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<article article-type="brief-report" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Surg.</journal-id><journal-title-group>
<journal-title>Frontiers in Surgery</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Surg.</abbrev-journal-title></journal-title-group>
<issn pub-type="epub">2296-875X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsurg.2026.1748054</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Perspective</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Redefining precision in biliary surgery: a paradigm shift from operative mastery to prognostic-driven strategy</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Bai</surname><given-names>Zhi-Yuan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Zhang</surname><given-names>Peng-Fei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2749489/overview"/><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role></contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Department of Hepatobiliary Surgery, The First Hospital of Yulin</institution>, <city>Yulin</city>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>First Ward of General Surgery Department, The First Hospital of Yulin</institution>, <city>Yulin</city>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Peng-Fei Zhang <email xlink:href="mailto:zhangpeng-fei@outlook.com">zhangpeng-fei@outlook.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-03-04"><day>04</day><month>03</month><year>2026</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2026</year></pub-date>
<volume>13</volume><elocation-id>1748054</elocation-id>
<history>
<date date-type="received"><day>17</day><month>11</month><year>2025</year></date>
<date date-type="rev-recd"><day>30</day><month>01</month><year>2026</year></date>
<date date-type="accepted"><day>04</day><month>02</month><year>2026</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 Bai and Zhang.</copyright-statement>
<copyright-year>2026</copyright-year><copyright-holder>Bai and Zhang</copyright-holder><license><ali:license_ref start_date="2026-03-04">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p></license>
</permissions>
<abstract>
<p>Traditional biliary surgery equated precision with technical mastery, focusing on flawless dissection and minimizing immediate complications. This article describes a fundamental paradigm shift in how surgical precision is defined. We argue that precision is evolving from technical execution to a comprehensive strategy driven by long-term patient outcomes. The analysis begins by examining limitations of the technique-centric approach. It then details the new paradigm&#x0027;s multidimensional aspects, including preoperative planning, intraoperative function preservation, and tailored postoperative care. The discussion addresses key technologies and conceptual innovations enabling this shift, concluding with future directions. Redefining precision is critically important. It guides personalized therapy, optimizes resource allocation, and advances biliary surgery toward improving long-term quality of life.</p>
</abstract>
<kwd-group>
<kwd>biliary tract surgery</kwd>
<kwd>paradigm shift</kwd>
<kwd>patient-centered outcomes</kwd>
<kwd>precision medicine</kwd>
<kwd>prognosis-driven strategy</kwd>
<kwd>surgical precision</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement></funding-group><counts>
<fig-count count="1"/>
<table-count count="1"/><equation-count count="0"/><ref-count count="69"/><page-count count="8"/><word-count count="0"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Visceral Surgery</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<sec id="s1a"><label>1.1</label><title>Inherent challenges in biliary tract surgery</title>
<p>The biliary system serves as the liver&#x0027;s primary excretory pathway and presents a naturally complex surgical field due to its deep anatomical location, frequent anatomical variations, and close proximity to major blood vessels (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Its physiological role in bile metabolism and excretion is crucial for maintaining systemic homeostasis (<xref ref-type="bibr" rid="B2">2</xref>). Consequently, postoperative complications like bile leakage or anastomotic stricture can lead to long-term health issues that extend well beyond the immediate recovery period (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). These complications often cause recurrent cholangitis, impair liver function, and significantly diminish patients&#x0027; quality of life (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Therefore, biliary surgery is considered one of the most technically demanding subspecialties in general surgery, where outcomes are closely tied to the surgeon&#x0027;s skill.</p>
</sec>
<sec id="s1b"><label>1.2</label><title>Achievements and limitations of the traditional paradigm</title>
<p>In recent decades, the evolution of biliary surgery has centered on the paradigm of &#x201C;technical mastery&#x201D; (<xref ref-type="bibr" rid="B5">5</xref>). This philosophy equates surgical precision with intraoperative excellence, characterized by precise anatomical dissection, meticulous tissue handling, and flawless anastomotic technique (<xref ref-type="bibr" rid="B6">6</xref>). The advent of minimally invasive techniques, particularly the widespread adoption of laparoscopic and robotic platforms, represents the pinnacle of this paradigm (<xref ref-type="bibr" rid="B6">6</xref>). These technologies have reduced surgical trauma and improved short-term outcomes such as reduced blood loss, achieved through enhanced visualization and greater instrument stability (<xref ref-type="bibr" rid="B7">7</xref>). However, the limitations of this paradigm, which focuses primarily on &#x201C;the success of the procedure itself,&#x201D; have become increasingly apparent. An intense focus on overcoming technical challenges can overshadow the ultimate goal of therapy: the patient&#x0027;s long-term well-being (<xref ref-type="bibr" rid="B8">8</xref>). A technically perfect cholecystectomy or biliary anastomosis may still lead to poor long-term outcomes&#x2014;including biliary dysfunction, disease recurrence, or diminished quality of life&#x2014;if it fails to account for the patient&#x0027;s specific pathophysiology, need for long-term biliary patency, or oncological principles (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>). In essence, a &#x201C;successful operation&#x201D; does not automatically guarantee a &#x201C;successful patient outcome&#x201D;.</p>
</sec>
<sec id="s1c"><label>1.3</label><title>Proposing a paradigm shift</title>
<p>In light of these limitations, contemporary biliary surgery is undergoing a profound conceptual transformation&#x2014;a paradigm shift from a surgeon-centric model of &#x201C;technical precision&#x201D; to a patient-outcome-oriented model of &#x201C;prognosis-driven precision&#x201D; (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). This transition extends beyond the iterative improvement of technical tools; it represents a fundamental restructuring of treatment philosophy, clinical decision-making logic, and standards for evaluating efficacy in biliary surgery. Within this new paradigm, the concept of precision is significantly broadened and enriched. It requires broadening the perspective from the isolated surgical event to the entire continuum of patient care. Every aspect of care&#x2014;from preoperative assessment and intraoperative strategy to postoperative management&#x2014;must be guided by the overarching goal of optimizing long-term survival, functional preservation, and patient quality of life. This shift heralds a new, more mature, rational, and patient-centered era in biliary surgery.</p>
</sec>
</sec>
<sec id="s2"><label>2</label><title>Traditional paradigm: mastery of technique as the core of precision surgery</title>
<sec id="s2a"><label>2.1</label><title>Core philosophy</title>
<p>The traditional paradigm in biliary surgery is fundamentally centered on a core philosophy: to perform operations that are technically perfect, minimally invasive, and aesthetically refined (<xref ref-type="bibr" rid="B11">11</xref>). In this framework, surgical precision was predominantly defined by the surgeon&#x0027;s technical skill and dexterity (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B13">13</xref>). The primary goal was the complete removal of pathological tissue and flawless anatomical reconstruction, achieved through superior individual skill and experience (<xref ref-type="bibr" rid="B13">13</xref>). This approach viewed surgery as a blend of art and craft, emphasizing absolute control over each procedural step (<xref ref-type="bibr" rid="B14">14</xref>). Its ultimate ideal was to achieve an anatomically flawless and technically seamless procedure (<xref ref-type="bibr" rid="B15">15</xref>). Consequently, this paradigm profoundly influenced surgical training and culture, establishing technical skill refinement as the primary indicator of surgical proficiency (<xref ref-type="bibr" rid="B15">15</xref>).</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Key dimensions</title>
<p>This philosophy was realized through three interconnected dimensions: The first was anatomical precision. This required a thorough understanding of the biliary system&#x0027;s complex anatomy and common variations, particularly in critical areas such as the Triangle of Calot and the hepatic hilum (<xref ref-type="bibr" rid="B16">16</xref>). The surgical objective involved clear exposure and unambiguous identification of target structures while ensuring absolute safety of adjacent blood vessels and organs (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). This meticulous approach to dissection was fundamental for preventing intraoperative injuries.</p>
<p>The second dimension was technical precision. This focused on executing surgical maneuvers with exceptional skill, particularly in laparoscopic and robotic surgery, demonstrated through fine dissection using long instruments, precise suturing with minimal tension, and creating reliable anastomoses (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B18">18</xref>). Technical precision directly affected the degree of tissue trauma, amount of blood loss, and quality of anastomotic healing (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>The third dimension involved optimization of perioperative metrics. In this paradigm, surgical quality was typically assessed using quantifiable short-term indicators, including operative duration, intraoperative blood loss, and rates of adverse events like bile duct injury (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). These metrics collectively formed the immediate basis for determining a procedure&#x0027;s &#x201C;success.&#x201D;</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Evaluation system</title>
