dial Transplant</source><year>2017</year><volume>32</volume><fpage>838</fpage><lpage>846</lpage><pub-id pub-id-type="pmid">27257274</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1093/ndt/gfw208</pub-id><pub-id pub-id-type="pmcid">PMC5837585</pub-id></element-citation></ref><ref id="B11"><label>11</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>De Luca</surname><given-names>A</given-names></name><name name-style="western"><surname>Toni</surname><given-names>D</given-names></name><name name-style="western"><surname>Lauria</surname><given-names>L</given-names></name><name name-style="western"><surname>Sacchetti</surname><given-names>ML</given-names></name><name name-style="western"><surname>Giorgi Rossi</surname><given-names>P</given-names></name><name name-style="western"><surname>Ferri</surname><given-names>M</given-names></name><name name-style="western"><surname>Puca</surname><given-names>E</given-names></name><name name-style="western"><surname>Prencipe</surname><given-names>M</given-names></name><name name-style="western"><surname>Guasticchi</surname><given-names>G</given-names></name></person-group><collab>IMPLementazione Percorso Clinico Assistenziale ICtus Acuto (IMPLICA) Study Group</collab><article-title>An emergency clinical pathway for stroke patients--results of a cluster randomised trial (isrctn41456865)</article-title><source>BMC Health Serv Res</source><year>2009</year><volume>9</volume><fpage>14</fpage><pub-id pub-id-type="pmid">19159477</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1186/1472-6963-9-14</pub-id><pub-id pub-id-type="pmcid">PMC2640375</pub-id></element-citation></ref><ref id="B12"><label>12</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schuur</surname><given-names>JD</given-names></name><name name-style="western"><surname>Baugh</surname><given-names>CW</given-names></name><name name-style="western"><surname>Hess</surname><given-names>EP</given-names></name><name name-style="western"><surname>Hilton</surname><given-names>JA</given-names></name><name name-style="western"><surname>Pines</surname><given-names>JM</given-names></name><name name-style="western"><surname>Asplin</surname><given-names>BR</given-names></name></person-group><article-title>Critical pathways for post-emergency outpatient diagnosis and treatment: Tools to improve the value of emergency care</article-title><source>Acad Emerg Med</source><year>2011</year><volume>18</volume><fpage>e52</fpage><lpage>e63</lpage><pub-id pub-id-type="pmid">21676050</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1111/j.1553-2712.2011.01096.x</pub-id><pub-id pub-id-type="pmcid">PMC3717297</pub-id></element-citation></ref><ref id="B13"><label>13</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bradywood</surname><given-names>A</given-names></name><name name-style="western"><surname>Farrokhi</surname><given-names>F</given-names></name><name name-style="western"><surname>Williams</surname><given-names>B</given-names></name><name name-style="western"><surname>Kowalczyk</surname><given-names>M</given-names></name><name name-style="western"><surname>Blackmore</surname><given-names>CC</given-names></name></person-group><article-title>Reduction of Inpatient Hospital Length of Stay in Lumbar Fusion Patients With Implementation of an Evidence-Based Clinical Care Pathway</article-title><source>Spine (Phila Pa 1976)</source><year>2017</year><volume>42</volume><fpage>169</fpage><lpage>176</lpage><pub-id pub-id-type="pmid">27213939</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1097/BRS.0000000000001703</pub-id></element-citation></ref><ref id="B14"><label>14</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>El Baz</surname><given-names>N</given-names></name><name name-style="western"><surname>Middel</surname><given-names>B</given-names></name><name name-style="western"><surname>van Dijk</surname><given-names>JP</given-names></name><name name-style="western"><surname>Oosterhof</surname><given-names>A</given-names></name><name name-style="western"><surname>Boonstra</surname><given-names>PW</given-names></name><name name-style="western"><surname>Reijneveld</surname><given-names>SA</given-names></name></person-group><article-title>Are the outcomes of clinical pathways evidence-based? A critical appraisal of clinical pathway evaluation research</article-title><source>J Eval Clin Pract</source><year>2007</year><volume>13</volume><fpage>920</fpage><lpage>929</lpage><pub-id pub-id-type="pmid">18070263</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1111/j.1365-2753.2006.00774.x</pub-id></element-citation></ref><ref