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<article article-type="systematic-review" 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.2025.1661571</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Systematic Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Clinical application and developmental direction of free flaps in plastic and reconstructive surgery procedures: a bibliometric analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes"><name><surname>Yin</surname><given-names>Xinghao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2758203/overview"/><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="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</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="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author" equal-contrib="yes"><name><surname>Hua</surname><given-names>Qianqian</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</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></contrib>
<contrib contrib-type="author" equal-contrib="yes"><name><surname>Ye</surname><given-names>Jiangtian</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="an1"><sup>&#x2020;</sup></xref><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></contrib>
<contrib contrib-type="author"><name><surname>Xie</surname><given-names>Shangjing</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref><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></contrib>
<contrib contrib-type="author"><name><surname>Lv</surname><given-names>Ruitong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><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></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Cai</surname><given-names>Leyi</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/2130734/overview" /><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="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Li</surname><given-names>Haixun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><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></contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Department of Orthopaedics Surgery, First People&#x0027;s Hospital of Yongkang City</institution>, <city>Yongkang City</city>, <state>Zhejiang</state>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Orthopaedics Surgery, The Second Affiliated Hospital and Yuying Children&#x0027;s Hospital of Wenzhou Medical University, The Second School of Medicine, Wenzhou Medical University</institution>, <city>Wenzhou, Zhejiang</city>, <country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Orthopaedics, Shanghai Sixth People&#x0027;s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine</institution>, <city>Shanghai</city>, <country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Respiratory Medicine, Ruijin Hospital, Shanghai Jiaotong University School of Medicine</institution>, <city>Shanghai</city>, <country country="cn">China</country></aff>
<aff id="aff5"><label>5</label><institution>Key Laboratory of Diagnosis and Treatment of Severe Hepato-Pancreatic Diseases of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University</institution>, <city>Wenzhou, Zhejiang</city>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Leyi Cai <email xlink:href="mailto:caileyi@wmu.edu.cn">caileyi@wmu.edu.cn</email> Haixun Li <email xlink:href="mailto:YKGK2008@163.com">YKGK2008@163.com</email></corresp>
<fn fn-type="equal" id="an1"><label>&#x2020;</label><p>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-19"><day>19</day><month>11</month><year>2025</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2025</year></pub-date>
<volume>12</volume><elocation-id>1661571</elocation-id>
<history>
<date date-type="received"><day>08</day><month>07</month><year>2025</year></date>
<date date-type="accepted"><day>31</day><month>10</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Yin, Hua, Ye, Xie, Lv, Cai and Li.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Yin, Hua, Ye, Xie, Lv, Cai and Li</copyright-holder><license><ali:license_ref start_date="2025-11-19">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><sec><title>Introduction</title>
<p>Advancements in microvascular surgical techniques have significantly improved the success rate of free flap transplants, making it a preferred method for repairing postoperative tissue defects caused by tumors, trauma, and infections. Despite numerous clinical studies on free flaps in wound reconstruction, comprehensive bibliometric analyses to systematically review their clinical applications and identify emerging research trends are lacking.</p>
</sec><sec><title>Methods</title>
<p>This study analyzed literature from the Web of Science Core Collection (WOSCC), Pubmed, and Embase databases spanning 2004 to 2025. We examined annual publications, global collaborations, research frameworks, and identified emerging research trends and key keywords.</p>
</sec><sec><title>Results</title>
<p>The analysis revealed that current research focuses on two core areas: the application of free flaps in reconstructive procedures and the emerging intersection of computer technology with medical and material research.</p>
</sec><sec><title>Discussion</title>
<p>These findings provide valuable insights to guide future scholarly inquiries into the utilization of free flaps in plastic and reconstructive surgery procedures.</p>
</sec>
</abstract>
<kwd-group>
<kwd>free flap</kwd>
<kwd>plastic surgical procedures</kwd>
<kwd>bibliometric analysis</kwd>
<kwd>visualization</kwd>
<kwd>global trends</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declare financial support was received for the research and/or publication of this article. The article was supported by Zhejiang Provincial Science and Technology Innovation Program (New Young Talent Program) for College Students (No. 2024R413A030).</funding-statement></funding-group><counts>
<fig-count count="7"/>
<table-count count="4"/><equation-count count="0"/><ref-count count="58"/><page-count count="14"/><word-count count="13121314"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Reconstructive and Plastic Surgery</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Free flaps are defined as tissue segments whose blood supply from the donor site is completely detached, and are transplanted to the recipient site by establishing vascular connections using microsurgical methods (<xref ref-type="bibr" rid="B1">1</xref>). Advancements in clinical microvascular tissue transplantation and postoperative monitoring techniques have significantly improved the survival rates of free flap transplants, which now stand at 90&#x0025;&#x2013;98&#x0025; (<xref ref-type="bibr" rid="B2">2</xref>). The application of free flaps has broadened, establishing them as a crucial strategy for repairing breast reconstruction (<xref ref-type="bibr" rid="B3">3</xref>), hand injuries (<xref ref-type="bibr" rid="B4">4</xref>), traumatic limb injuries (<xref ref-type="bibr" rid="B5">5</xref>), craniofacial reconstructions (<xref ref-type="bibr" rid="B6">6</xref>), burns (<xref ref-type="bibr" rid="B7">7</xref>), and complex abdominal wall defects (<xref ref-type="bibr" rid="B8">8</xref>). Flaps are now not only used to repair soft tissue defects but also to restore the natural cosmetic appearance and function of the trauma site to the greatest extent possible (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Bibliometric analysis gathers comprehensive literature and citation data across platforms, providing quantitative insights into publications within a field. It identifies the most influential