<p>Guided by these dimensions, the traditional evaluation system primarily relied on intraoperative metrics and short-term complication rates. Common parameters included operative time, estimated blood loss, conversion-to-open rate, and complications within 30 postoperative days (such as surgical site infection, early bleeding, or bile leak) (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>). This system provided the advantages of objectivity, quantifiability, and suitability for comparative benchmarking, serving as the cornerstone for surgical quality assessment (<xref ref-type="bibr" rid="B24">24</xref>). However, its main limitation is its relatively short-term and narrow focus. While it effectively measures procedural success, it fails to adequately capture the long-term consequences of surgery for the patient (<xref ref-type="bibr" rid="B25">25</xref>). Outcomes such as durable biliary patency, long-term quality of life, and&#x2014;for cancer patients&#x2014;long-term survival rates are not fully captured (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>). Thus, while coherent within the traditional paradigm, this evaluation system is incomplete from the broader perspective of overall patient prognosis. To clearly illustrate the conceptual and practical differences between the traditional technique-driven paradigm and the emerging prognosis-driven strategy in biliary surgery, the key dimensions of this paradigm shift are summarized in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>.</p>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>Evolution of surgical precision in biliary surgery: From technical mastery to prognosis-driven strategy.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Dimension</th>
<th valign="top" align="center">Traditional technique-driven precision</th>
<th valign="top" align="center">Prognosis-driven precision strategy</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Core philosophy</td>
<td valign="top" align="left">Technical excellence and anatomical accuracy as the primary goal</td>
<td valign="top" align="left">Long-term survival, functional preservation, and quality of life as ultimate goals</td>
</tr>
<tr>
<td valign="top" align="left">Definition of precision</td>
<td valign="top" align="left">Precision equated with flawless operative execution</td>
<td valign="top" align="left">Precision defined as outcome-oriented decision-making across the entire care continuum</td>
</tr>
<tr>
<td valign="top" align="left">Preoperative focus</td>
<td valign="top" align="left">Imaging-based anatomical assessment and operability</td>
<td valign="top" align="left">Multidimensional risk stratification incorporating liver function, lymphatic involvement, tumor biology, and physiological reserve</td>
</tr>
<tr>
<td valign="top" align="left">Decision-making logic</td>
<td valign="top" align="left">&#x201C;What operation can be performed safely?&#x201D;</td>
<td valign="top" align="left">&#x201C;What strategy optimizes the patient&#x2019;s long-term prognosis?&#x201D;</td>
</tr>
<tr>
<td valign="top" align="left">Intraoperative strategy</td>
<td valign="top" align="left">Anatomy-oriented resection with emphasis on complete removal</td>
<td valign="top" align="left">Function-oriented surgery prioritizing biliary continuity, liver preservation, and physiological integrity</td>
</tr>
<tr>
<td valign="top" align="left">Role of technology</td>
<td valign="top" align="left">Minimally invasive platforms to enhance dexterity and visualization</td>
<td valign="top" align="left">AI-assisted planning, radiomics, fluorescence imaging, navigation systems, and molecular guidance</td>
</tr>
<tr>
<td valign="top" align="left">Oncologic integration</td>
<td valign="top" align="left">Surgery considered the central curative modality</td>
<td valign="top" align="left">Surgery integrated with molecular profiling, neoadjuvant/adjuvant therapy, and immunotherapy</td>
</tr>
<tr>
<td valign="top" align="left">Postoperative management</td>
<td valign="top" align="left">Reactive complication management</td>
<td valign="top" align="left">Predictive risk modeling, tailored enhanced recovery, and structured long-term follow-up</td>
</tr>
<tr>
<td valign="top" align="left">Outcome evaluation metrics</td>
<td valign="top" align="left">Operative time, blood loss, short-term complication rates</td>
<td valign="top" align="left">Long-term biliary patency, recurrence risk, survival, patient-reported outcomes</td>
</tr>
<tr>
<td valign="top" align="left">Role of multidisciplinary care</td>
<td valign="top" align="left">Consultative and episodic</td>
<td valign="top" align="left">Continuous, strategy-defining multidisciplinary collaboration</td>
</tr>
<tr>
<td valign="top" align="left">Educational implication</td>
<td valign="top" align="left">Emphasis on manual skill acquisition</td>
<td valign="top" align="left">Emphasis on systems thinking, data interpretation, and prognostic reasoning</td>
</tr>
<tr>
<td valign="top" align="left">Value framework</td>
<td valign="top" align="left">Procedure-centered success</td>
<td valign="top" align="left">Value-based care balancing outcomes, costs, and patient benefit</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3"><label>3</label><title>New paradigm: a multidimensional, prognosis-driven strategy for precision</title>
<sec id="s3a"><label>3.1</label><title>Core philosophy</title>
<p>The core philosophy of the emerging prognosis-driven paradigm is succinctly defined as &#x201C;reverse-engineering the entire clinical pathway from the goal of optimal long-term patient outcomes&#x201D; (<xref ref-type="bibr" rid="B26">26</xref>). This represents a fundamental shift in surgical logic, moving from asking &#x201C;What operation can we perform?&#x201D; to &#x201C;What outcome does the patient need&#x0022; (<xref ref-type="bibr" rid="B26">26</xref>)? Within this framework, the surgical procedure is no longer an isolated technical endpoint but a critical component of a comprehensive strategy designed to achieve specific long-term health goals (<xref ref-type="bibr" rid="B27">27</xref>). Every clinical decision, from initial diagnosis to final surgical plan, must serve the paramount goal of optimizing long-term survival, functional preservation, and quality of life (<xref ref-type="bibr" rid="B28">28</xref>). This philosophy places the patient&#x0027;s lifelong well-being at the center of care, requiring a holistic perspective from the surgical team that extends beyond the operating room (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).</p>
<fig id="F1" position="float"><label>Figure&#x00A0;1</label>
<caption><p>Traditional comparison of the traditional technique-centered paradigm and the new prognosis-driven paradigm in biliary surgery</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-13-1748054-g001.tif"><alt-text content-type="machine-generated">Infographic comparing traditional and new paradigms in biliary surgery. The left side emphasizes technical mastery, minimally invasive procedures, removal of pathological tissue, and flawless reconstruction. The right side focuses on long-term survival, preservation of function, and improved quality of life, illustrated with relevant icons and medical images.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3b"><label>3.2</label><title>The multidimensional aspects of the new paradigm</title>
<p>This philosophy translates into a system of multidimensional precision strategies spanning the entire patient journey, with a scope far broader than the traditional paradigm (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).</p>
</sec>
<sec id="s3c"><label>3.2.1</label><title>Precision in preoperative decision-making</title>
<p>The preoperative phase is transformed from mere surgical &#x201C;preparation&#x201D; into the starting point of precision therapy. First, this involves refined risk stratification and patient selection. This requires a multidimensional assessment beyond standard imaging, incorporating quantitative liver function tests, nutritional status screening, and evaluation of comorbidities and physiological reserve (<xref ref-type="bibr" rid="B29">29</xref>). Integrating this data enables precise identification of high-risk patients, predicts their tolerance for different surgical approaches, and informs optimal timing&#x2014;or selection of less invasive palliative procedures when major resection is unsuitable (<xref ref-type="bibr" rid="B30">30</xref>). Second, it entails highly individualized surgical planning. Decision-making must be grounded in disease biology (<xref ref-type="bibr" rid="B30">30</xref>). For biliary cancers, this means incorporating tumor molecular subtype, grade, and stage to predict behavior, determining whether extended radical resection or a conservative, function-preserving approach is warranted (<xref ref-type="bibr" rid="B31">31</xref>). Strategies like the &#x201C;liver-first&#x201D; approach for hilar cholangiocarcinoma are based on precise calculation of future liver remnant volume and function to balance radicality with safety.</p>
<p>Preoperative assessment of lymphatic involvement is a critical yet frequently overlooked component of prognosis-based precision in biliary surgery (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>). In cholangiocarcinoma, regional and para-aortic lymph node status strongly correlates with systemic inflammatory burden, recurrence risk, and long-term survival (<xref ref-type="bibr" rid="B34">34</xref>). Incorporating high-resolution imaging, staging laparoscopy, and selective nodal sampling into preoperative workflows allows surgeons to differentiate patients who may benefit from radical resection from those better suited for non-surgical or palliative approaches (<xref ref-type="bibr" rid="B35">35</xref>). Prognostically, lymphatic tumor burden not only informs oncologic staging but also reflects host-tumor immune interactions that influence postoperative inflammatory responses and recovery trajectories (<xref ref-type="bibr" rid="B36">36</xref>).</p>
<sec id="s3c1"><label>3.2.2</label><title>Precision in intraoperative strategy</title>
<p>Intraoperatively, the definition of precision expands from anatomical accuracy to functional preservation. The central tenet is a strategic shift from &#x201C;anatomy-oriented&#x201D; to &#x201C;function-oriented&#x201D; approach (<xref ref-type="bibr" rid="B37">37</xref>). The surgical objective is redefined as maximizing organ function and maintaining physiological pathways while eradicating disease (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>). For benign or low-grade malignant strictures, the goal shifts from simple resection to reconstructing physiological bile drainage continuity through techniques like biliaryplasty or duct-to-duct anastomosis, aiming for long-term functional cure (<xref ref-type="bibr" rid="B39">39</xref>).Technological advancements underpin this shift. Real-time imaging technologies like fluorescence guidance with indocyanine green (ICG) elevate the surgeon&#x0027;s view from static anatomy to dynamic functional anatomy (<xref ref-type="bibr" rid="B38">38</xref>). By visualizing liver segments and biliary excretion, ICG enables real-time definition of resection boundaries, assessment of tissue perfusion, and confirmation of biliary patency (<xref ref-type="bibr" rid="B38">38</xref>). This facilitates maximal preservation of functional liver units and guides precise bilio-enteric anastomosis placement, fundamentally reducing postoperative bile leak and stricture risk.</p>
