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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2022.950641</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Bibliometrics analysis on the research status and trends of adult-onset Still&#x2019;s disease: 1921-2021</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Qin</surname>
<given-names>Aining</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1827598"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sun</surname>
<given-names>Jing</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Chao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Chunying</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Nursing, Peking University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Community Nursing, School of Nursing, Peking University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Rheumatology and Immunology, Peking University People&#x2019;s Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Information and Reference Department, Peking University Health Science Library</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Chang-Hee Suh, Ajou University, South Korea</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ourlad Alzeus Gaddi Tantengco, University of the Philippines Manila, Philippines; Malcolm Koo, Tzu Chi University of Science and Technology, Taiwan; Dejian Yu, Nanjing Audit University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Jing Sun, <email xlink:href="mailto:sunjing99@bjmu.edu.cn">sunjing99@bjmu.edu.cn</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Autoimmune and Autoinflammatory Disorders, a section of the journal Frontiers in Immunology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>07</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>950641</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>05</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Qin, Sun, Gao and Li</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Qin, Sun, Gao and Li</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Objectives</title>
<p>The aim of this research is to discuss the research status, hotspots, frontiers and development trends in the field of adult-onset Still&#x2019;s disease (AOSD) based on bibliometrics and visual analysis by CiteSpace software.</p>
</sec>
<sec>
<title>Methods</title>
<p>The relevant research articles on AOSD from 1921 to 2021 were retrieved from the Scopus database. CiteSpace software was used to form a visual knowledge map and conduct analysis for the countries/regions, journals, authors, keywords, clusters, research hotspots and frontiers of the included articles.</p>
</sec>
<sec>
<title>Results</title>
<p>There were 2,373 articles included, and the number of articles published during 1921-2021 is increasing. The country with the highest number of articles published was Japan (355, 14.96%), followed by the United States (329, 13.86%) and France (215, 9.06%). The author with the highest number of publications is Ansell, Barbara M. (30, 1.26%), and the author with the highest co-citation frequency is Yamaguchi, Masaya (703). <italic>Clinical Rheumatology</italic> is the journal with the highest publication frequency. The top five cluster groups were &#x201c;joint&#x201d;, &#x201c;differential diagnosis&#x201d;, &#x201c;prednisolone&#x201d;, &#x201c;methotrexate&#x201d; and &#x201c;macrophage activation syndrome&#x201d;. The diagnosis, treatment and pathogenesis of AOSD form the main research fields, and prognosis and complications are the research hotspots and trends.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>The global research field in AOSD has expanded in the past 100 years. The complications and new pathogenesis of AOSD are hotspots in this field and need further study in the future.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Still&#x2019;s disease</kwd>
<kwd>adult-onset</kwd>
<kwd>scopus</kwd>
<kwd>bibliometrics [MeSH]</kwd>
<kwd>trends</kwd>
<kwd>epidemiology</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="100"/>
<page-count count="14"/>
<word-count count="5515"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Adult-onset Still&#x2019;s disease (AOSD) is a kind of systemic inflammatory disease with unknown etiology that can accumulate in various systems of the whole body, with a global incidence rate of (0.16&#x2013;0.40)/100,000 and an estimated prevalence rate of (1-34)/1,000,000 (<xref ref-type="bibr" rid="B1">1</xref>). The incidence rate of males in Japan is 0.22/100,000 and that of females is 0.34/100,000 (<xref ref-type="bibr" rid="B2">2</xref>). Due to the low prevalence of AOSD, there is still a lack of extensive and reliable epidemiological data in clinics at the present stage (<xref ref-type="bibr" rid="B3">3</xref>). A study on Poland revealed that the incidence of AOSD in urban areas of Poland (0.33/100,000) was significantly higher than that in rural areas (0.29/100,000) (<xref ref-type="bibr" rid="B4">4</xref>). The age distribution of the AOSD is bimodal, with one peak occurring between 15-25 years and the other between 36-45 years (<xref ref-type="bibr" rid="B5">5</xref>). The typical clinical manifestations of AOSD mainly include fever (60-100%), arthritis or arthralgia (70-100%) and maculopapular red rash (60-80%) (<xref ref-type="bibr" rid="B6">6</xref>). Atypical clinical manifestations such as sore throat or pharyngitis, myalgia, lymphadenopathy, and hepatosplenomegaly may also occur in some patients (<xref ref-type="bibr" rid="B7">7</xref>). In addition, the prevalence of mental disorders in AOSD patients is increased due to the long-term chronic course of the disease, which especially affects their emotions (<xref