id="B15"><label>15</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>van Dam</surname><given-names>PA</given-names></name><name name-style="western"><surname>Verheyden</surname><given-names>G</given-names></name><name name-style="western"><surname>Sugihara</surname><given-names>A</given-names></name><name name-style="western"><surname>Trinh</surname><given-names>XB</given-names></name><name name-style="western"><surname>Van Der Mussele</surname><given-names>H</given-names></name><name name-style="western"><surname>Wuyts</surname><given-names>H</given-names></name><name name-style="western"><surname>Verkinderen</surname><given-names>L</given-names></name><name name-style="western"><surname>Hauspy</surname><given-names>J</given-names></name><name name-style="western"><surname>Vermeulen</surname><given-names>P</given-names></name><name name-style="western"><surname>Dirix</surname><given-names>L</given-names></name></person-group><article-title>A dynamic clinical pathway for the treatment of patients with early breast cancer is a tool for better cancer care: Implementation and prospective analysis between 2002-2010</article-title><source>World J Surg Oncol</source><year>2013</year><volume>11</volume><fpage>70</fpage><pub-id pub-id-type="pmid">23497270</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1186/1477-7819-11-70</pub-id><pub-id pub-id-type="pmcid">PMC3623911</pub-id></element-citation></ref><ref id="B16"><label>16</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>de Vries</surname><given-names>M</given-names></name><name name-style="western"><surname>van Weert</surname><given-names>JC</given-names></name><name name-style="western"><surname>Jansen</surname><given-names>J</given-names></name><name name-style="western"><surname>Lemmens</surname><given-names>VE</given-names></name><name name-style="western"><surname>Maas</surname><given-names>HA</given-names></name></person-group><article-title>Step by step development of clinical care pathways for older cancer patients: Necessary or desirable?</article-title><source>Eur J Cancer</source><year>2007</year><volume>43</volume><fpage>2170</fpage><lpage>2178</lpage><pub-id pub-id-type="pmid">17870519</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1016/j.ejca.2007.08.004</pub-id></element-citation></ref><ref id="B17"><label>17</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Shin</surname><given-names>KC</given-names></name><name name-style="western"><surname>Lee</surname><given-names>HS</given-names></name><name name-style="western"><surname>Park</surname><given-names>JM</given-names></name><name name-style="western"><surname>Joo</surname><given-names>HC</given-names></name><name name-style="western"><surname>Ko</surname><given-names>YG</given-names></name><name name-style="western"><surname>Park</surname><given-names>I</given-names></name><name name-style="western"><surname>Kim</surname><given-names>MJ</given-names></name></person-group><article-title>Outcomes before and after the Implementation of a Critical Pathway for Patients with Acute Aortic Disease</article-title><source>Yonsei Med J</source><year>2016</year><volume>57</volume><fpage>626</fpage><lpage>634</lpage><pub-id pub-id-type="pmid">26996561</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.3349/ymj.2016.57.3.626</pub-id><pub-id pub-id-type="pmcid">PMC4800351</pub-id></element-citation></ref><ref id="B18"><label>18</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Thursky</surname><given-names>K</given-names></name><name name-style="western"><surname>Lingaratnam</surname><given-names>S</given-names></name><name name-style="western"><surname>Jayarajan</surname><given-names>J</given-names></name><name name-style="western"><surname>Haeusler</surname><given-names>GM</given-names></name><name name-style="western"><surname>Teh</surname><given-names>B</given-names></name><name name-style="western"><surname>Tew</surname><given-names>M</given-names></name><name name-style="western"><surname>Venn</surname><given-names>G</given-names></name><name name-style="western"><surname>Hiong</surname><given-names>A</given-names></name><name name-style="western"><surname>Brown</surname><given-names>C</given-names></name><name name-style="western"><surname>Leung</surname><given-names>V</given-names></name><name name-style="western"><surname>Worth</surname><given-names>LJ</given-names></name><name name-style="western"><surname>Dalziel</surname><given-names>K</given-names></name><name name-style="western"><surname>Slavin</surname><given-names>MA</given-names></name></person-group><article-title>Implementation of