</sec>
<sec id="s3c2"><label>3.2.3</label><title>Precision in postoperative management</title>
<p>Postoperative care is critical for securing excellent long-term outcomes, with precision manifested through proactive intervention and long-term planning. First is the integration of predictive medicine and enhanced recovery. Using specific surgical details and patient factors, predictive models prospectively identify high-risk patients for complications like bile leak or liver insufficiency, enabling targeted prevention (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>). Concurrently, enhanced recovery after surgery protocols are tailored to biliary patients to reduce surgical stress, shorten recovery, and improve outcomes through optimized pain management and early mobilization (<xref ref-type="bibr" rid="B42">42</xref>). Second is establishing systematic long-term follow-up and functional assessment. The new paradigm requires expanding follow-up beyond &#x201C;recurrence-free status&#x201D; to include long-term biliary patency, recurrent cholangitis incidence, liver function, and quality of life using standardized scales (<xref ref-type="bibr" rid="B9">9</xref>). This long-term data creates a crucial feedback loop that continuously validates and refines preoperative decisions and intraoperative strategies (<xref ref-type="bibr" rid="B9">9</xref>). This drives ongoing improvement of the entire clinical pathway, establishing a cycle where practice is consistently driven by long-term prognosis.</p>
</sec>
</sec>
</sec>
<sec id="s4"><label>4</label><title>Key technologies and concepts driving the paradigm shift</title>
<p>The shift from a &#x201C;mastery of technique&#x201D; to a &#x201C;prognosis-driven&#x201D; paradigm is driven by the synergistic evolution of key technologies and core concepts (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).These elements provide the essential tools and frameworks for implementing this new approach.</p>
<sec id="s4a"><label>4.1</label><title>Technology enablement</title>
<p>Advanced technologies form the foundation for prognosis-driven precision. First, artificial intelligence and radiomics are transforming preoperative planning (<xref ref-type="bibr" rid="B43">43</xref>). Using deep learning algorithms to analyze computed tomography or magnetic resonance imaging, these tools can automatically segment liver vessels and tumors, enabling virtual surgery simulations (<xref ref-type="bibr" rid="B43">43</xref>). This quantifies predicted future liver volume and function, providing data-driven support for safe surgical margins and elevating planning from empirical to individualized, objective strategy (<xref ref-type="bibr" rid="B44">44</xref>). Second, intraoperative navigation and augmented reality bridge the gap between preoperative plans and surgical execution (<xref ref-type="bibr" rid="B45">45</xref>). This technology superimposes patient-specific three-dimensional models onto the surgical field, providing visual guidance to locate tumors and identify critical structures in complex anatomy (<xref ref-type="bibr" rid="B45">45</xref>). This translates planning into precise execution, enhancing anatomical accuracy and safety.</p>
<p>For biliary tract cancers, molecular pathology and liquid biopsy are essential for enabling a truly personalized, biologically guided management continuum (<xref ref-type="bibr" rid="B46">46</xref>). Comprehensive molecular profiling has revealed distinct genetic and epigenetic subtypes of cholangiocarcinoma, including actionable alterations such as FGFR2 fusions and IDH1 mutations (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>). These molecular features enhance diagnostic accuracy and inform targeted therapeutic and immunotherapeutic strategies, which can improve survival in select patients (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>). Furthermore, this molecular stratification aids in surgical decision-making by identifying aggressive tumor subtypes that may benefit from neoadjuvant therapy prior to resection, thereby strategically integrating surgery into a tailored treatment pathway (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B51">51</xref>).</p>
<p>Complementing these clinical technologies, preclinical animal models are instrumental in advancing prognosis-driven management. They provide a vital platform for refining radiotherapy techniques through the precise evaluation of dose-volume relationships, radiation-induced liver injury, and compensatory hypertrophy within the future liver remnant (<xref ref-type="bibr" rid="B52">52</xref>&#x2013;<xref ref-type="bibr" rid="B54">54</xref>). The insights derived from these models directly inform critical clinical applications, including radiotherapy planning, technical support system development, and preoperative volumetric assessment (<xref ref-type="bibr" rid="B55">55</xref>). Specifically, they enhance the treatment paradigm for patients undergoing neoadjuvant radiotherapy or multimodal therapy for cholangiocarcinoma. Consequently, findings from preclinical studies serve as a crucial link, connecting technical innovations with the overarching clinical goal of long-term functional organ preservation.</p>
</sec>
<sec id="s4b"><label>4.2</label><title>Conceptual innovation</title>
<p>Technology alone is insufficient without corresponding conceptual advances. The new paradigm equally depends on evolving core concepts. Essential is the routine practice of multidisciplinary team collaboration (<xref ref-type="bibr" rid="B56">56</xref>). The complexity of biliary diseases requires input from multiple specialties to determine optimal management. A standing multidisciplinary team with relevant specialists enables comprehensive assessment from diverse professional perspectives (<xref ref-type="bibr" rid="B56">56</xref>). This ensures diagnostic accuracy, appropriate timing, and optimized treatment strategies, serving as an institutional guarantee for best outcomes (<xref ref-type="bibr" rid="B56">56</xref>). Second, patient-reported outcomes must become a core evaluative standard. While traditional metrics remain important, they cannot fully capture treatment impact on patients&#x0027; lives (<xref ref-type="bibr" rid="B26">26</xref>). Systematically collecting patient experiences through standardized questionnaires ensures medical decisions address patient needs, embodying patient-centered care (<xref ref-type="bibr" rid="B26">26</xref>). Ultimately, these efforts converge in value-based healthcare. This concept emphasizes that healthcare value comes from health outcomes relative to cost, not technical difficulty (<xref ref-type="bibr" rid="B57">57</xref>). This philosophy shifts focus from performing more procedures to performing the most beneficial ones, completing the transition from technique-oriented to prognosis-driven care.</p>
</sec>
</sec>
<sec id="s5"><label>5</label><title>Challenges and future directions</title>
<p>The prognosis-driven paradigm for precision biliary surgery shows great promise but faces several implementation challenges. Defining clear future directions is essential for overcoming these obstacles and advancing the field.</p>
<sec id="s5a"><label>5.1</label><title>Prevailing challenges</title>
<p>First, technology access and the learning curve present major barriers. Advanced technologies like artificial intelligence and augmented reality involve high costs and complexity, hindering widespread adoption, especially in resource-limited settings (<xref ref-type="bibr" rid="B58">58</xref>). Additionally, surgeons and teams require substantial training to master these tools and adapt to new workflows (<xref ref-type="bibr" rid="B59">59</xref>). Second, data integration and standardization challenges limit the potential of big data. Prognosis-driven strategies depend on high-quality data from multiple sources (<xref ref-type="bibr" rid="B60">60</xref>). However, data from different institutions and systems often exist in different formats, creating &#x201C;data silos&#x201D; that complicate analysis (<xref ref-type="bibr" rid="B60">60</xref>). Third, transforming surgical education presents a fundamental challenge. Shifting surgical training from manual skills toward data interpretation, collaboration, and evidence-based decision-making requires profound educational reform (<xref ref-type="bibr" rid="B61">61</xref>). Finally, economic considerations are crucial. The technology and collaboration required by this paradigm increase initial costs (<xref ref-type="bibr" rid="B57">57</xref>). Therefore, health economics research must demonstrate long-term value through better outcomes and lower complication costs to secure support from policymakers.</p>
</sec>
<sec id="s5b"><label>5.2</label><title>Future directions</title>
<p>To address these challenges, several key directions are essential. First, &#x201C;Digital Twin&#x201D; technology could revolutionize preoperative planning (<xref ref-type="bibr" rid="B62">62</xref>). By creating personalized virtual models, surgeons can simulate procedures and optimize decisions before surgery (<xref ref-type="bibr" rid="B62">62</xref>). Second, advances in biomaterials and tissue engineering could transform biliary repair. New scaffold materials that promote tissue regeneration could address restenosis and achieve true functional restoration (<xref ref-type="bibr" rid="B63">63</xref>). Ultimately, the goal is to develop data-driven prognostic models. Integrating standardized data and using machine learning could provide quantitative predictions of individual patient outcomes for different treatments (<xref ref-type="bibr" rid="B64">64</xref>). This would support shared decision-making and enable truly personalized, prognosis-driven care.</p>
</sec>
<sec id="s5c"><label>5.3</label><title>Transplant oncology and immunosuppressive strategy optimization</title>
<p>In the emerging field of transplant oncology, the selection of immunosuppressive regimens plays a critical role in influencing tumor recurrence and disease-free survival (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>). Strategies that prioritize mTOR inhibitor&#x2013;based protocols, immune monitoring, and personalized immunosuppression aim to balance graft protection with antitumor immune surveillance (<xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B67">67</xref>). From a prognosis-driven perspective, optimizing immunosuppression is therefore not only a pharmacological consideration but also an essential component of long-term oncologic management for carefully selected patients with biliary malignancies undergoing transplantation (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B69">69</xref>).</p>