authors, countries, journals, and institutions contributing significantly to the topic, offering a clear understanding of the field&#x0027;s structure and dynamics. This method enables conclusions to be drawn from the visual cues of graphs, such as color and size. Unlike traditional reviews, bibliometric analysis adopts a wider international view, minimizes subjective bias, and integrates historical with future research perspectives. Recent bibliometric studies have highlighted the critical role of vascularization in flap survival (<xref ref-type="bibr" rid="B10">10</xref>) and the potential of infrared thermography to monitor flap survival (<xref ref-type="bibr" rid="B10">10</xref>). Not only has there been innovation in terms of technology, but bibliometrics has also played a crucial role in guiding advancements in the survival of flaps, particularly in relation to drugs and mechanisms (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>Over the last two decades, scholarly articles have increasingly addressed the diversity of free flaps, anastomosis techniques, their clinical utility, and management of postoperative complications. Despite this growing body of literature, a comprehensive overview of the application of free flaps in plastic surgery is conspicuously absent, as are projections about the future trajectory of clinical use and research in this domain. This article aims to synthesize and visually depict the latest focal points and advancements in the field of free flaps in plastic surgery.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Materials and methods</title>
<sec id="s2a"><label>2.1</label><title>Sources of bibliometric data and search strategy</title>
<p>We conducted a comprehensive search using the advanced search feature of the WOSCC database Pubmed database and Embase database to collate literature pertaining to free flaps in plastic surgery procedures.</p>
<p>Our analysis was restricted to literature published from January 1, 2004 to July 23, 2025, identifying a total of 1,438 articles. We further refined the selection to include only &#x201C;articles&#x201D; or &#x201C;reviews&#x201D;. Utilizing CiteSpace software, we thoroughly reviewed titles and abstracts to eliminate any irrelevant or duplicate articles, resulting in a final tally of 1,407 articles. The complete record for each article was downloaded. The detailed methodology and search strategy is outlined in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref> and <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>.</p>
<fig id="F1" position="float"><label>Figure&#x00A0;1</label>
<caption><p>Flow chart of bibliometric analysis.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661571-g001.tif"><alt-text content-type="machine-generated">Flowchart detailing the identification of studies via a database. The process includes an advanced search from multiple sources for articles in English from 2004 to 2025. Initially, 1438 publications were included, with 31 excluded, leading to 1407 identified. These were refined by excluding unrelated or duplicated articles. The resulting data undergo comprehensive visualization and bibliometric analysis, focusing on publication trends, geographical distribution, authors, institutions, references, and keywords.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2b"><label>2.2</label><title>Data extraction and analysis</title>
<p>For visualizing geographical distribution of publications, tools such as the Scimago Graphica (version 1.0.36) and Microsoft Charticulator (<ext-link ext-link-type="uri" xlink:href="https://charticulator.com/">https://charticulator.com/</ext-link>) were employed. Besides, analysis of authors and co-cited authors, journals, institutions, references, and keywords mainly involved software and websites like VOS viewer (version 1.6.20) (<xref ref-type="bibr" rid="B13">13</xref>), bibliometrix (<xref ref-type="bibr" rid="B14">14</xref>), and Citespace (version 6.2.R6).</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Publication output and trends</title>
<p><xref ref-type="fig" rid="F2">Figure&#x00A0;2A</xref> illustrates the publication trends, revealing a consistent upward trajectory in publication volume. In 2022, a total of 109 publications were recorded, representing a substantial increase&#x2014;approximately three to four times the publication count in 2004&#x2014;indicating a period of explosive growth from 2019 to 2025. To further assess the progress of research in this field, we excluded incomplete data for 2025 and performed a linear regression analysis using publication data from 2004 to 2024, as shown in <xref ref-type="fig" rid="F2">Figure&#x00A0;2B</xref>. The results indicate a steady increase in the number of publications, with the fitted equation given by: y&#x2009;&#x003D;&#x2009;4.170x&#x2009;&#x2212;&#x2009;8335, <italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;0.8954.</p>
<fig id="F2" position="float"><label>Figure&#x00A0;2</label>
<caption><p><bold>(A)</bold> Distribution of publication output and trends in the cumulative number of publications from 2004 to 2025. The blue bar graph represents the number of publications per year, and the solid orange line represents the cumulative number of publications. <bold>(B)</bold> Model fitting curves of global trends in publications (<italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;0.895).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661571-g002.tif"><alt-text content-type="machine-generated">Panel A: Bar and line graph showing annual and cumulative publications from 2004 to 2025. Annual publications fluctuate, peaking around 2021, while cumulative publications show consistent growth. Panel B: Scatter plot with a trend line showing cumulative publications from 2000 to 2030. The linear equation is Y = 4.170*X - 8335 with R&#x00B2; = 0.8954, indicating a strong positive correlation.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3b"><label>3.2</label><title>Geographical distribution of publications</title>
<p>Research in this field involves contributions from 69 countries. <xref ref-type="fig" rid="F3">Figure&#x00A0;3A</xref> illustrates the global distribution of publications in this domain, with darker blue shades indicating a higher volume of publications. To provide further detail, we consolidated the publication data from each country, with <xref ref-type="table" rid="T1">Table&#x00A0;1</xref> enumerating the top 10 countries with the highest research output. The United States leads with 900 articles, accounting for 63.97&#x0025; of the total publications, and holds the highest citation count at 6,318. Germany follows with 436 articles. As shown in <xref ref-type="fig" rid="F3">Figure&#x00A0;3C</xref>, the steeper slopes of the purple, brown, and red lines suggest that the United States, Germany, and China are experiencing pronounced growth in publication numbers, highlighting their strong potential for future scientific contributions.</p>
<fig id="F3" position="float"><label>Figure&#x00A0;3</label>
<caption><p><bold>(A)</bold> The global distribution of publications is shown, with the circle size proportional to the number of publications for each country. <bold>(B)</bold> Analysis of international collaboration among different countries/regions is presented. Links between countries/regions represent cooperative relationships, with thicker lines indicating stronger collaborations. <bold>(C)</bold> Country production overtime. <bold>(D)</bold> An overlay visualization map of country analysis.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661571-g003.tif"><alt-text content-type="machine-generated">Panel A shows a world map highlighting countries with varying shades of blue, indicating data presence. Panel B displays a circular chord diagram connecting countries, with lines representing relationships. Panel C is a line graph titled \"Country Production over Time,\" showing article counts from 2004 to 2019 for several countries, including China, Germany, Italy, the United Kingdom, and the USA. Panel D is a network diagram visualizing country collaborations, with nodes and connecting lines, indicating interrelations.</alt-text>