a whole of hospital sepsis clinical pathway in a cancer hospital: Impact on sepsis management, outcomes and costs</article-title><source>BMJ Open Qual</source><year>2018</year><volume>7</volume><fpage>e000355</fpage><pub-id pub-id-type="doi" assigning-authority="pmc">10.1136/bmjoq-2018-000355</pub-id><pub-id pub-id-type="pmcid">PMC6045757</pub-id><pub-id pub-id-type="pmid">30019016</pub-id></element-citation></ref><ref id="B19"><label>19</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>van der Kolk</surname><given-names>M</given-names></name><name name-style="western"><surname>van den Boogaard</surname><given-names>M</given-names></name><name name-style="western"><surname>Ter Brugge-Speelman</surname><given-names>C</given-names></name><name name-style="western"><surname>Hol</surname><given-names>J</given-names></name><name name-style="western"><surname>Noyez</surname><given-names>L</given-names></name><name name-style="western"><surname>van Laarhoven</surname><given-names>K</given-names></name><name name-style="western"><surname>van der Hoeven</surname><given-names>H</given-names></name><name name-style="western"><surname>Pickkers</surname><given-names>P</given-names></name></person-group><article-title>Development and implementation of a clinical pathway for cardiac surgery in the intensive care unit: Effects on protocol adherence</article-title><source>J Eval Clin Pract</source><year>2017</year><volume>23</volume><fpage>1289</fpage><lpage>1298</lpage><pub-id pub-id-type="pmid">28719134</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1111/jep.12778</pub-id></element-citation></ref><ref id="B20"><label>20</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Dong</surname><given-names>W</given-names></name><name name-style="western"><surname>Huang</surname><given-names>Z</given-names></name></person-group><article-title>A Method to Evaluate Critical Factors for Successful Implementation of Clinical Pathways</article-title><source>Appl Clin Inform</source><year>2015</year><volume>6</volume><fpage>650</fpage><lpage>668</lpage><pub-id pub-id-type="pmid">26763576</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.4338/ACI-2015-05-RA-0054</pub-id><pub-id pub-id-type="pmcid">PMC4704035</pub-id></element-citation></ref><ref id="B21"><label>21</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Dasari</surname><given-names>BV</given-names></name><name name-style="western"><surname>Tan</surname><given-names>CJ</given-names></name><name name-style="western"><surname>Gurusamy</surname><given-names>KS</given-names></name><name name-style="western"><surname>Martin</surname><given-names>DJ</given-names></name><name name-style="western"><surname>Kirk</surname><given-names>G</given-names></name><name name-style="western"><surname>McKie</surname><given-names>L</given-names></name><name name-style="western"><surname>Diamond</surname><given-names>T</given-names></name><name name-style="western"><surname>Taylor</surname><given-names>MA</given-names></name></person-group><article-title>Surgical versus endoscopic treatment of bile duct stones</article-title><source>Cochrane Database Syst Rev</source><year>2013</year><issue>9</issue><fpage>CD003327</fpage><pub-id pub-id-type="doi" assigning-authority="pmc">10.1002/14651858.CD003327.pub3</pub-id><pub-id pub-id-type="pmid">23999986</pub-id></element-citation></ref><ref id="B22"><label>22</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Platt</surname><given-names>TE</given-names></name><name name-style="western"><surname>Smith</surname><given-names>K</given-names></name><name name-style="western"><surname>Sinha</surname><given-names>S</given-names></name><name name-style="western"><surname>Nixon</surname><given-names>M</given-names></name><name name-style="western"><surname>Srinivas</surname><given-names>G</given-names></name><name name-style="western"><surname>Johnson</surname><given-names>N</given-names></name><name name-style="western"><surname>Andrews</surname><given-names>S</given-names></name></person-group><article-title>Laparoscopic common bile duct exploration; a preferential pathway for elderly patients</article-title><source>Ann Med Surg (Lond)</source><year>2018</year><volume>30</volume><fpage>13</fpage><lpage>17</lpage><pub-id pub-id-type="pmid">29946453</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1016/j.amsu.2018.03.044</pub-id><pub-id pub-id-type="pmcid">PMC6016319</pub-id></element-citation></ref><ref id="B23"><label>23</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Lion</surname><given-names>KC</given-names></name><name