</sec>
</sec>
<sec id="s6" sec-type="summary"><label>6</label><title>Summary</title>
<p>This article describes a fundamental transformation in biliary surgery: a shift from a &#x201C;technical mastery&#x201D; paradigm to a &#x201C;prognosis-driven&#x201D; one. The core of this shift is a redefinition of &#x201C;precision&#x201D; in biliary surgery. Precision is no longer limited to surgical skill and anatomical accuracy in the operating room. Instead, it now represents a strategic approach spanning the entire care pathway, consistently guided by the goal of long-term patient health and quality of life.</p>
<p>This redefinition of precision has important theoretical and practical implications. Conceptually, it marks biliary surgery&#x0027;s transition from technical prowess to a more mature, rational, and patient-centered discipline. This evolution requires future biliary surgeons to be more than technically skilled craftsmen focused solely on procedural success. They must become strategists capable of holistic oversight and evidence-based decision-making. Their ultimate goal is not just a perfect operation, but achieving the best possible long-term outcomes for each patient. Successfully implementing this paradigm will advance biliary surgery toward genuinely patient-centered care.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="data-availability"><title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>Z-YB: Investigation, Data curation, Visualization, Conceptualization, Resources, Writing &#x2013; review &#x0026; editing, Project administration, Writing &#x2013; original draft, Methodology, Supervision, Validation. P-FZ: Visualization, Conceptualization, Resources, Validation, Data curation, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Methodology.</p>
</sec>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s12" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Olmedo</surname> <given-names>NB</given-names></name> <name><surname>Dos Santos</surname> <given-names>JS</given-names></name> <name><surname>Junior</surname> <given-names>JE</given-names></name></person-group>. <article-title>The frequency of anatomical variants of the bile ducts: a review based on a single classification as support for cholangiographic examinations</article-title>. <source>Cureus</source>. (<year>2024</year>) <volume>16</volume>(<issue>4</issue>):<fpage>e58905</fpage>. <pub-id pub-id-type="doi">10.7759/cureus.58905</pub-id><pub-id pub-id-type="pmid">38800324</pub-id></mixed-citation></ref>
<ref id="B2"><label>2.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Takada</surname> <given-names>S</given-names></name> <name><surname>Uchida</surname> <given-names>H</given-names></name> <name><surname>Hinoki</surname> <given-names>A</given-names></name> <name><surname>Shirota</surname> <given-names>C</given-names></name> <name><surname>Sumida</surname> <given-names>W</given-names></name> <name><surname>Tainaka</surname> <given-names>T</given-names></name><etal/></person-group> <article-title>Variations of the hepatic artery and bile duct in patients with pancreaticobiliary maljunction: impact on postoperative outcomes</article-title>. <source>J Hepatobiliary Pancreat Sci</source>. (<year>2023</year>) <volume>30</volume>(<issue>11</issue>):<fpage>1241</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1002/jhbp.1381</pub-id><pub-id pub-id-type="pmid">37876298</pub-id></mixed-citation></ref>
<ref id="B3"><label>3.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Javed</surname> <given-names>AA</given-names></name> <name><surname>Mirza</surname> <given-names>MB</given-names></name> <name><surname>Sham</surname> <given-names>JG</given-names></name> <name><surname>Ali</surname> <given-names>DM</given-names></name> <name><surname>Jones</surname><given-names>GF</given-names><suffix>4th</suffix></name> <name><surname>Sanjeevi</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>Postoperative biliary anastomotic strictures after pancreaticoduodenectomy</article-title>. <source>HPB (Oxford)</source>. (<year>2021</year>) <volume>23</volume>(<issue>11</issue>):<fpage>1716</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1016/j.hpb.2021.04.008</pub-id><pub-id pub-id-type="pmid">34016543</pub-id></mixed-citation></ref>
<ref id="B4"><label>4.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hassouneh</surname> <given-names>R</given-names></name> <name><surname>Beran</surname> <given-names>A</given-names></name> <name><surname>Rosenheck</surname> <given-names>M</given-names></name> <name><surname>Sosio</surname> <given-names>J</given-names></name> <name><surname>Olchawa</surname> <given-names>N</given-names></name> <name><surname>Kubal</surname> <given-names>C</given-names></name><etal/></person-group> <article-title>Risk factors for biliary strictures and leaks after living-donor liver transplantation: a systematic review and meta-analysis</article-title>. <source>J Gastrointest Surg</source>. (<year>2024</year>) <volume>28</volume>(<issue>11</issue>):<fpage>1870</fpage>&#x2013;<lpage>82</lpage>. <pub-id pub-id-type="doi">10.1016/j.gassur.2024.08.009</pub-id><pub-id pub-id-type="pmid">39209561</pub-id></mixed-citation></ref>
<ref id="B5"><label>5.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Itano</surname> <given-names>O</given-names></name> <name><surname>Minagawa</surname> <given-names>T</given-names></name></person-group>. <article-title>Essential updates 2023/2024: minimally invasive surgery for biliary tract cancer</article-title>. <source>Ann Gastroenterol Surg</source>. (<year>2025</year>) <volume>10</volume>(<issue>1</issue>):<fpage>25</fpage>&#x2013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1002/ags3.70073</pub-id><pub-id pub-id-type="pmid">41488837</pub-id></mixed-citation></ref>
<ref id="B6"><label>6.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>D&#x0027;Hondt</surname> <given-names>M</given-names></name> <name><surname>Wicherts</surname> <given-names>DA</given-names></name></person-group>. <article-title>Robotic biliary surgery for benign and malignant bile duct obstruction: a case series</article-title>. <source>J Robot Surg</source>. (<year>2023</year>) <volume>17</volume>(<issue>1</issue>):<fpage>55</fpage>&#x2013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.1007/s11701-022-01392-y</pub-id></mixed-citation></ref>
<ref id="B7"><label>7.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chandhok</surname> <given-names>S</given-names></name> <name><surname>Chao</surname> <given-names>P</given-names></name> <name><surname>Koea</surname> <given-names>J</given-names></name> <name><surname>Srinivasa</surname> <given-names>S</given-names></name></person-group>. <article-title>Robotic-assisted cholecystectomy: current status and future application</article-title>. <source>Laparosc Endosc Robot Surg</source>. (<year>2022</year>) <volume>5</volume>(<issue>3</issue>):<fpage>85</fpage>&#x2013;<lpage>91</lpage>. <pub-id pub-id-type="doi">10.1016/j.lers.2022.06.002</pub-id></mixed-citation></ref>
<ref id="B8"><label>8.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Koppatz</surname> <given-names>H</given-names></name> <name><surname>Sallinen</surname> <given-names>V</given-names></name> <name><surname>M&#x00E4;kisalo</surname> <given-names>H</given-names></name> <name><surname>Nordin</surname> <given-names>A</given-names></name></person-group>. <article-title>Outcomes and quality of life after major bile duct injury in long-term follow-up</article-title>. <source>Surg Endosc</source>. (<year>2021</year>) <volume>35</volume>(<issue>6</issue>):<fpage>2879</fpage>&#x2013;<lpage>88</lpage>. <pub-id pub-id-type="doi">10.1007/s00464-020-07726-x</pub-id><pub-id pub-id-type="pmid">32572630</pub-id></mixed-citation></ref>
<ref id="B9"><label>9.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Otto</surname> <given-names>W</given-names></name> <name><surname>Sierdzi&#x0144;ski</surname> <given-names>J</given-names></name> <name><surname>Smaga</surname> <given-names>J</given-names></name> <name><surname>Dudek</surname> <given-names>K</given-names></name> <name><surname>Zieniewicz</surname> <given-names>K</given-names></name></person-group>. <article-title>Long-term effects and quality of life following definitive bile duct reconstruction</article-title>. <source>Medicine (Baltimore)</source>. (<year>2018</year>) <volume>97</volume>(<issue>41</issue>):<fpage>e12684</fpage>. <pub-id pub-id-type="doi">10.1097/MD.0000000000012684</pub-id><pub-id pub-id-type="pmid">30313064</pub-id></mixed-citation></ref>
<ref id="B10"><label>10.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Booij</surname> <given-names>KAC</given-names></name> <name><surname>de Reuver</surname> <given-names>PR</given-names></name> <name><surname>van Dieren</surname> <given-names>S</given-names></name> <name><surname>van Delden</surname> <given-names>OM</given-names></name> <name><surname>Rauws</surname> <given-names>EA</given-names></name> <name><surname>Busch</surname> <given-names>OR</given-names></name><etal/></person-group> <article-title>Long-term impact of bile duct injury on morbidity, mortality, quality of life, and work related limitations</article-title>. <source>Ann Surg</source>. (<year>2018</year>) <volume>268</volume>(<issue>1</issue>):<fpage>143</fpage>&#x2013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1097/SLA.0000000000002258</pub-id><pub-id pub-id-type="pmid">28426479</pub-id></mixed-citation></ref>
<ref id="B11"><label>11.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dong</surname> <given-names>J</given-names></name> <name><surname>Yang</surname> <given-names>S</given-names></name> <name><surname>Zeng</surname> <given-names>J</given-names></name> <name><surname>Cai</surname> <given-names>S</given-names></name> <name><surname>Ji</surname> <given-names>W</given-names></name> <name><surname>Duan</surname> <given-names>W</given-names></name><etal/></person-group> <article-title>Precision in liver surgery</article-title>. <source>Semin Liver Dis</source>. (<year>2013</year>) <volume>33</volume>(<issue>3</issue>):<fpage>189</fpage>&#x2013;<lpage>203</lpage>. <pub-id pub-id-type="doi">10.1055/s-0033-1351781</pub-id><pub-id pub-id-type="pmid">23943100</pub-id></mixed-citation></ref>
<ref id="B12"><label>12.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Manne</surname> <given-names>A</given-names></name> <name><surname>Woods</surname> <given-names>E</given-names></name> <name><surname>Tsung</surname> <given-names>A</given-names></name> <name><surname>Mittra</surname> <given-names>A</given-names></name></person-group>. <article-title>Biliary tract cancers: treatment updates and future directions in the era of precision medicine and immuno-oncology</article-title>. <source>Front Oncol</source>. (<year>2021</year>) <volume>11</volume>:<fpage>768009</fpage>. <pub-id pub-id-type="doi">10.3389/fonc.2021.768009</pub-id><pub-id pub-id-type="pmid">34868996</pub-id></mixed-citation></ref>