ref-type="bibr" rid="B8">8</xref>). In general, the prognosis of AOSD is good (<xref ref-type="bibr" rid="B9">9</xref>), but there is still a mortality rate of 3% (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B10">10</xref>), and some serious complications can also lead to death (<xref ref-type="bibr" rid="B11">11</xref>), such as macrophage activation syndrome (MAS) (12&#x2013;14%) (<xref ref-type="bibr" rid="B12">12</xref>), thrombotic thrombocytopenic purpura (&lt;1%) (<xref ref-type="bibr" rid="B13">13</xref>), disseminated intravascular coagulation disease (<xref ref-type="bibr" rid="B14">14</xref>), and acute respiratory distress syndrome (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>Many factors, including genetic factors (<xref ref-type="bibr" rid="B16">16</xref>), infection (<xref ref-type="bibr" rid="B17">17</xref>), and immune dysfunction (<xref ref-type="bibr" rid="B18">18</xref>) may be possible causative factors of AOSD. Several studies have shown that <italic>Human leucocyte antigen</italic> is closely related to the occurrence of AOSD (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>), and the <italic>Macrophage migration inhibitory factor gene</italic> may increase susceptibility to the disease (<xref ref-type="bibr" rid="B21">21</xref>). Bacterial, viral, or parasitic infections may also cause AOSD (<xref ref-type="bibr" rid="B22">22</xref>). At present, the pathogenesis is still controversial, and pathophysiology studies are rare (<xref ref-type="bibr" rid="B23">23</xref>). Studies have shown that chemokines and pro-inflammatory cytokines, such as interferon (IFN)-&#x3b3;, tumor necrosis factor (TNF)-&#x3b1; and interleukin (IL) are involved in the pathogenesis of AOSD (<xref ref-type="bibr" rid="B24">24</xref>). In the absence of markers for specific diagnosis and curative effect evaluation (<xref ref-type="bibr" rid="B25">25</xref>), AOSD is primarily diagnosed by excluding other diseases (<xref ref-type="bibr" rid="B26">26</xref>). For the possibility of misdiagnosis in AOSD (<xref ref-type="bibr" rid="B27">27</xref>), the average delay time of diagnosis is about four months (<xref ref-type="bibr" rid="B28">28</xref>). Yamaguchi criteria (<xref ref-type="bibr" rid="B29">29</xref>) have the highest diagnostic sensitivity of 92%, followed by Fautrel criteria (<xref ref-type="bibr" rid="B30">30</xref>) (87%) and Cush criteria (<xref ref-type="bibr" rid="B31">31</xref>) (80%). AOSD has been treated symptomatically mainly by using non-steroidal anti-inflammatory drugs (NSAIDs), steroids and disease-modifying anti-rheumatic drugs (DMARDs) (<xref ref-type="bibr" rid="B26">26</xref>). With the in-depth understanding of the pathogenesis, Biological Response Modifiers are gradually trying to be used for treatment (<xref ref-type="bibr" rid="B32">32</xref>). However, the effect of traditional treatment schemes is not satisfactory, with more than 80% of patients not relieved after only using NSAIDs (<xref ref-type="bibr" rid="B33">33</xref>) and 45% of patients developing hormone dependence after the use of steroids (<xref ref-type="bibr" rid="B34">34</xref>). At the same time, new treatments, such as Biological Response Modifiers still lack more effective clinical experimental data to verify (<xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>In the past few years, a number of scholars have carried out basic and clinical studies on the pathogenesis and treatment of AOSD (<xref ref-type="bibr" rid="B36">36</xref>). However, few reports have analyzed the characteristics and development trend of the AOSD over a long period of time, which is not conducive for researchers to accurately grasp the occurrence, development rules and characteristics of the AOSD (<xref ref-type="bibr" rid="B37">37</xref>). With an increasing number of reports on the AOSD research, retrieving the research status quickly and efficiently in related fields has become a more realistic problem faced by researchers (<xref ref-type="bibr" rid="B38">38</xref>). Bibliometrics and visual analysis provide an important, feasible and systematic method for judging the importance of published literature by showing the author&#x2019;s networks and academic exchanges, connections between scholars and the development in the field of knowledge (<xref ref-type="bibr" rid="B39">39</xref>). Using the results of the bibliometric analysis will not only help researchers understand the global research trends of AOSD and master the information sources of AOSD research but also help researchers understand the advantages and disadvantages of their research and quickly capture the research priorities, hotspots, and trends (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>In this study, the research articles related to adult-onset Still&#x2019;s disease in the Scopus database were selected and analyzed by using CiteSpace software. From the perspectives of bibliometrics and visual analysis, the research progress of AOSD is discussed, aiming to understand the research development trends and new trends of AOSD, identify the hotspots in this research field, and provide a reference and basis for better research on AOSD.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Data source and search strategy</title>
<p>Scopus is a multi-disciplinary abstract index database launched by Elsevier in 2004 (<uri xlink:href="http://www.scopus.com">http://www.scopus.com</uri>), which contains nearly 25,000 active titles from more than 7,000 publishing houses worldwide, covering 240 disciplinary fields such as engineering, agriculture and environmental science, biomedicine, social science, art and humanities (<xref ref-type="bibr" rid="B41">41</xref>). Scopus is currently the largest database of abstracts and citations in the world, providing a one-stop platform for researchers to obtain scientific and technological literature (<xref ref-type="bibr" rid="B42">42</xref>), which can provide a reliable data basis for this study.</p>