name-style="western"><surname>Wright</surname><given-names>DR</given-names></name><name name-style="western"><surname>Spencer</surname><given-names>S</given-names></name><name name-style="western"><surname>Zhou</surname><given-names>C</given-names></name><name name-style="western"><surname>Del Beccaro</surname><given-names>M</given-names></name><name name-style="western"><surname>Mangione-Smith</surname><given-names>R</given-names></name></person-group><article-title>Standardized Clinical Pathways for Hospitalized Children and Outcomes</article-title><source>Pediatrics</source><year>2016</year><volume>137</volume><fpage>pii: e20151202</fpage><pub-id pub-id-type="doi" assigning-authority="pmc">10.1542/peds.2015-1202</pub-id><pub-id pub-id-type="pmcid">PMC5531174</pub-id><pub-id pub-id-type="pmid">27002007</pub-id></element-citation></ref><ref id="B24"><label>24</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Singh</surname><given-names>SB</given-names></name><name name-style="western"><surname>Shelton</surname><given-names>AU</given-names></name><name name-style="western"><surname>Greenberg</surname><given-names>B</given-names></name><name name-style="western"><surname>Starner</surname><given-names>TD</given-names></name></person-group><article-title>Implementation of cystic fibrosis clinical pathways improved physician adherence to care guidelines</article-title><source>Pediatr Pulmonol</source><year>2017</year><volume>52</volume><fpage>175</fpage><lpage>181</lpage><pub-id pub-id-type="pmid">27797455</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1002/ppul.23635</pub-id><pub-id pub-id-type="pmcid">PMC5258867</pub-id></element-citation></ref><ref id="B25"><label>25</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Vujasinovic</surname><given-names>M</given-names></name><name name-style="western"><surname>Makuc</surname><given-names>J</given-names></name><name name-style="western"><surname>Tepes</surname><given-names>B</given-names></name><name name-style="western"><surname>Marolt</surname><given-names>A</given-names></name><name name-style="western"><surname>Kikec</surname><given-names>Z</given-names></name><name name-style="western"><surname>Robac</surname><given-names>N</given-names></name></person-group><article-title>Impact of a clinical pathway on treatment outcome in patients with acute pancreatitis</article-title><source>World J Gastroenterol</source><year>2015</year><volume>21</volume><fpage>9150</fpage><lpage>9155</lpage><pub-id pub-id-type="pmid">26290642</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.3748/wjg.v21.i30.9150</pub-id><pub-id pub-id-type="pmcid">PMC4533047</pub-id></element-citation></ref><ref id="B26"><label>26</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Nishimura</surname><given-names>K</given-names></name><name name-style="western"><surname>Yasui</surname><given-names>M</given-names></name><name name-style="western"><surname>Nishimura</surname><given-names>T</given-names></name><name name-style="western"><surname>Oga</surname><given-names>T</given-names></name></person-group><article-title>Clinical pathway for acute exacerbations of chronic obstructive pulmonary disease: Method development and five years of experience</article-title><source>Int J Chron Obstruct Pulmon Dis</source><year>2011</year><volume>6</volume><fpage>365</fpage><lpage>372</lpage><pub-id pub-id-type="pmid">21760723</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.2147/COPD.S20423</pub-id><pub-id pub-id-type="pmcid">PMC3133508</pub-id></element-citation></ref><ref id="B27"><label>27</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Donà</surname><given-names>D</given-names></name><name name-style="western"><surname>Zingarella</surname><given-names>S</given-names></name><name name-style="western"><surname>Gastaldi</surname><given-names>A</given-names></name><name name-style="western"><surname>Lundin</surname><given-names>R</given-names></name><name name-style="western"><surname>Perilongo</surname><given-names>G</given-names></name><name name-style="western"><surname>Frigo</surname><given-names>AC</given-names></name><name name-style="western"><surname>Hamdy</surname><given-names>RF</given-names></name><name name-style="western"><surname>Zaoutis</surname><given-names>T</given-names></name><name name-style="western"><surname>Da Dalt</surname><given-names>L</given-names></name><name name-style="western"><surname>Giaquinto</surname><given-names>C</given-names></name></person-group><article-title>Effects of clinical pathway implementation on antibiotic prescriptions for pediatric community-acquired pneumonia</article-title><source>PLoS