</graphic>
</fig>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>The top 10 countries/regions with the greatest numbers of publications.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Country</th>
<th valign="top" align="center">Publications</th>
<th valign="top" align="center"><italic>N</italic> (&#x0025;)</th>
<th valign="top" align="center">Total citation</th>
<th valign="top" align="center">Average article citations</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">USA</td>
<td valign="top" align="center">900</td>
<td valign="top" align="center">63.97&#x0025;</td>
<td valign="top" align="center">6,318</td>
<td valign="top" align="center">19.90</td>
</tr>
<tr>
<td valign="top" align="left">Germany</td>
<td valign="top" align="center">436</td>
<td valign="top" align="center">30.99&#x0025;</td>
<td valign="top" align="center">1,855</td>
<td valign="top" align="center">10.00</td>
</tr>
<tr>
<td valign="top" align="left">Italy</td>
<td valign="top" align="center">345</td>
<td valign="top" align="center">24.52&#x0025;</td>
<td valign="top" align="center">2,675</td>
<td valign="top" align="center">22.70</td>
</tr>
<tr>
<td valign="top" align="left">China</td>
<td valign="top" align="center">305</td>
<td valign="top" align="center">21.68&#x0025;</td>
<td valign="top" align="center">1,148</td>
<td valign="top" align="center">9.40</td>
</tr>
<tr>
<td valign="top" align="left">UK</td>
<td valign="top" align="center">218</td>
<td valign="top" align="center">15.49&#x0025;</td>
<td valign="top" align="center">1,501</td>
<td valign="top" align="center">18.50</td>
</tr>
<tr>
<td valign="top" align="left">France</td>
<td valign="top" align="center">175</td>
<td valign="top" align="center">12.44&#x0025;</td>
<td valign="top" align="center">1,613</td>
<td valign="top" align="center">24.40</td>
</tr>
<tr>
<td valign="top" align="left">Japan</td>
<td valign="top" align="center">140</td>
<td valign="top" align="center">9.95&#x0025;</td>
<td valign="top" align="center">546</td>
<td valign="top" align="center">11.40</td>
</tr>
<tr>
<td valign="top" align="left">South Korea</td>
<td valign="top" align="center">127</td>
<td valign="top" align="center">9.03&#x0025;</td>
<td valign="top" align="center">580</td>
<td valign="top" align="center">9.80</td>
</tr>
<tr>
<td valign="top" align="left">Canada</td>
<td valign="top" align="center">125</td>
<td valign="top" align="center">8.88&#x0025;</td>
<td valign="top" align="center">631</td>
<td valign="top" align="center">15.00</td>
</tr>
<tr>
<td valign="top" align="left">Switzerland</td>
<td valign="top" align="center">120</td>
<td valign="top" align="center">8.53&#x0025;</td>
<td valign="top" align="center">713</td>
<td valign="top" align="center">17.00</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The chord diagram in <xref ref-type="fig" rid="F3">Figure&#x00A0;3B</xref> illustrates the collaborative networks among countries, with Germany, the United States, Italy, and China being key players in international research partnerships. Lastly, <xref ref-type="fig" rid="F3">Figure&#x00A0;3D</xref> reveals that France was one of the pioneering countries in this field, while Switzerland, through its close international collaborations, demonstrates significant scientific research potential.</p>
</sec>
<sec id="s3c"><label>3.3</label><title>Analysis of major institutions, core authors and co-cited author</title>
<p>This study identified 1,175 institutions actively engaged in research within this field. As shown in <xref ref-type="fig" rid="F4">Figure&#x00A0;4A</xref>, the top 24 contributing institutions are listed, with the University of Texas System leading with 58 publications. Ongoing monitoring of this institution&#x0027;s research output may provide valuable insights into emerging trends and directions in the field.</p>
<fig id="F4" position="float"><label>Figure&#x00A0;4</label>
<caption><p><bold>(A)</bold> The top 24 institutions with the most publications. <bold>(B)</bold> Network map of co-authorship between institutions with more than four publications. The scale of the circles is proportional to the institution&#x0027;s output, while the thickness of connecting lines signifies the intensity of collaboration, and color clusters denote the presence of cooperative relationships <bold>(C)</bold> The top 10 authors&#x0027; production over time is shown. Circle size represents number of publications, with larger circles denoting more publications. <bold>(D)</bold> A visualization map exhibiting co-authorship. A minimum threshold of 30 citations per author was established, yielding 61 matches.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661571-g004.tif"><alt-text content-type="machine-generated">Four-panel image displaying academic data and connections. Panel A is a circular bar chart showing the publication count by various universities, with the University of Texas System leading. Panel B is a network diagram illustrating collaborations between institutions, with connections clustered by color. Panel C is a timeline indicating authors' publication productivity over several years, with bubble sizes representing the number of articles. Panel D is another network diagram focused on individual author connections, depicted by colored nodes and links.</alt-text>
</graphic>
</fig>
<p>To further examine institutional collaboration, a co-authorship network map was generated based on total link strength (<xref ref-type="fig" rid="F4">Figure&#x00A0;4B</xref>). The University of Michigan and Heidelberg University were the most influential institutions, with total link strengths of 1,618 and 1,540, respectively.</p>
<p>A total of 6,273 authors were identified as contributors to research on free flap procedures in plastic surgery. Among them, KNESER U (32 publications) and HORCH RE (17 publications) were the most prolific. To evaluate academic impact, the H-index&#x2014;a metric that reflects both productivity and citation impact&#x2014;was used to identify the top 10 most influential authors (<xref ref-type="bibr" rid="B15">15</xref>). These authors are visualized in <xref ref-type="fig" rid="F4">Figure&#x00A0;4C</xref>, and their H-index values are listed in <xref ref-type="table" rid="T2">Table&#x00A0;2</xref>. Their publication records and citation metrics underscore their significant academic influence in the field.</p>
<table-wrap id="T2" position="float"><label>Table&#x00A0;2</label>
<caption><p>Top 10 contributing authors.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Rank</th>
<th valign="top" align="center">Authors</th>
<th valign="top" align="center">Counts</th>
<th valign="top" align="center">H-index</th>
<th valign="top" align="center">Co-cited Authors</th>
<th valign="top" align="center">Citations</th>
<th valign="top" align="center">Total link strength</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Kneser U</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">11</td>
<td valign="top" align="left">KoshiimA, I</td>
<td valign="top" align="center">172</td>