<ref id="B13"><label>13.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gawande</surname> <given-names>A</given-names></name></person-group>. <article-title>The bell curve</article-title>. <source>Minn Med</source>. (<year>2005</year>) <volume>88</volume>(<issue>10</issue>):<fpage>22</fpage>&#x2013;<lpage>5</lpage>. <comment>58-59</comment>.<pub-id pub-id-type="pmid">16477751</pub-id></mixed-citation></ref>
<ref id="B14"><label>14.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Reznick</surname> <given-names>RK</given-names></name> <name><surname>MacRae</surname> <given-names>H</given-names></name></person-group>. <article-title>Teaching surgical skills&#x2013;changes in the wind</article-title>. <source>N Engl J Med</source>. (<year>2006</year>) <volume>355</volume>(<issue>25</issue>):<fpage>2664</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMra054785</pub-id><pub-id pub-id-type="pmid">17182991</pub-id></mixed-citation></ref>
<ref id="B15"><label>15.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Camison</surname> <given-names>L</given-names></name> <name><surname>Brooker</surname> <given-names>JE</given-names></name> <name><surname>Naran</surname> <given-names>S</given-names></name> <name><surname>Potts</surname><given-names>JR</given-names><suffix>3rd</suffix></name> <name><surname>Losee</surname> <given-names>JE</given-names></name></person-group>. <article-title>The history of surgical education in the United States: past, present, and future</article-title>. <source>Ann Surg Open</source>. (<year>2022</year>) <volume>3</volume>(<issue>1</issue>):<fpage>e148</fpage>. <pub-id pub-id-type="doi">10.1097/AS9.0000000000000148</pub-id><pub-id pub-id-type="pmid">36935767</pub-id></mixed-citation></ref>
<ref id="B16"><label>16.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nagral</surname> <given-names>S</given-names></name></person-group>. <article-title>Anatomy relevant to cholecystectomy</article-title>. <source>J Minim Access Surg</source>. (<year>2005</year>) <volume>1</volume>(<issue>2</issue>):<fpage>53</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.4103/0972-9941.16527</pub-id><pub-id pub-id-type="pmid">21206646</pub-id></mixed-citation></ref>
<ref id="B17"><label>17.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>S</given-names></name> <name><surname>Hu</surname> <given-names>S</given-names></name> <name><surname>Gu</surname> <given-names>X</given-names></name> <name><surname>Zhang</surname> <given-names>X</given-names></name></person-group>. <article-title>Analysis of risk factors for bile duct injury in laparoscopic cholecystectomy in China: a systematic review and meta-analysis</article-title>. <source>Medicine (Baltimore)</source>. (<year>2022</year>) <volume>101</volume>(<issue>37</issue>):<fpage>e30365</fpage>. <pub-id pub-id-type="doi">10.1097/MD.0000000000030365</pub-id><pub-id pub-id-type="pmid">36123939</pub-id></mixed-citation></ref>
<ref id="B18"><label>18.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Giulianotti</surname> <given-names>PC</given-names></name> <name><surname>Bianco</surname> <given-names>FM</given-names></name> <name><surname>Daskalaki</surname> <given-names>D</given-names></name> <name><surname>Gonzalez-Ciccarelli</surname> <given-names>LF</given-names></name> <name><surname>Kim</surname> <given-names>J</given-names></name> <name><surname>Benedetti</surname> <given-names>E</given-names></name></person-group>. <article-title>Robotic liver surgery: technical aspects and review of the literature</article-title>. <source>Hepatobiliary Surg Nutr</source>. (<year>2016</year>) <volume>5</volume>(<issue>4</issue>):<fpage>311</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.21037/hbsn.2015.10.05</pub-id><pub-id pub-id-type="pmid">27500143</pub-id></mixed-citation></ref>
<ref id="B19"><label>19.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Abdelsamad</surname> <given-names>A</given-names></name> <name><surname>Mohammed</surname> <given-names>MK</given-names></name> <name><surname>Khalil</surname> <given-names>I</given-names></name> <name><surname>Wesh</surname> <given-names>ZM</given-names></name> <name><surname>Ahmed</surname> <given-names>OA</given-names></name> <name><surname>Elsherif</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>Continuous vs. Interrupted suturing in hepaticojejunostomy: a comprehensive systematic review and meta-analysis</article-title>. <source>Langenbecks Arch Surg</source>. (<year>2025</year>) <volume>410</volume>(<issue>1</issue>):<fpage>214</fpage>. <pub-id pub-id-type="doi">10.1007/s00423-025-03756-y</pub-id><pub-id pub-id-type="pmid">40613910</pub-id></mixed-citation></ref>
<ref id="B20"><label>20.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Abdallah</surname> <given-names>HS</given-names></name> <name><surname>Sedky</surname> <given-names>MH</given-names></name> <name><surname>Sedky</surname> <given-names>ZH</given-names></name></person-group>. <article-title>The difficult laparoscopic cholecystectomy: a narrative review</article-title>. <source>BMC Surg</source>. (<year>2025</year>) <volume>25</volume>(<issue>1</issue>):<fpage>156</fpage>. <pub-id pub-id-type="doi">10.1186/s12893-025-02847-3</pub-id><pub-id pub-id-type="pmid">40221716</pub-id></mixed-citation></ref>
<ref id="B21"><label>21.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Abuahmed</surname> <given-names>M</given-names></name> <name><surname>Rashid</surname> <given-names>R</given-names></name></person-group>. <article-title>Day-case laparoscopic cholecystectomy in the management of gallbladder disease: a literature review</article-title>. <source>Langenbecks Arch Surg</source>. (<year>2024</year>) <volume>409</volume>:<fpage>292</fpage>. <pub-id pub-id-type="doi">10.1007/s00423-024-03479-6</pub-id><pub-id pub-id-type="pmid">39340655</pub-id></mixed-citation></ref>
<ref id="B22"><label>22.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Schreuder</surname> <given-names>AM</given-names></name> <name><surname>Busch</surname> <given-names>OR</given-names></name> <name><surname>Besselink</surname> <given-names>MG</given-names></name> <name><surname>Ignatavicius</surname> <given-names>P</given-names></name> <name><surname>Gulbinas</surname> <given-names>A</given-names></name> <name><surname>Barauskas</surname> <given-names>G</given-names></name><etal/></person-group> <article-title>Long-Term impact of iatrogenic bile duct injury</article-title>. <source>Dig Surg</source>. (<year>2020</year>) <volume>37</volume>(<issue>1</issue>):<fpage>10</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1159/000496432</pub-id><pub-id pub-id-type="pmid">30654363</pub-id></mixed-citation></ref>
<ref id="B23"><label>23.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ball</surname> <given-names>CG</given-names></name> <name><surname>Pitt</surname> <given-names>HA</given-names></name> <name><surname>Kilbane</surname> <given-names>ME</given-names></name> <name><surname>Dixon</surname> <given-names>E</given-names></name> <name><surname>Sutherland</surname> <given-names>FR</given-names></name> <name><surname>Lillemoe</surname> <given-names>KD</given-names></name></person-group>. <article-title>Peri-operative blood transfusion and operative time are quality indicators for pancreatoduodenectomy</article-title>. <source>HPB (Oxford)</source>. (<year>2010</year>) <volume>12</volume>(<issue>7</issue>):<fpage>465</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1111/j.1477-2574.2010.00209.x</pub-id><pub-id pub-id-type="pmid">20815855</pub-id></mixed-citation></ref>
<ref id="B24"><label>24.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Alaimo</surname> <given-names>L</given-names></name> <name><surname>Endo</surname> <given-names>Y</given-names></name> <name><surname>Catalano</surname> <given-names>G</given-names></name> <name><surname>Ruzzenente</surname> <given-names>A</given-names></name> <name><surname>Aldrighetti</surname> <given-names>L</given-names></name> <name><surname>Weiss</surname> <given-names>M</given-names></name><etal/></person-group> <article-title>Benchmarks in liver resection for intrahepatic cholangiocarcinoma</article-title>. <source>Ann Surg Oncol</source>. (<year>2024</year>) <volume>31</volume>(<issue>5</issue>):<fpage>3043</fpage>&#x2013;<lpage>52</lpage>. <pub-id pub-id-type="doi">10.1245/s10434-023-14880-8</pub-id><pub-id pub-id-type="pmid">38214817</pub-id></mixed-citation></ref>
<ref id="B25"><label>25.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Landman</surname> <given-names>MP</given-names></name> <name><surname>Feurer</surname> <given-names>ID</given-names></name> <name><surname>Moore</surname> <given-names>DE</given-names></name> <name><surname>Zaydfudim</surname> <given-names>V</given-names></name> <name><surname>Pinson</surname> <given-names>CW</given-names></name></person-group>. <article-title>The long-term effect of bile duct injuries on health-related quality of life: a meta-analysis</article-title>. <source>HPB (Oxford)</source>. (<year>2013</year>) <volume>15</volume>(<issue>4</issue>):<fpage>252</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1111/j.1477-2574.2012.00586.x</pub-id><pub-id pub-id-type="pmid">23458623</pub-id></mixed-citation></ref>
<ref id="B26"><label>26.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Billig</surname> <given-names>JI</given-names></name> <name><surname>Sears</surname> <given-names>ED</given-names></name> <name><surname>Travis</surname> <given-names>BN</given-names></name> <name><surname>Waljee</surname> <given-names>JF</given-names></name></person-group>. <article-title>Patient-Reported outcomes: understanding surgical efficacy and quality from the patient&#x2019;s perspective</article-title>. <source>Ann Surg Oncol</source>. (<year>2020</year>) <volume>27</volume>(<issue>1</issue>):<fpage>56</fpage>&#x2013;<lpage>64</lpage>. <pub-id pub-id-type="doi">10.1245/s10434-019-07748-3</pub-id><pub-id pub-id-type="pmid">31489556</pub-id></mixed-citation></ref>
<ref id="B27"><label>27.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Schwarze</surname> <given-names>ML</given-names></name> <name><surname>Brasel</surname> <given-names>KJ</given-names></name> <name><surname>Mosenthal</surname> <given-names>AC</given-names></name></person-group>. <article-title>Beyond 30-day mortality: aligning surgical quality with outcomes that patients value</article-title>. <source>JAMA Surg</source>. (<year>2014</year>) <volume>149</volume>(<issue>7</issue>):<fpage>631</fpage>&#x2013;<lpage>2</lpage>. <pub-id pub-id-type="doi">10.1001/jamasurg.2013.5143</pub-id><pub-id pub-id-type="pmid">24897945</pub-id></mixed-citation></ref>
<ref id="B28"><label>28.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Roberts</surname> <given-names>GP</given-names></name> <name><surname>Levy</surname> <given-names>N</given-names></name> <name><surname>Lobo</surname> <given-names>DN</given-names></name></person-group>. <article-title>Patient-centric goal-oriented perioperative care</article-title>. <source>Br J Anaesth</source>. (<year>2021</year>) <volume>126</volume>(<issue>3</issue>):<fpage>547</fpage>&#x2013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1016/j.bja.2020.12.004</pub-id></mixed-citation></ref>