One</source><year>2018</year><volume>13</volume><fpage>e0193581</fpage><pub-id pub-id-type="pmid">29489898</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1371/journal.pone.0193581</pub-id><pub-id pub-id-type="pmcid">PMC5831636</pub-id></element-citation></ref><ref id="B28"><label>28</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kim</surname><given-names>HE</given-names></name><name name-style="western"><surname>Kim</surname><given-names>YH</given-names></name><name name-style="western"><surname>Song</surname><given-names>KB</given-names></name><name name-style="western"><surname>Chung</surname><given-names>YS</given-names></name><name name-style="western"><surname>Hwang</surname><given-names>S</given-names></name><name name-style="western"><surname>Lee</surname><given-names>YJ</given-names></name><name name-style="western"><surname>Park</surname><given-names>KM</given-names></name><name name-style="western"><surname>Kim</surname><given-names>SC</given-names></name></person-group><article-title>Impact of critical pathway implementation on hospital stay and costs in patients undergoing pancreaticoduodenectomy</article-title><source>Korean J Hepatobiliary Pancreat Surg</source><year>2014</year><volume>18</volume><fpage>14</fpage><lpage>20</lpage><pub-id pub-id-type="pmid">26155241</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.14701/kjhbps.2014.18.1.14</pub-id><pub-id pub-id-type="pmcid">PMC4492334</pub-id></element-citation></ref><ref id="B29"><label>29</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Husni</surname><given-names>ME</given-names></name><name name-style="western"><surname>Losina</surname><given-names>E</given-names></name><name name-style="western"><surname>Fossel</surname><given-names>AH</given-names></name><name name-style="western"><surname>Solomon</surname><given-names>DH</given-names></name><name name-style="western"><surname>Mahomed</surname><given-names>NN</given-names></name><name name-style="western"><surname>Katz</surname><given-names>JN</given-names></name></person-group><article-title>Decreasing medical complications for total knee arthroplasty: Effect of critical pathways on outcomes</article-title><source>BMC Musculoskelet Disord</source><year>2010</year><volume>11</volume><fpage>160</fpage><pub-id pub-id-type="pmid">20630086</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1186/1471-2474-11-160</pub-id><pub-id pub-id-type="pmcid">PMC2918540</pub-id></element-citation></ref><ref id="B30"><label>30</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Burgers</surname><given-names>PT</given-names></name><name name-style="western"><surname>Van Lieshout</surname><given-names>EM</given-names></name><name name-style="western"><surname>Verhelst</surname><given-names>J</given-names></name><name name-style="western"><surname>Dawson</surname><given-names>I</given-names></name><name name-style="western"><surname>de Rijcke</surname><given-names>PA</given-names></name></person-group><article-title>Implementing a clinical pathway for hip fractures; effects on hospital length of stay and complication rates in five hundred and twenty six patients</article-title><source>Int Orthop</source><year>2014</year><volume>38</volume><fpage>1045</fpage><lpage>1050</lpage><pub-id pub-id-type="pmid">24337751</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1007/s00264-013-2218-5</pub-id><pub-id pub-id-type="pmcid">PMC3997766</pub-id></element-citation></ref><ref id="B31"><label>31</label><element-citation publication-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Walters</surname><given-names>DM</given-names></name><name name-style="western"><surname>McGarey</surname><given-names>P</given-names></name><name name-style="western"><surname>LaPar</surname><given-names>DJ</given-names></name><name name-style="western"><surname>Strong</surname><given-names>A</given-names></name><name name-style="western"><surname>Good</surname><given-names>E</given-names></name><name name-style="western"><surname>Adams</surname><given-names>RB</given-names></name><name name-style="western"><surname>Bauer</surname><given-names>TW</given-names></name></person-group><article-title>A 6-day clinical pathway after a pancreaticoduodenectomy is feasible, safe and efficient</article-title><source>HPB (Oxford)</source><year>2013</year><volume>15</volume><fpage>668</fpage><lpage>673</lpage><pub-id pub-id-type="pmid">23458383</pub-id><pub-id pub-id-type="doi" assigning-authority="pmc">10.1111/hpb.12016</pub-id><pub-id pub-id-type="pmcid">PMC3948533</pub-id></element-citation></ref></ref-list></back></article>