<td valign="top" align="center">3,081</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Horch RE</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">11</td>
<td valign="top" align="left">Wei, FC</td>
<td valign="top" align="center">122</td>
<td valign="top" align="center">2,598</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Gazyakan E</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">3</td>
<td valign="top" align="left">Hidalgo, DA</td>
<td valign="top" align="center">105</td>
<td valign="top" align="center">1,649</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Seikaly H</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">6</td>
<td valign="top" align="left">Cordeiro, PG</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">1,281</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Vogt PM</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">7</td>
<td valign="top" align="left">Taylor, GI</td>
<td valign="top" align="center">99</td>
<td valign="top" align="center">1,765</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Hirche C</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">7</td>
<td valign="top" align="left">Fischer, JP</td>
<td valign="top" align="center">90</td>
<td valign="top" align="center">1,772</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Beier JP</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">8</td>
<td valign="top" align="left">Selber, JC</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">1,407</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Dragu A</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">7</td>
<td valign="top" align="left">Kroll, SS</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">1,359</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Giovanoli P</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">6</td>
<td valign="top" align="left">U Rken, ML</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">1,106</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Kremer T</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">6</td>
<td valign="top" align="left">Brown, JS</td>
<td valign="top" align="center">81</td>
<td valign="top" align="center">767</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Author co-citation analysis, which identifies authors cited together in the same reference list, is depicted in <xref ref-type="fig" rid="F4">Figure&#x00A0;4D</xref>. KOSHIMA I (172 citations) and WEI FC (122 citations) were the most frequently co-cited authors. This analysis illustrates the intellectual structure and scholarly interconnectedness of the research community focused on free flap reconstruction.</p>
</sec>
<sec id="s3d"><label>3.4</label><title>Journals and co-cited references analysis</title>
<p>As shown in the three-field plot (<xref ref-type="fig" rid="F5">Figure&#x00A0;5A</xref>), the United States leads in research output, with its contributions broadly distributed across the top 10 journals. American scholars predominantly publish in Annals of Plastic Surgery and Journal of Plastic, Reconstructive &#x0026; Aesthetic Surgery, the latter also receiving substantial input from the United Kingdom and exerting considerable disciplinary influence.</p>
<fig id="F5" position="float"><label>Figure&#x00A0;5</label>
<caption><p><bold>(A)</bold> Three-fields plot. Network relationships among countries, sources, and authors. <bold>(B)</bold> The dual-map overlay of journals. On the left were the citing journals (orange), on the right were the cited journals(blue), and the coloured path represented the citation relationship. <bold>(C)</bold> Top 5 productive journals dynamic publications analysis. <bold>(D)</bold> co-cited academic journals.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661571-g005.tif"><alt-text content-type="machine-generated">Panel A displays a flow diagram showing connections between countries and authors in plastic surgery journals. Panel B is a network graph illustrating collaborations in various scientific fields. Panel C presents a line graph of cumulative occurrences of sources' production over time from 2000 to 2022 for different journals. Panel D features a network map of keyword relationships in plastic surgery research, with \"plast reconstr surg\" prominently highlighted.</alt-text>
</graphic>
</fig>
<p>A dual-map overlay of journals (<xref ref-type="fig" rid="F5">Figure&#x00A0;5B</xref>) illustrates citation trajectories across research fields. Colored paths trace citation flows, primarily along two routes: from HEALTH, NURSING, MEDICINE and DERMATOLOGY, DENTISTRY, SURGERY to MEDICINE, MEDICAL, CLINICAL and NEUROLOGY, SPORTS, OPHTHALMOLOGY; and within the originating domains themselves.</p>
<p><xref ref-type="table" rid="T3">Table&#x00A0;3</xref> ranks the top 10 journals by citation frequency and publication volume. According to Journal Citation Reports (JCR), several are Q1 journals, including Plastic and Reconstructive Surgery, Head and Neck, Journal of Plastic Reconstructive and Aesthetic Surgery, Journal of Clinical Medicine, and Journal of Periodontology. Among them, Journal of Plastic Reconstructive and Aesthetic Surgery leads in both publication count (199 articles) and citations (6,423), underscoring its prominence. Annals of Plastic Surgery follows with 89 publications. <xref ref-type="fig" rid="F5">Figure&#x00A0;5C</xref> presents publication trends in the top five journals, highlighting their growing influence.</p>
<table-wrap id="T3" position="float"><label>Table&#x00A0;3</label>
<caption><p>Top 10 journals and local-cited journals.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">No.</th>
<th valign="top" align="center">Journal</th>
<th valign="top" align="center">Count</th>
<th valign="top" align="center">Impact factor (2024)</th>
<th valign="top" align="center">JCR partition (2024)</th>
<th valign="top" align="center">No.</th>
<th valign="top" align="center">Cited journal</th>
<th valign="top" align="center">Citation</th>
<th valign="top" align="center">Impact factor (2024)</th>
<th valign="top" align="center">JCR partition (2024)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Journal of Plastic Reconstructive and Aesthetic Surgery</td>
<td valign="top" align="center">199</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">Q1</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Plastic and Reconstructive Surgery</td>
<td valign="top" align="center">6,423</td>
<td valign="top" align="center">3.4</td>
<td valign="top" align="center">Q1</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Annals of Plastic Surgery</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">Q2</td>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Annals of Plastic Surgery</td>
<td valign="top" align="center">1,796</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">Q2</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Journal of Craniofacial Surgery</td>
<td valign="top" align="center">79</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">Q3</td>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Journal of Plastic Reconstructive and Aesthetic Surgery</td>
<td valign="top" align="center">1,341</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">Q1</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Journal of Reconstructive Microsurgery</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">Q2</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Microsurgery</td>
<td valign="top" align="center">1,156</td>
<td valign="top" align="center">1.7</td>
<td valign="top" align="center">Q2</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Plastic and Reconstructive Surgery</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">3.4</td>