<ref id="B29"><label>29.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shiihara</surname> <given-names>M</given-names></name> <name><surname>Shimoda</surname> <given-names>M</given-names></name> <name><surname>Suzuki</surname> <given-names>S</given-names></name></person-group>. <article-title>Preoperative assessment of liver function and perioperative management of posthepatectomy liver failure</article-title>. <source>Hepatobiliary Surg Nutr</source>. (<year>2024</year>) <volume>13</volume>(<issue>3</issue>):<fpage>527</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.21037/hbsn-24-83</pub-id><pub-id pub-id-type="pmid">38911212</pub-id></mixed-citation></ref>
<ref id="B30"><label>30.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Al-Saffar</surname> <given-names>HA</given-names></name> <name><surname>Larsen</surname> <given-names>PN</given-names></name> <name><surname>Schultz</surname> <given-names>N</given-names></name> <name><surname>Kristensen</surname> <given-names>TS</given-names></name> <name><surname>Renteria</surname> <given-names>DE</given-names></name> <name><surname>Kn&#x00F8;fler</surname> <given-names>LA</given-names></name><etal/></person-group> <article-title>Preoperative factors predicting outcomes in patients with suspected perihilar cholangiocarcinoma referred for curative resection- a single-center 10-year experience</article-title>. <source>Langenbecks Arch Surg</source>. (<year>2024</year>) <volume>410</volume>(<issue>1</issue>):<fpage>13</fpage>. <pub-id pub-id-type="doi">10.1007/s00423-024-03583-7</pub-id><pub-id pub-id-type="pmid">39708095</pub-id></mixed-citation></ref>
<ref id="B31"><label>31.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ellis</surname> <given-names>RJ</given-names></name> <name><surname>Soares</surname> <given-names>KC</given-names></name> <name><surname>Jarnagin</surname> <given-names>WR</given-names></name></person-group>. <article-title>Preoperative management of perihilar cholangiocarcinoma</article-title>. <source>Cancers (Basel)</source>. (<year>2022</year>) <volume>14</volume>(<issue>9</issue>):<fpage>2119</fpage>. <pub-id pub-id-type="doi">10.3390/cancers14092119</pub-id><pub-id pub-id-type="pmid">35565250</pub-id></mixed-citation></ref>
<ref id="B32"><label>32.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>XF</given-names></name> <name><surname>Xue</surname> <given-names>F</given-names></name> <name><surname>Dong</surname> <given-names>DH</given-names></name> <name><surname>Weiss</surname> <given-names>M</given-names></name> <name><surname>Popescu</surname> <given-names>I</given-names></name> <name><surname>Marques</surname> <given-names>HP</given-names></name><etal/></person-group> <article-title>Number and station of lymph node metastasis after curative-intent resection of intrahepatic cholangiocarcinoma impact prognosis</article-title>. <source>Ann Surg</source>. (<year>2021</year>) <volume>274</volume>(<issue>6</issue>):<fpage>e1187</fpage>&#x2013;<lpage>95</lpage>. <pub-id pub-id-type="doi">10.1097/SLA.0000000000003788</pub-id><pub-id pub-id-type="pmid">31972643</pub-id></mixed-citation></ref>
<ref id="B33"><label>33.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nooijen</surname> <given-names>LE</given-names></name> <name><surname>Banales</surname> <given-names>JM</given-names></name> <name><surname>de Boer</surname> <given-names>MT</given-names></name> <name><surname>Braconi</surname> <given-names>C</given-names></name> <name><surname>Folseraas</surname> <given-names>T</given-names></name> <name><surname>Forner</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>Impact of positive lymph nodes and resection margin status on the overall survival of patients with resected perihilar cholangiocarcinoma: the ENSCCA registry</article-title>. <source>Cancers (Basel)</source>. (<year>2022</year>) <volume>14</volume>(<issue>10</issue>):<fpage>2389</fpage>. <pub-id pub-id-type="doi">10.3390/cancers14102389</pub-id><pub-id pub-id-type="pmid">35625993</pub-id></mixed-citation></ref>
<ref id="B34"><label>34.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nitta</surname> <given-names>N</given-names></name> <name><surname>Ohgi</surname> <given-names>K</given-names></name> <name><surname>Sugiura</surname> <given-names>T</given-names></name> <name><surname>Okamura</surname> <given-names>Y</given-names></name> <name><surname>Ito</surname> <given-names>T</given-names></name> <name><surname>Yamamoto</surname> <given-names>Y</given-names></name><etal/></person-group> <article-title>Prognostic impact of paraaortic lymph node metastasis in extrahepatic cholangiocarcinoma</article-title>. <source>World J Surg</source>. (<year>2021</year>) <volume>45</volume>(<issue>2</issue>):<fpage>581</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1007/s00268-020-05834-2</pub-id><pub-id pub-id-type="pmid">33079246</pub-id></mixed-citation></ref>
<ref id="B35"><label>35.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ruys</surname> <given-names>AT</given-names></name> <name><surname>Busch</surname> <given-names>OR</given-names></name> <name><surname>Gouma</surname> <given-names>DJ</given-names></name> <name><surname>van Gulik</surname> <given-names>TM</given-names></name></person-group>. <article-title>Staging laparoscopy for hilar cholangiocarcinoma: is it still worthwhile?</article-title> <source>Ann Surg Oncol</source>. (<year>2011</year>) <volume>18</volume>(<issue>9</issue>):<fpage>2647</fpage>&#x2013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.1245/s10434-011-1576-8</pub-id><pub-id pub-id-type="pmid">21347792</pub-id></mixed-citation></ref>
<ref id="B36"><label>36.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yasukawa</surname> <given-names>K</given-names></name> <name><surname>Shimizu</surname> <given-names>A</given-names></name> <name><surname>Motoyama</surname> <given-names>H</given-names></name> <name><surname>Kubota</surname> <given-names>K</given-names></name> <name><surname>Notake</surname> <given-names>T</given-names></name> <name><surname>Fukushima</surname> <given-names>K</given-names></name><etal/></person-group> <article-title>Preoperative C-reactive protein-to-albumin ratio predicts long-term outcomes in extrahepatic cholangiocarcinoma patients</article-title>. <source>J Surg Oncol</source>. (<year>2020</year>) <volume>122</volume>(<issue>6</issue>):<fpage>1094</fpage>&#x2013;<lpage>105</lpage>. <pub-id pub-id-type="doi">10.1002/jso.26109</pub-id><pub-id pub-id-type="pmid">32634266</pub-id></mixed-citation></ref>
<ref id="B37"><label>37.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Potharazu</surname> <given-names>AV</given-names></name> <name><surname>Gangemi</surname> <given-names>A</given-names></name></person-group>. <article-title>Indocyanine green (ICG) fluorescence in robotic hepatobiliary surgery: a systematic review</article-title>. <source>Int J Med Robot</source>. (<year>2023</year>) <volume>19</volume>(<issue>1</issue>):<fpage>e2485</fpage>. <pub-id pub-id-type="doi">10.1002/rcs.2485</pub-id><pub-id pub-id-type="pmid">36417426</pub-id></mixed-citation></ref>
<ref id="B38"><label>38.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>W</given-names></name> <name><surname>Feng</surname> <given-names>S</given-names></name> <name><surname>Li</surname> <given-names>Z</given-names></name> <name><surname>Qiao</surname> <given-names>Z</given-names></name> <name><surname>Yang</surname> <given-names>L</given-names></name> <name><surname>Han</surname> <given-names>L</given-names></name><etal/></person-group> <article-title>Clinical application of indocyanine green fluorescence navigation technique in laparoscopic common bile duct exploration for complex hepatolithiasis</article-title>. <source>BMC Surg</source>. (<year>2024</year>) <volume>24</volume>(<issue>1</issue>):<fpage>117</fpage>. <pub-id pub-id-type="doi">10.1186/s12893-024-02411-5</pub-id><pub-id pub-id-type="pmid">38643065</pub-id></mixed-citation></ref>
<ref id="B39"><label>39.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hong</surname> <given-names>SY</given-names></name> <name><surname>Hu</surname> <given-names>XG</given-names></name> <name><surname>Lee</surname> <given-names>HY</given-names></name> <name><surname>Won</surname> <given-names>JH</given-names></name> <name><surname>Kim</surname> <given-names>JW</given-names></name> <name><surname>Shen</surname> <given-names>XY</given-names></name><etal/></person-group> <article-title>Longterm analysis of biliary complications after duct-to-duct biliary reconstruction in living donor liver transplantations</article-title>. <source>Liver Transpl</source>. (<year>2018</year>) <volume>24</volume>(<issue>8</issue>):<fpage>1050</fpage>&#x2013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1002/lt.25074</pub-id><pub-id pub-id-type="pmid">29633539</pub-id></mixed-citation></ref>
<ref id="B40"><label>40.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Altaf</surname> <given-names>A</given-names></name> <name><surname>Munir</surname> <given-names>MM</given-names></name> <name><surname>Khan</surname> <given-names>MMM</given-names></name> <name><surname>Rashid</surname> <given-names>Z</given-names></name> <name><surname>Khalil</surname> <given-names>M</given-names></name> <name><surname>Guglielmi</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>Machine learning based prediction model for bile leak following hepatectomy for liver cancer</article-title>. <source>HPB (Oxford)</source>. (<year>2025</year>) <volume>27</volume>(<issue>4</issue>):<fpage>489</fpage>&#x2013;<lpage>501</lpage>. <pub-id pub-id-type="doi">10.1016/j.hpb.2024.12.015</pub-id><pub-id pub-id-type="pmid">39753458</pub-id></mixed-citation></ref>
<ref id="B41"><label>41.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shapey</surname> <given-names>IM</given-names></name> <name><surname>Sultan</surname> <given-names>M</given-names></name></person-group>. <article-title>Machine learning for prediction of postoperative complications after hepato-biliary and pancreatic surgery</article-title>. <source>Artif Int Surg</source>. (<year>2023</year>) <volume>3</volume>:<fpage>1</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.20517/ais.2022.31</pub-id></mixed-citation></ref>
<ref id="B42"><label>42.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Delabays</surname> <given-names>C</given-names></name> <name><surname>Demartines</surname> <given-names>N</given-names></name> <name><surname>Joliat</surname> <given-names>GR</given-names></name> <name><surname>Melloul</surname> <given-names>E</given-names></name></person-group>. <article-title>Enhanced recovery after liver surgery in cirrhotic patients: a systematic review and meta-analysis</article-title>. <source>Perioper Med (Lond)</source>. (<year>2024</year>) <volume>13</volume>(<issue>1</issue>):<fpage>24</fpage>. <pub-id pub-id-type="doi">10.1186/s13741-024-00375-x</pub-id><pub-id pub-id-type="pmid">38561792</pub-id></mixed-citation></ref>