<p>We retrieved the Scopus database core dataset, and the search formula is as follows: TITLE-ABS-KEY (&#x201c;adult onset still disease&#x201d;) OR TITLE-ABS-KEY (&#x201c;still disease&#x201d;). The search time range was from 1921 to 2021. The last retrieval date was November 30, 2021.</p>
</sec>
<sec id="s2_2">
<title>Inclusion and exclusion criteria</title>
<p>The periodical articles with research contents related to the theme of &#x201c;adult-onset Still&#x2019;s disease&#x201d; were included by reading the titles, abstracts and keywords of the detected articles. Articles with incomplete research information, conference articles, degree papers, review articles, book content, and duplicate articles were excluded.</p>
</sec>
<sec id="s2_3">
<title>Analyzing tools and statistical methods</title>
<p>CiteSpace is a web-based Java application for analyzing and visualizing co-citation networks (<xref ref-type="bibr" rid="B43">43</xref>). CiteSpace analyzes the research by using the information contained in the articles and predicts the future development of this field (<xref ref-type="bibr" rid="B44">44</xref>). The visual co-occurrence network is constructed with CiteSpace software.</p>
<p>In the CiteSpace software parameter setting, the time span is set to be from November 1921 to November 2021, the time slice of 1 year, the threshold item is selected as &#x201c;Top N&#x201d;, and the data of the top 10 high frequency nodes are selected for each time slice. &#x201c;Pathfinder&#x201d; is selected as the cutting connection mode to simplify the network structure and highlight important features.</p>
</sec>
</sec>
<sec id="s3">
<title>Analysis results and visualization</title>
<sec id="s3_1">
<title>Published outcomes and cited outcomes</title>
<p>A total of 2,378 articles were retrieved, and duplicated articles in the imported articles were deleted by using CiteSpace software. Finally, 2,373 articles were included. The number of articles published in the past decade has shown a steady growth trend. See <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> for details. In 2021 (173), the number of publications was approximately 2.3 times that in 2011 (74), reflecting the increased attention given by the academic community to adult-onset Still&#x2019;s disease. The main research areas of AOSD are Medicine, Immunology and Microbiology, Biochemistry, Genetics and Molecular biology, accounting for 95.69% of the total frequency, and Medicine is the most frequently reported (2,291, 75.54%). See <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> for details. Among the 2,373 retrieved articles, the total citation frequency was 17,968, the average citation frequency of each article was 7.57 times, and the highest citation frequency of a single article was 1,252 times. The top 10 most frequently cited articles are shown in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The annual quantities of adult-onset Still&#x2019;s disease articles from 1921 to 2021.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-950641-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The research areas of adult-onset Still&#x2019;s disease articles from 1921 to 2021.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rank</th>
<th valign="top" align="center">Areas</th>
<th valign="top" align="center">Publications</th>
<th valign="top" align="center">%(N=3,033)</th>
<th valign="top" align="center">Rank</th>
<th valign="top" align="center">Areas</th>
<th valign="top" align="center">Publications</th>
<th valign="top" align="center">%(N=3,033)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Medicine</td>
<td valign="top" align="center">2,291</td>
<td valign="top" align="center">75.54</td>
<td valign="top" align="center">12</td>
<td valign="top" align="left">Veterinary</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.13</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Immunology and Microbiology</td>
<td valign="top" align="center">433</td>
<td valign="top" align="center">14.28</td>
<td valign="top" align="center">13</td>
<td valign="top" align="left">Chemical Engineering</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Biochemistry, Genetics and Molecular Biology</td>
<td valign="top" align="center">179</td>
<td valign="top" align="center">5.90</td>
<td valign="top" align="center">14</td>
<td valign="top" align="left">Environmental Science</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Pharmacology, Toxicology and Pharmaceutics</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">15</td>
<td valign="top" align="left">Mathematics</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Neuroscience</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">16</td>
<td valign="top" align="left">Arts and Humanities</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.07</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Multidisciplinary</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">17</td>
<td valign="top" align="left">Computer Science</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.07</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Dentistry</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">18</td>
<td valign="top" align="left">Engineering</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.07</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Health Professions</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">19</td>