<td valign="top" align="center">Q1</td>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Journal of Reconstructive Microsurgery</td>
<td valign="top" align="center">1,047</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">Q2</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Microsurgery</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">1.7</td>
<td valign="top" align="center">Q2</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">British Journal of Plastic Surgery (Continued as Journal of Plastic, Reconstructive &#x0026; Aesthetic Surgery)</td>
<td valign="top" align="center">956</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">/</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Journal of Oral and Maxillofacial Surgery</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">2.6</td>
<td valign="top" align="center">Q2</td>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Head And Neck-journal For The Sciences And Specialties Of The Head And Neck</td>
<td valign="top" align="center">757</td>
<td valign="top" align="center">2.2</td>
<td valign="top" align="center">Q1</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Handchirurgie &#x00B7; Mikrochirurgie &#x00B7; Plastische Chirurgie</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">Q4</td>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Journal of Periodontology</td>
<td valign="top" align="center">678</td>
<td valign="top" align="center">3.8</td>
<td valign="top" align="center">Q1</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Journal of Clinical Medicine</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">2.9</td>
<td valign="top" align="center">Q1</td>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Laryngoscope</td>
<td valign="top" align="center">637</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">Q2</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Annales de Chirurgie Plastique Esth&#x00E9;tique</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">Q4</td>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Journal of Oral and Maxillofacial Surgery</td>
<td valign="top" align="center">518</td>
<td valign="top" align="center">2.6</td>
<td valign="top" align="center">Q2</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Co-citation analysis revealed 31,657 entities, forming six major clusters (<xref ref-type="fig" rid="F5">Figure&#x00A0;5D</xref>). Plastic and Reconstructive Surgery had the strongest link strength (148,591), reflecting close collaboration with Annals of Plastic Surgery and Journal of Plastic Reconstructive and Aesthetic Surgery.</p>
</sec>
<sec id="s3e"><label>3.5</label><title>Citation and co-citation analyses</title>
<p>Citation and co-citation analyses offer critical insights into the foundational literature of a research field (<xref ref-type="bibr" rid="B16">16</xref>). A reference co-citation network was constructed, as shown in <xref ref-type="fig" rid="F6">Figure&#x00A0;6A</xref>, highlighting the seminal works of Hidalgo DA (<xref ref-type="bibr" rid="B17">17</xref>), Koshima I (<xref ref-type="bibr" rid="B18">18</xref>), and Song (<xref ref-type="bibr" rid="B19">19</xref>) as the most influential. Notably, these cornerstone studies represent distinct publication types: a case report, a research article, and a review, respectively (<xref ref-type="table" rid="T4">Table&#x00A0;4</xref>).</p>
<fig id="F6" position="float"><label>Figure&#x00A0;6</label>
<caption><p><bold>(A)</bold> Cluster analysis of co-cited references. <bold>(B)</bold> Timeline visualization of co-cited references cluster analysis. The size of each node corresponds to the number of co-citations for the respective journals, while the connecting curves between nodes signify co-citation relationships. The color on the right, red, is closer to the present, and purple is older. <bold>(C)</bold> The top 20 references exhibit the most pronounced co-citation bursts. The strength of a citation burst is a metric that quantifies the intensity of the burst during the period in which it occurs. Higher strength values indicate a more significant increase in citations over a short period, suggesting greater impact or influence in the field during that time.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661571-g006.tif"><alt-text content-type="machine-generated">(A) A network visualization map highlighting key academic publications connected by citation relationships, generated using VOSviewer. (B) A timeline visualization of citation trends across various topics from 2004 to 2025, indicating areas like robotic microsurgery and surgical technique with varying citation strengths. (C) A list of the top 20 academic references with the strongest citation bursts, detailing publication years, strengths, and DOI links.</alt-text>
</graphic>
</fig>
<table-wrap id="T4" position="float"><label>Table&#x00A0;4</label>
<caption><p>Top 10 co-cited references.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="left"/>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">NO.</th>
<th valign="top" align="center">Title</th>
<th valign="top" align="center">Citations</th>
<th valign="top" align="center">DOI</th>
<th valign="top" align="center">Type</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Hidalgo DA, 1989, Plast Reconstr Surg</td>
<td valign="top" align="center">44</td>
<td valign="top" align="left">10.1097/00006534-198907000-00014</td>
<td valign="top" align="left">Case Reports</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Koshima I, 1989, Brit J Plast Surg</td>
<td valign="top" align="center">34</td>
<td valign="top" align="left">10.1016/0007-1226 (89)90075-1</td>
<td valign="top" align="left">Case Reports</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Song YG, 1984, Brit J Plast Surg</td>
<td valign="top" align="center">32</td>
<td valign="top" align="left">10.1016/0007-1226 (84)90002-x</td>
<td valign="top" align="left">Review</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Wei FC, 2002, Plast Reconstr Surg</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">10.1097/00006534-200206000-00007</td>
<td valign="top" align="left">Article</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Allen RJ, 1994, Ann Plas Surg</td>
<td valign="top" align="center">28</td>
<td valign="top" align="left">10.1097/00000637-199401000-00007</td>
<td valign="top" align="left">Case Reports</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Godina M, 1986, PLAST Reconstr surg</td>
<td valign="top" align="center">27</td>
<td valign="top" align="left">10.1097/00006534-198609000-00001</td>
<td valign="top" align="left">Article</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Khouri RK, 1998, Plast Reconstr Surg</td>
<td valign="top" align="center">27</td>
<td valign="top" align="left">10.1097/00006534-199809030-00015</td>
<td valign="top" align="left">Multicenter Study</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Taylor GI, 1987, Brit J Plast Surg</td>
<td valign="top" align="center">23</td>
<td valign="top" align="left">10.1016/0007-1226 (87)90185-8</td>
<td valign="top" align="left">Article</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Brown JS, 2010, Lancet Oncol</td>
<td valign="top" align="center">22</td>
<td valign="top" align="left">10.1016/S1470-2045 (10)70113-3</td>
<td valign="top" align="left">Review</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Serletti JM, 2000, Plast Reconstr Surg</td>
<td valign="top" align="center">21</td>
<td valign="top" align="left">10.1097/00006534-200007000-00012</td>