<ref id="B43"><label>43.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wei</surname> <given-names>J</given-names></name> <name><surname>Jiang</surname> <given-names>H</given-names></name> <name><surname>Gu</surname> <given-names>D</given-names></name> <name><surname>Niu</surname> <given-names>M</given-names></name> <name><surname>Fu</surname> <given-names>F</given-names></name> <name><surname>Han</surname> <given-names>Y</given-names></name><etal/></person-group> <article-title>Radiomics in liver diseases: current progress and future opportunities</article-title>. <source>Liver Int</source>. (<year>2020</year>) <volume>40</volume>(<issue>9</issue>):<fpage>2050</fpage>&#x2013;<lpage>63</lpage>. <pub-id pub-id-type="doi">10.1111/liv.14555</pub-id><pub-id pub-id-type="pmid">32515148</pub-id></mixed-citation></ref>
<ref id="B44"><label>44.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Urraro</surname> <given-names>F</given-names></name> <name><surname>Pacella</surname> <given-names>G</given-names></name> <name><surname>Giordano</surname> <given-names>N</given-names></name> <name><surname>Spiezia</surname> <given-names>S</given-names></name> <name><surname>Balestrucci</surname> <given-names>G</given-names></name> <name><surname>Caiazzo</surname> <given-names>C</given-names></name><etal/></person-group> <article-title>Radiomics beyond radiology: literature review on prediction of future liver remnant volume and function before hepatic surgery</article-title>. <source>J Clin Med</source>. (<year>2025</year>) <volume>14</volume>(<issue>15</issue>):<fpage>5326</fpage>. <pub-id pub-id-type="doi">10.3390/jcm14155326</pub-id><pub-id pub-id-type="pmid">40806948</pub-id></mixed-citation></ref>
<ref id="B45"><label>45.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Deng</surname> <given-names>H</given-names></name> <name><surname>Zeng</surname> <given-names>X</given-names></name> <name><surname>Xiang</surname> <given-names>N</given-names></name></person-group>. <article-title>Augmented reality navigation system and indocyanine green fluorescence imaging make laparoscopic right anterior sectionectomy more precisely and safely</article-title>. <source>J Gastrointest Surg</source>. (<year>2023</year>) <volume>27</volume>(<issue>8</issue>):<fpage>1751</fpage>&#x2013;<lpage>2</lpage>. <pub-id pub-id-type="doi">10.1007/s11605-023-05680-2</pub-id><pub-id pub-id-type="pmid">37095337</pub-id></mixed-citation></ref>
<ref id="B46"><label>46.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ramalhinho</surname> <given-names>J</given-names></name> <name><surname>Bulathsinhala</surname> <given-names>S</given-names></name> <name><surname>Gurusamy</surname> <given-names>K</given-names></name> <name><surname>Davidson</surname> <given-names>BR</given-names></name> <name><surname>Clarkson</surname> <given-names>MJ</given-names></name></person-group>. <article-title>Assessing augmented reality displays in laparoscopic liver surgery&#x2014;a clinical experience</article-title>. <source>Surg Endosc</source>. (<year>2025</year>) <volume>39</volume>(<issue>9</issue>):<fpage>5863</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1007/s00464-025-12008-5</pub-id><pub-id pub-id-type="pmid">40715656</pub-id></mixed-citation></ref>
<ref id="B47"><label>47.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Warren</surname> <given-names>EAK</given-names></name> <name><surname>Maithel</surname> <given-names>SK</given-names></name></person-group>. <article-title>Molecular pathology for cholangiocarcinoma: a review of actionable genetic targets and their relevance to adjuvant &#x0026; neoadjuvant therapy, staging, follow-up, and determination of minimal residual disease</article-title>. <source>Hepatobiliary Surg Nutr</source>. (<year>2024</year>) <volume>13</volume>(<issue>1</issue>):<fpage>29</fpage>&#x2013;<lpage>38</lpage>. <pub-id pub-id-type="doi">10.21037/hbsn-22-563</pub-id><pub-id pub-id-type="pmid">38322206</pub-id></mixed-citation></ref>
<ref id="B48"><label>48.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Angerilli</surname> <given-names>V</given-names></name> <name><surname>Fornaro</surname> <given-names>L</given-names></name> <name><surname>Pepe</surname> <given-names>F</given-names></name> <name><surname>Rossi</surname> <given-names>SM</given-names></name> <name><surname>Perrone</surname> <given-names>G</given-names></name> <name><surname>Malapelle</surname> <given-names>U</given-names></name><etal/></person-group> <article-title>FGFR2 Testing in cholangiocarcinoma: translating molecular studies into clinical practice</article-title>. <source>Pathologica</source>. (<year>2023</year>) <volume>115</volume>(<issue>2</issue>):<fpage>71</fpage>&#x2013;<lpage>82</lpage>. <pub-id pub-id-type="doi">10.32074/1591-951X-859</pub-id><pub-id pub-id-type="pmid">37017301</pub-id></mixed-citation></ref>
<ref id="B49"><label>49.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Abou-Alfa</surname> <given-names>GK</given-names></name> <name><surname>Sahai</surname> <given-names>V</given-names></name> <name><surname>Hollebecque</surname> <given-names>A</given-names></name> <name><surname>Vaccaro</surname> <given-names>G</given-names></name> <name><surname>Melisi</surname> <given-names>D</given-names></name> <name><surname>Al-Rajabi</surname> <given-names>R</given-names></name><etal/></person-group> <article-title>Pemigatinib for previously treated, locally advanced or metastatic cholangiocarcinoma: a multicentre, open-label, phase 2 study</article-title>. <source>Lancet Oncol</source>. (<year>2020</year>) <volume>21</volume>(<issue>5</issue>):<fpage>671</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1016/S1470-2045(20)30109-1</pub-id><pub-id pub-id-type="pmid">32203698</pub-id></mixed-citation></ref>
<ref id="B50"><label>50.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>AX</given-names></name> <name><surname>Macarulla</surname> <given-names>T</given-names></name> <name><surname>Javle</surname> <given-names>MM</given-names></name> <name><surname>Kelley</surname> <given-names>RK</given-names></name> <name><surname>Lubner</surname> <given-names>SJ</given-names></name> <name><surname>Adeva</surname> <given-names>J</given-names></name><etal/></person-group> <article-title>Final overall survival efficacy results of ivosidenib for patients with advanced cholangiocarcinoma with IDH1 mutation: the phase 3 randomized clinical ClarIDHy trial</article-title>. <source>JAMA Oncol</source>. (<year>2021</year>) <volume>7</volume>(<issue>11</issue>):<fpage>1669</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1001/jamaoncol.2021.3836</pub-id><pub-id pub-id-type="pmid">34554208</pub-id></mixed-citation></ref>
<ref id="B51"><label>51.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Awosika</surname> <given-names>JA</given-names></name> <name><surname>Monge</surname> <given-names>C</given-names></name> <name><surname>Greten</surname> <given-names>TF</given-names></name></person-group>. <article-title>Integration of circulating tumor DNA in biliary tract cancer: the emerging landscape</article-title>. <source>Hepat Oncol</source>. (<year>2024</year>) <volume>11</volume>(<issue>1</issue>):<fpage>2403334</fpage>. <pub-id pub-id-type="doi">10.1080/20450923.2024.2403334</pub-id><pub-id pub-id-type="pmid">39881555</pub-id></mixed-citation></ref>
<ref id="B52"><label>52.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dawson</surname> <given-names>LA</given-names></name> <name><surname>Normolle</surname> <given-names>D</given-names></name> <name><surname>Balter</surname> <given-names>JM</given-names></name> <name><surname>McGinn</surname> <given-names>CJ</given-names></name> <name><surname>Lawrence</surname> <given-names>TS</given-names></name> <name><surname>Ten Haken</surname> <given-names>RK</given-names></name></person-group>. <article-title>Analysis of radiation-induced liver disease using the lyman NTCP model</article-title>. <source>Int J Radiat Oncol Biol Phys</source>. (<year>2002</year>) <volume>53</volume>(<issue>4</issue>):<fpage>810</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1016/s0360-3016(02)02846-8</pub-id><pub-id pub-id-type="pmid">12095546</pub-id></mixed-citation></ref>
<ref id="B53"><label>53.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>ZF</given-names></name> <name><surname>Zhang</surname> <given-names>JY</given-names></name> <name><surname>Shen</surname> <given-names>XY</given-names></name> <name><surname>Zhou</surname> <given-names>LY</given-names></name> <name><surname>Gao</surname> <given-names>YB</given-names></name> <name><surname>Hu</surname> <given-names>Y</given-names></name><etal/></person-group> <article-title>A mouse radiation-induced liver disease model for stereotactic body radiation therapy validated in patients with hepatocellular carcinoma</article-title>. <source>Med Phys</source>. (<year>2016</year>) <volume>43</volume>(<issue>7</issue>):<fpage>4349</fpage>. <pub-id pub-id-type="doi">10.1118/1.4953831</pub-id><pub-id pub-id-type="pmid">27370150</pub-id></mixed-citation></ref>
<ref id="B54"><label>54.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Adachi</surname> <given-names>T</given-names></name> <name><surname>Yoshida</surname> <given-names>Y</given-names></name> <name><surname>Shibuya</surname> <given-names>K</given-names></name> <name><surname>Sato</surname> <given-names>K</given-names></name> <name><surname>Yamazaki</surname> <given-names>Y</given-names></name> <name><surname>Kakizaki</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>Partial liver irradiation in rats induces the hypertrophy of nonirradiated liver lobes through hepatocyte proliferation&#x2020;</article-title>. <source>J Radiat Res</source>. (<year>2023</year>) <volume>64</volume>(<issue>4</issue>):<fpage>693</fpage>&#x2013;<lpage>701</lpage>. <pub-id pub-id-type="doi">10.1093/jrr/rrad051</pub-id><pub-id pub-id-type="pmid">37427542</pub-id></mixed-citation></ref>
<ref id="B55"><label>55.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Polan</surname> <given-names>DF</given-names></name> <name><surname>Feng</surname> <given-names>M</given-names></name> <name><surname>Lawrence</surname> <given-names>TS</given-names></name> <name><surname>Ten Haken</surname> <given-names>RK</given-names></name> <name><surname>Brock</surname> <given-names>KK</given-names></name></person-group>. <article-title>Implementing radiation dose-volume liver response in biomechanical deformable image registration</article-title>. <source>Int J Radiat Oncol Biol Phys</source>. (<year>2017</year>) <volume>99</volume>(<issue>4</issue>):<fpage>1004</fpage>&#x2013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijrobp.2017.06.2455</pub-id><pub-id pub-id-type="pmid">28864401</pub-id></mixed-citation></ref>