<td valign="top" align="left">Article</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The timeline view in <xref ref-type="fig" rid="F6">Figure&#x00A0;6B</xref> illustrates the evolutionary path of research in this domain. Clustering analysis of cited references indicates two primary research hotspots in the application of free flaps in plastic surgery. The first centers on novel clinical indications&#x2014;such as gingival recession&#x2014;reflecting the expanding scope of free flap procedures. The second involves technological and procedural advancements aimed at improving flap survival and aesthetic outcomes. These include refinements to established techniques, such as microvascular surgery and flap thinning (<xref ref-type="bibr" rid="B20">20</xref>), as well as the integration of emerging technologies like robotic microsurgery and 3D printing, which further enhance the precision and efficacy of flap transplantation (<xref ref-type="fig" rid="F6">Figure&#x00A0;6C</xref>).</p>
</sec>
<sec id="s3f"><label>3.6</label><title>Keywords co-occurrence and frequency</title>
<p>Visual keyword analysis enables the identification of key clinical focus areas in the application of free flaps within plastic surgery. In the co-occurrence map (<xref ref-type="fig" rid="F7">Figure&#x00A0;7A</xref>), core terms such as &#x201C;<italic>reconstruction,&#x201D; &#x201C;complication,&#x201D;</italic> and &#x201C;<italic>microsurgery&#x201D;</italic> emerge prominently, reflecting the central themes in this field. Keyword clusters are organized into distinct thematic groups. The dark blue and light blue clusters primarily represent mature clinical applications, such as managing complex limb trauma caused by open fractures and procedures like urethroplasty. The temporal sequence shown in the timeline map (<xref ref-type="fig" rid="F7">Figure&#x00A0;7B</xref>) further supports the maturity of these themes.</p>
<fig id="F7" position="float"><label>Figure&#x00A0;7</label>
<caption><p><bold>(A)</bold> Distribution of keywords according to the mean frequency of appearance. <bold>(B)</bold> Distribution of keywords according to the mean frequency of appearance. Keywords in purple appeared earlier. <bold>(C)</bold> Citespace keyword cluster timeline view. The right side of the image represents the names of the different clusters, the color of the light wheel reacts to the duration of the appearance of the research keywords, and the timeline with the connecting line reacts to the change of the keywords over time. <bold>(D)</bold> The frequency analysis and burstness of keywords topics terms. <bold>(E)</bold> The top 20 most cited keywords. The blue section represents the years from 2004 to 2025, and the red section represents the start and end years. Keywords with red lines extending to the latest year can indicate the research frontiers in a short period of time in the future. <bold>(F)</bold> Overlay of literature related to free flaps in the field of Plastic Surgery Procedures.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fsurg-12-1661571-g007.tif"><alt-text content-type="machine-generated">A collage of data visualizations related to medical research trends. Panel A and B depict clustered keyword networks from different years, illustrating growth in topics like surgery and breast reconstruction. Panel C shows a timeline of related keywords, with topics like reconstructive surgical procedures evolving over time. Panel D lists keyword strengths and trends over the years. Panel E presents a graph of trending medical terms, detailing the frequency of terms used annually. Panel F is a network map highlighting connections between various medical fields, with \"Surgery\" as a prominent node.</alt-text>
</graphic>
</fig>
<p>By contrast, the green and red clusters denote rapidly evolving research areas, including reconstruction of the head, face, and neck, as well as post-oncologic or post-mastectomy chest wall and local soft tissue reconstruction. The purple cluster highlights recent technological innovations, such as robotic-assisted microsurgery, which is receiving growing attention. These developments are further validated by their temporal progression in <xref ref-type="fig" rid="F7">Figure&#x00A0;7B</xref>.</p>
<p>To provide a longitudinal perspective, we constructed a keyword cluster timeline visualization (<xref ref-type="fig" rid="F7">Figure&#x00A0;7C</xref>). After excluding broad terms like &#x201C;<italic>free flap,&#x201D;</italic> the visualization still emphasizes two major thematic axes: clinical applications and technological advancements. The clinical axis includes terms such as &#x201C;<italic>breast reconstruction&#x201D;</italic> and &#x201C;<italic>gingival recession,&#x201D;</italic> while the technological axis features innovations like &#x201C;<italic>robotic microsurgery.&#x201D;</italic> In addition, keywords related to postoperative complications and aesthetic outcomes underscore an increasing emphasis on patient-centered care in reconstructive surgery.</p>
<p>A keyword burst analysis (<xref ref-type="fig" rid="F7">Figures&#x00A0;7D,E</xref>) further illustrates emerging research hotspots and their respective timeframes. Early interest in &#x201C;<italic>muscle flap&#x201D;</italic> (2006&#x2013;2013) highlights the clinical focus during that period on muscle-based flap techniques. More recently, terms such as &#x201C;<italic>neck reconstruction&#x201D;</italic> (2017&#x2013;2018), &#x201C;<italic>mandibular reconstruction&#x201D;</italic> (2020&#x2013;2022), and &#x201C;<italic>breast reconstruction&#x201D;</italic> (2024&#x2013;2025) have gained traction. Notably, &#x201C;<italic>robotic microsurgery&#x201D;</italic> (2023&#x2013;2025) has emerged as a significant focus area, consistent with the growing integration of advanced technologies into surgical practice.</p>
<p>To further examine the disciplinary breadth of this research, a domain-based overlay analysis was conducted (<xref ref-type="fig" rid="F7">Figure&#x00A0;7F</xref>). Among the 1,407 articles analyzed, 65 unique subject areas were identified. <italic>Surgery</italic> emerged as the dominant category (<italic>n</italic>&#x2009;&#x003D;&#x2009;921), followed by <italic>Dentistry, Oral Surgery &#x0026; Medicine</italic> (<italic>n</italic>&#x2009;&#x003D;&#x2009;157), <italic>Otorhinolaryngology</italic> (<italic>n</italic>&#x2009;&#x003D;&#x2009;129), and <italic>Oncology</italic> (<italic>n</italic>&#x2009;&#x003D;&#x2009;71). Forensic-facial reconstruction and post-oncologic repair remain core applications of free flaps. Notably, the overlay map reveals significant intersections between medical disciplines and technology-driven fields: <italic>Multidisciplinary Sciences</italic> and <italic>Biomedical Engineering</italic> (green cluster), <italic>Computer Science</italic> and <italic>Robotics</italic> (red cluster), and <italic>Health Care Sciences</italic> (blue cluster). These intersections suggest an encouraging trend toward cross-disciplinary integration, pointing to a future where industrial technologies play an increasing role in surgical innovation.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<sec id="s4a"><label>4.1</label><title>Overview of the global quality and status of publications in this field</title>
<p>Over the past two decades, both the variety of free flaps and the scope of research on their clinical applications have expanded significantly. Notably, global research on free flaps for plastic reconstruction has surged, especially between 2019 and 2022, a trend likely driven by the increasing prevalence of cancer.</p>