<ref id="B56"><label>56.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gaete</surname> <given-names>MI</given-names></name> <name><surname>Meira Junior</surname> <given-names>JD</given-names></name> <name><surname>Loyola</surname> <given-names>S</given-names></name> <name><surname>Meneses</surname> <given-names>L</given-names></name> <name><surname>Dreyse</surname> <given-names>J</given-names></name> <name><surname>Hevia</surname> <given-names>J</given-names></name><etal/></person-group> <article-title>Optimizing perioperative care for perihilar cholangiocarcinoma: the crucial role of multidisciplinary management, neoadjuvant therapy, and interventional radiology</article-title>. <source>Arq Bras Cir Dig</source>. (<year>2025</year>) <volume>37</volume>:<fpage>e1848</fpage>. <pub-id pub-id-type="doi">10.1590/0102-6720202400054e1848</pub-id><pub-id pub-id-type="pmid">39813553</pub-id></mixed-citation></ref>
<ref id="B57"><label>57.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Porter</surname> <given-names>ME</given-names></name></person-group>. <article-title>What is value in health care?</article-title> <source>N Engl J Med</source>. (<year>2010</year>) <volume>363</volume>(<issue>26</issue>):<fpage>2477</fpage>&#x2013;<lpage>81</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMp1011024</pub-id><pub-id pub-id-type="pmid">21142528</pub-id></mixed-citation></ref>
<ref id="B58"><label>58.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hassan</surname> <given-names>M</given-names></name> <name><surname>Kushniruk</surname> <given-names>A</given-names></name> <name><surname>Borycki</surname> <given-names>E</given-names></name></person-group>. <article-title>Barriers to and facilitators of artificial intelligence adoption in health care: scoping review</article-title>. <source>JMIR Hum Factors</source>. (<year>2024</year>) <volume>11</volume>:<fpage>e48633</fpage>. <pub-id pub-id-type="doi">10.2196/48633</pub-id><pub-id pub-id-type="pmid">39207831</pub-id></mixed-citation></ref>
<ref id="B59"><label>59.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mithany</surname> <given-names>RH</given-names></name> <name><surname>Aslam</surname> <given-names>S</given-names></name> <name><surname>Abdallah</surname> <given-names>S</given-names></name> <name><surname>Abdelmaseeh</surname> <given-names>M</given-names></name> <name><surname>Gerges</surname> <given-names>F</given-names></name> <name><surname>Mohamed</surname> <given-names>MS</given-names></name><etal/></person-group> <article-title>Advancements and challenges in the application of artificial intelligence in surgical arena: a literature review</article-title>. <source>Cureus</source>. (<year>2023</year>) <volume>15</volume>(<issue>10</issue>):<fpage>e47924</fpage>. <pub-id pub-id-type="doi">10.7759/cureus.47924</pub-id><pub-id pub-id-type="pmid">37908699</pub-id></mixed-citation></ref>
<ref id="B60"><label>60.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hashimoto</surname> <given-names>DA</given-names></name> <name><surname>Rosman</surname> <given-names>G</given-names></name> <name><surname>Rus</surname> <given-names>D</given-names></name> <name><surname>Meireles</surname> <given-names>OR</given-names></name></person-group>. <article-title>Artificial intelligence in surgery: promises and perils</article-title>. <source>Ann Surg</source>. (<year>2018</year>) <volume>268</volume>(<issue>1</issue>):<fpage>70</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1097/SLA.0000000000002693</pub-id><pub-id pub-id-type="pmid">29389679</pub-id></mixed-citation></ref>
<ref id="B61"><label>61.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Aurello</surname> <given-names>P</given-names></name> <name><surname>Pace</surname> <given-names>M</given-names></name> <name><surname>Goglia</surname> <given-names>M</given-names></name> <name><surname>Pavone</surname> <given-names>M</given-names></name> <name><surname>Petrucciani</surname> <given-names>N</given-names></name> <name><surname>Carrano</surname> <given-names>FM</given-names></name><etal/></person-group> <article-title>Enhancing surgical education through artificial intelligence in the era of digital surgery</article-title>. <source>Am Surg</source>. (<year>2025</year>) <volume>91</volume>(<issue>11</issue>):<fpage>1942</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1177/00031348251346539</pub-id><pub-id pub-id-type="pmid">40454799</pub-id></mixed-citation></ref>
<ref id="B62"><label>62.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Asciak</surname> <given-names>L</given-names></name> <name><surname>Kyeremeh</surname> <given-names>J</given-names></name> <name><surname>Luo</surname> <given-names>X</given-names></name> <name><surname>Kazakidi</surname> <given-names>A</given-names></name> <name><surname>Connolly</surname> <given-names>P</given-names></name> <name><surname>Picard</surname> <given-names>F</given-names></name><etal/></person-group> <article-title>Digital twin assisted surgery, concept, opportunities, and challenges</article-title>. <source>NPJ Digit Med</source>. (<year>2025</year>) <volume>8</volume>(<issue>1</issue>):<fpage>32</fpage>. <pub-id pub-id-type="doi">10.1038/s41746-024-01413-0</pub-id><pub-id pub-id-type="pmid">39815013</pub-id></mixed-citation></ref>
<ref id="B63"><label>63.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>Z</given-names></name> <name><surname>Faria</surname> <given-names>J</given-names></name> <name><surname>Penning</surname> <given-names>LC</given-names></name> <name><surname>Masereeuw</surname> <given-names>R</given-names></name> <name><surname>Spee</surname> <given-names>B</given-names></name></person-group>. <article-title>Tissue-Engineered bile ducts for disease modeling and therapy</article-title>. <source>Tissue Eng Part C Methods</source>. (<year>2021</year>) <volume>27</volume>(<issue>2</issue>):<fpage>59</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1089/ten.TEC.2020.0283</pub-id><pub-id pub-id-type="pmid">33267737</pub-id></mixed-citation></ref>
<ref id="B64"><label>64.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kokkinakis</surname> <given-names>S</given-names></name> <name><surname>Kritsotakis</surname> <given-names>EI</given-names></name> <name><surname>Lasithiotakis</surname> <given-names>K</given-names></name></person-group>. <article-title>Artificial intelligence in surgical risk prediction</article-title>. <source>J Clin Med</source>. (<year>2023</year>) <volume>12</volume>(<issue>12</issue>):<fpage>4016</fpage>. <pub-id pub-id-type="doi">10.3390/jcm12124016</pub-id><pub-id pub-id-type="pmid">37373709</pub-id></mixed-citation></ref>
<ref id="B65"><label>65.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rodr&#x00ED;guez-Per&#x00E1;lvarez</surname> <given-names>M</given-names></name> <name><surname>Tsochatzis</surname> <given-names>E</given-names></name> <name><surname>Naveas</surname> <given-names>MC</given-names></name> <name><surname>Pieri</surname> <given-names>G</given-names></name> <name><surname>Garc&#x00ED;a-Caparr&#x00F3;s</surname> <given-names>C</given-names></name> <name><surname>O&#x0027;Beirne</surname> <given-names>J</given-names></name><etal/></person-group> <article-title>Reduced exposure to calcineurin inhibitors early after liver transplantation prevents recurrence of hepatocellular carcinoma</article-title>. <source>J Hepatol</source>. (<year>2013</year>) <volume>59</volume>(<issue>6</issue>):<fpage>1193</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/j.jhep.2013.07.012</pub-id></mixed-citation></ref>
<ref id="B66"><label>66.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Grigg</surname> <given-names>SE</given-names></name> <name><surname>Sarri</surname> <given-names>GL</given-names></name> <name><surname>Gow</surname> <given-names>PJ</given-names></name> <name><surname>Yeomans</surname> <given-names>ND</given-names></name></person-group>. <article-title>Systematic review with meta-analysis: sirolimus- or everolimus-based immunosuppression following liver transplantation for hepatocellular carcinoma</article-title>. <source>Aliment Pharmacol Ther</source>. (<year>2019</year>) <volume>49</volume>(<issue>10</issue>):<fpage>1260</fpage>&#x2013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1111/apt.15253</pub-id><pub-id pub-id-type="pmid">30989721</pub-id></mixed-citation></ref>
<ref id="B67"><label>67.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yan</surname> <given-names>X</given-names></name> <name><surname>Huang</surname> <given-names>S</given-names></name> <name><surname>Yang</surname> <given-names>Y</given-names></name> <name><surname>Lu</surname> <given-names>Z</given-names></name> <name><surname>Li</surname> <given-names>F</given-names></name> <name><surname>Jiang</surname> <given-names>L</given-names></name><etal/></person-group> <article-title>Sirolimus or everolimus improves survival after liver transplantation for hepatocellular carcinoma: a systematic review and meta-analysis</article-title>. <source>Liver Transpl</source>. (<year>2022</year>) <volume>28</volume>(<issue>6</issue>):<fpage>1063</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1002/lt.26387</pub-id><pub-id pub-id-type="pmid">34919773</pub-id></mixed-citation></ref>
<ref id="B68"><label>68.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>G&#x00FC;l-Klein</surname> <given-names>S</given-names></name> <name><surname>Schmitz</surname> <given-names>P</given-names></name> <name><surname>Sch&#x00F6;ning</surname> <given-names>W</given-names></name> <name><surname>&#x00D6;llinger</surname> <given-names>R</given-names></name> <name><surname>Lurje</surname> <given-names>G</given-names></name> <name><surname>Jonas</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>The role of immunosuppression for recurrent cholangiocellular carcinoma after liver transplantation</article-title>. <source>Cancers (Basel)</source>. (<year>2022</year>) <volume>14</volume>(<issue>12</issue>):<fpage>2890</fpage>. <pub-id pub-id-type="doi">10.3390/cancers14122890</pub-id></mixed-citation></ref>
<ref id="B69"><label>69.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kong</surname> <given-names>D</given-names></name> <name><surname>Duan</surname> <given-names>J</given-names></name> <name><surname>Chen</surname> <given-names>S</given-names></name> <name><surname>Wang</surname> <given-names>Z</given-names></name> <name><surname>Ren</surname> <given-names>J</given-names></name> <name><surname>Lu</surname> <given-names>J</given-names></name><etal/></person-group> <article-title>Transplant oncology and anti-cancer immunosuppressants</article-title>. <source>Front Immunol</source>. (<year>2025</year>) <volume>15</volume>:<fpage>1520083</fpage>. <pub-id pub-id-type="doi">10.3389/fimmu.2024.1520083</pub-id><pub-id pub-id-type="pmid">39840041</pub-id></mixed-citation></ref></ref-list>
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<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1985578/overview">Denise J. Lo</ext-link>, Emory University, United States</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/137847/overview">Duilio Pagano</ext-link>, Mediterranean Institute for Transplantation and Highly Specialized Therapies (ISMETT), Italy</p></fn>
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