<p>In terms of publication output, the United States leads, nearly doubling the output of Germany, and excels in total citations while maintaining a high average citation per paper. This reflects the substantial academic impact and high quality of its research. China has demonstrated impressive research momentum, surpassing previous leaders such as Germany and the United Kingdom in growth rate. Both the U.S. and China exhibit robust national collaborations, with the U.S. also showcasing a strong institutional presence, though Germany remains notable for its contributions. South Korea, China, and the United Kingdom, despite their significant research outputs, still face challenges in enhancing their institutional influence.</p>
<p>Among the 6,273 researchers, <italic>Kneser U</italic> and <italic>Horch RE</italic> stand out with the highest research outputs, H-index, and g-index, guiding future research directions. The co-authorship network reveals a strong preference for domestic collaboration, highlighting the need for more international partnerships to foster knowledge exchange, resource sharing, and innovation.</p>
<p>Regarding journal publications, <italic>The Journal of Plastic, Reconstructive &#x0026; Aesthetic Surgery</italic> and <italic>The Annals of Plastic Surgery</italic> lead in article volume, with publications increasing annually. The U.S. and the U.K. contribute the highest number of articles. Despite fewer publications, <italic>Plastic and Reconstructive Surgery</italic>&#x2014;a Q1 journal&#x2014;holds the highest local citations and co-citations, underscoring its significant influence and reputation.</p>
</sec>
<sec id="s4b"><label>4.2</label><title>Hotspot analysis of research</title>
<p>The results from keyword extraction and analysis indicate that free flaps are a current research hotspot in the field of plastic surgery, reflecting the latest trends in the field. Current studies predominantly fall into two main categories: the practical clinical applications of free flaps and the technologies related to free flaps.</p>
<sec id="s4b1"><label>4.2.1</label><title>The practical clinical applications of free flaps</title>
<p>Our analysis reveals that free flap procedures were adopted promptly and have reached a high level of maturity in treating open tibial fractures and urethral reconstructions.</p>
<sec id="s4b1a"><label>4.2.1.1</label><title>Early adoption (1980s&#x2013;1990s)</title>
<p>Free flaps were rapidly integrated for complex cases, enabling one-stage penile reconstructions since 1984 (<xref ref-type="bibr" rid="B21">21</xref>) and advancing urethroplasty/post-cancer aesthetics (<xref ref-type="bibr" rid="B22">22</xref>). By 1997, extensions to open tibial fractures reduced healing times by &#x223C;30&#x0025; vs. local fasciocutaneous/trapezoid flaps (<xref ref-type="bibr" rid="B23">23</xref>), with innovations like antibiotic cement-coated plates elevating survival rates to &#x003E;95&#x0025; (<xref ref-type="bibr" rid="B24">24</xref>). Prevalence rose from &#x223C;20&#x0025; to 60&#x0025; during this era (per procedural trends).</p>
</sec>
<sec id="s4b1b"><label>4.2.1.2</label><title>Contemporary dominance (2000s&#x2013;present)</title>
<p>Focus has pivoted to post-tumor reconstructions, with breast and head/neck cancers leading. Breast cancer&#x2014;prevalent in women and often yielding suboptimal aesthetics post-excision (<xref ref-type="bibr" rid="B25">25</xref>)&#x2014;now favors the DIEP flap for reconstruction, achieving &#x003E;90&#x0025; patient satisfaction and validated safety in meta-analyses for volume enhancement (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). In head/neck tumor resections, which disrupt speech/mastication/swallowing and facial aesthetics (<xref ref-type="bibr" rid="B28">28</xref>), free fibular flaps (FFF) are now gold standard for restoration. However, FFF&#x0027;s thicker skin risks inflammation/pain/bleeding (<xref ref-type="bibr" rid="B29">29</xref>), mitigated by prompt revascularization; ossification mismatches challenge dental implants (<xref ref-type="bibr" rid="B30">30</xref>), necessitating customized designs. Overall, this era marks free flaps&#x0027; maturation as cornerstone techniques.</p>
</sec>
</sec>
<sec id="s4b2"><label>4.2.2</label><title>The related technologies of free flaps</title>
<p>Free flaps are evolving toward aesthetic and minimally invasive approaches (<xref ref-type="bibr" rid="B31">31</xref>). This field has become a literature-highlighted multidisciplinary nexus, integrating computer science and mathematical design to model and monitor free flaps, thereby minimizing complications. Literature trends show a surge in publications on 3D printing, computer-aided design (CAD), and computer-aided manufacturing (CAM) since the mid-2010s. Recent advancements have made significant progress in preoperative reconstruction, improve the precision of osteotomies and reconstructions. This method not only facilitates free flap grafting but also establishes a foundation for enhanced surgical outcomes (<xref ref-type="bibr" rid="B32">32</xref>). For instance, a 2022 retrospective study by Donald J. Annino Jr. et al. (<xref ref-type="bibr" rid="B33">33</xref>) reported on 26 cases of mandibular reconstruction using free flaps guided by virtual surgical planning (VSP) and 3D-printed templates. Intraoperatively, only two cases required minor adjustments, and there were no instances of flap necrosis. Among the patients, 20 out of 21 (95&#x0025;) experienced pain relief, 13 out of 20 (65&#x0025;) showed improvement in trismus, and 21 out of 24 (87&#x0025;) achieved correction of preoperative malocclusion or jaw deformity. In addition, a randomized controlled trial investigating aesthetic reconstruction of maxillary defects using free scapular flaps combined with CAD/CAM-customized osteotomies (<xref ref-type="bibr" rid="B34">34</xref>) demonstrated significant improvements in facial symmetry. These improvements can be attributed to enhanced osteotomy precision and reduced ischemia time, ultimately contributing to better long-term flap survival and functional outcomes (<xref ref-type="bibr" rid="B35">35</xref>). This reflects the technology&#x0027;s growing representation in literature, from pilot cases to validated outcomes.</p>
<p>The integration of augmented reality (AR) and virtual reality (VR) technologies into surgical planning has markedly enhanced the precision and efficiency of free flap procedures. AR enables surgeons to overlay preoperative imaging directly onto the patient&#x0027;s anatomy, facilitating highly accurate localization of perforator vessels&#x2014;an essential determinant of flap viability (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>). A 2025 pilot study employing AR for preoperative perforator mapping in anterolateral thigh (ALT) flap reconstruction reported a flap survival rate of 95.8&#x0025;, with only one case (4.2&#x0025;) of partial necrosis among 24 patients. The mean discrepancy between actual and AR-identified perforator locations was 3.54&#x2009;&#x00B1;&#x2009;2.80&#x2005;mm (95&#x0025; CI: 2.58&#x2013;4.50), which was significantly lower than that observed with conventional color Doppler ultrasound (9.57&#x2009;&#x00B1;&#x2009;5.84&#x2005;mm; 95&#x0025; CI: 7.75&#x2013;11.58; <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001) (<xref ref-type="bibr" rid="B38">38</xref>). Literature evolution underscores AR&#x0027;s superiority, with publications shifting from 2020s comparisons to 2025 systematic validations. Furthermore, a 2025 systematic review confirmed the superiority of AR over Doppler ultrasound in perforator identification, demonstrating greater accuracy during flap planning and dissection, along with a substantially shorter time required for flap harvest (<xref ref-type="bibr" rid="B39">39</xref>). While VR has traditionally required the involvement of biomedical engineers for implementation, recent innovations have improved its accessibility. A recent case report demonstrated that novel VR software now enables surgeons to independently complete preoperative planning for fibula flap mandibular reconstruction in under five minutes&#x2014;without the need for technical support (<xref ref-type="bibr" rid="B40">40</xref>). This advancement has significantly increased the accessibility and practicality of VR technology in clinical settings. These technological developments not only reduce the incidence of complications such as flap necrosis but also streamline the surgical workflow, reinforcing the status of AR and VR as indispensable tools in modern reconstructive surgery. Their prevalence in literature has grown exponentially since 2020, particularly for orbital and mandibular defects, mirroring broader free flap trends.</p>
<p>Based on the clustering analysis discussed earlier, robotic microsurgery has emerged as a prominent research focus. Robotic systems offer enhanced dexterity, elimination of physiological tremor, and superior three-dimensional visualization (<xref ref-type="bibr" rid="B41">41</xref>), aligning well with the sub-millimeter precision required for microvascular anastomoses in free flap reconstruction. Although widely adopted in urology and gynecology, the application of robotic systems in plastic surgery remains underexplored. However, growing has spurred development of dedicated robotic platforms such as the Symani Surgical System (<xref ref-type="bibr" rid="B42">42</xref>) and MUSA (MicroSure) (<xref ref-type="bibr" rid="B43">43</xref>), tailored to the specific demands of microsurgical procedures. A pivotal 2023 study (<xref ref-type="bibr" rid="B44">44</xref>) described 23 free flap reconstructions performed using the Symani system, including 11 radial forearm flaps, 7 ALT flaps, 4 fibula flaps, and 1 serratus anterior flap. The study demonstrated the feasibility of performing both end-to-end and end-to-side arterial and venous anastomoses with robotic assistance. Clinical applications of robotic-assisted free flap reconstruction have garnered increasing attention in recent years. For instance, a prospective study by Selber et al. validated the safety and efficacy of robotic-assisted latissimus dorsi free flap harvests, showing reduced donor site pain and decreased risk of abdominal wall herniation or bulging (<xref ref-type="bibr" rid="B45">45</xref>). These applications are being extended to head and neck reconstruction, potentially offering improved aesthetic outcomes, shorter operative times, and fewer complications (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>). Nonetheless, a literature review identified several challenges associated with robotic free flap procedures, including the lack of haptic feedback and reduced efficiency in anastomosing large vessels such as the internal jugular vein (<xref ref-type="bibr" rid="B48">48</xref>). Additionally, robotic microsurgical systems present a steep learning curve, necessitating extensive training and practice (<xref ref-type="bibr" rid="B49">49</xref>). Despite these limitations, the precision offered by robotic microsurgery holds significant promise for improving surgical outcomes. We believe that with continued technological refinement and surgical adoption, robotic systems are well-positioned to become standard tools in the field of plastic and reconstructive surgery.</p>
<p>Research in materials science is closely linked to surgical outcomes and the durability of postoperative flaps. There have been efforts to advance the conventional reconstructive ladder by incorporating regenerative medicine principles, aimed at enhancing flap reconstruction (<xref ref-type="bibr" rid="B50">50</xref>). This involves leveraging the regenerative capabilities of cells and tissues <italic>in vivo</italic> through the application of biomaterials and specific biochemical stimuli. Notably, the use of 3D bioprinted biomaterials has been shown to improve the survival of free flaps by creating inorganic or synthetic polymer structures that facilitate bone repair and provide a foundation for flap grafting (<xref ref-type="bibr" rid="B51">51</xref>). Moreover, 3D bioprinting techniques that produce hydrogels not only aid in bone regeneration but also enhance flap survival (<xref ref-type="bibr" rid="B52">52</xref>), contribute to anti-infection measures (<xref ref-type="bibr" rid="B53">53</xref>), and promote neovascularization within the flap (<xref ref-type="bibr" rid="B54">54</xref>&#x2013;<xref ref-type="bibr" rid="B56">56</xref>). Additionally, challenges such as muscle volume loss post-flap transfer can be addressed through the use of bionic scaffolds composed of natural and synthetic hydrogels, which support cellular growth and differentiation, thereby enhancing regenerative outcomes. Furthermore, cellular products like platelet-rich plasma (<xref ref-type="bibr" rid="B57">57</xref>) and exosomes (<xref ref-type="bibr" rid="B58">58</xref>) have been identified as promising agents for improving immunoprotection and anti-inflammatory responses, highlighting their potential for future research and development. Overall, materials science literature has evolved from basic biomaterials (2010s) to integrated bioprinting and cellular therapies (2020s&#x002B;), increasingly represented in free flap studies for complication reduction.</p>
</sec>
</sec>
<sec id="s4c"><label>4.3</label><title>Limitation</title>
<p>Our study possesses several limitations. Firstly, by selecting only the WOSCC database, Pubmed database and Embase databases, we cannot ensure comprehensive coverage of literature on free flaps within plastic surgery. Secondly, we restricted our analysis to literature written in English, which introduces a potential language bias.</p>
</sec>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability"><title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6" sec-type="author-contributions"><title>Author contributions</title>
<p>XY: Conceptualization, Software, Visualization, Writing &#x2013; original draft. QH: Software, Writing &#x2013; original draft. JY: Writing &#x2013; review &#x0026; editing. SX: Writing &#x2013; review &#x0026; editing. RL: Writing &#x2013; review &#x0026; editing. LC: Supervision, Writing &#x2013; review &#x0026; editing. HL: Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec id="s8" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was 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="s11" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fsurg.2025.1661571/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fsurg.2025.1661571/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image1.tif" id="SM1" mimetype="image/tiff">
<label>Supplementary Figure S1</label>
<caption><p>Search strategy.</p></caption>
</supplementary-material>
</sec>
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<fn-group>
<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/2906465/overview">Joseph M. Escand&#x00F3;n</ext-link>, Wyckoff Heights Medical Center, 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/3134301/overview">Jiefeng Huang</ext-link>, Tongji University, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3187435/overview">Shogo Kasai</ext-link>, Saiseikai Utsunomiya hospital, Japan</p></fn>
</fn-group>
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