<td valign="top" align="left">Physics and Astronomy</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.07</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Agricultural and Biological Sciences</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">20</td>
<td valign="top" align="left">Decision Sciences</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Nursing</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">21</td>
<td valign="top" align="left">Earth and Planetary Sciences</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left">Chemistry</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">22</td>
<td valign="top" align="left">Social Sciences</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.03</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Top 10 highly cited articles from 1921 to 2021.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rank</th>
<th valign="top" align="center">Title</th>
<th valign="top" align="center">Total citations</th>
<th valign="top" align="center">Publication year</th>
<th valign="top" align="center">Journal</th>
<th valign="top" align="center">Impact factors</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Preliminary criteria for classification of adult Still&#x2019;s disease</td>
<td valign="top" align="center">1252</td>
<td valign="top" align="center">1992</td>
<td valign="top" align="left">Journal of Rheumatology</td>
<td valign="top" align="center">4.666</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">The intergroup rhabdomyosarcoma study&#x2010;I. A final report</td>
<td valign="top" align="center">775</td>
<td valign="top" align="center">1988</td>
<td valign="top" align="left">Cancer</td>
<td valign="top" align="center">6.86</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Still&#x2019;s disease in the adult.</td>
<td valign="top" align="center">636</td>
<td valign="top" align="center">1971</td>
<td valign="top" align="left">Annals of the Rheumatic Diseases</td>
<td valign="top" align="center">19.103</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Adult Still&#x2019;s disease: Manifestations, disease course, and outcome in 62 patients</td>
<td valign="top" align="center">547</td>
<td valign="top" align="center">1991</td>
<td valign="top" align="left">Medicine</td>
<td valign="top" align="center">1.889</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Interleukin-1 receptor antagonist (anakinra) treatment in patients with systemic-onset juvenile idiopathic arthritis or adult onset Still disease: Preliminary experience in France</td>
<td valign="top" align="center">322</td>
<td valign="top" align="center">2008</td>
<td valign="top" align="left">Annals of the Rheumatic Diseases</td>
<td valign="top" align="center">19.103</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Proposal for a new set of classification criteria for adult-onset Still disease</td>
<td valign="top" align="center">298</td>
<td valign="top" align="center">2002</td>
<td valign="top" align="left">Medicine</td>
<td valign="top" align="center">1.889</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Rapid responses to anakinra in patients with refractory adult-onset Still&#x2019;s disease</td>
<td valign="top" align="center">292</td>
<td valign="top" align="center">2005</td>
<td valign="top" align="left">Arthritis and Rheumatism</td>
<td valign="top" align="center">8.955</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Adult&#x2010;onset Still&#x2019;s disease</td>
<td valign="top" align="center">282</td>
<td valign="top" align="center">1987</td>
<td valign="top" align="left">Arthritis and Rheumatism</td>
<td valign="top" align="center">8.955</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Remission induced by an elemental diet in small bowel Crohn&#x2019;s disease</td>
<td valign="top" align="center">255</td>
<td valign="top" align="center">1987</td>
<td valign="top" align="left">Archives of Disease in Childhood</td>
<td valign="top" align="center">3.801</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">The Hyperferritinemic Syndrome: Macrophage activation syndrome, Still&#x2019;s disease, septic shock and catastrophic antiphospholipid syndrome</td>
<td valign="top" align="center">251</td>
<td valign="top" align="center">2013</td>
<td valign="top" align="left">BMC Medicine</td>
<td valign="top" align="center">8.775</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Journals, authors and countries/regions distribution</title>
<p>These articles are published in 649 journals, with an average published volume of 3.66 articles. The journal with the most published articles is <italic>Clinical Rheumatology</italic>, with 80 articles, accounting for 3.37% of the total. The journals with the top 5 articles included 314 articles, accounting for 13.2% of the total, as shown in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Top 5 journals with the largest number of articles from 1921 to 2021.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rank</th>
<th valign="top" align="center">Journal</th>
<th valign="top" align="center">Publications</th>
<th valign="top" align="center">% (N=2,373)</th>
<th valign="top" align="center">Impact factors</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Clinical Rheumatology</td>
<td valign="top" align="center">80</td>
<td valign="top" align="center">3.37</td>
<td valign="top" align="center">2.98</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Journal Of Rheumatology</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">3.16</td>
<td valign="top" align="center">4.666</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Annals Of The Rheumatic Diseases</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">2.78</td>
<td valign="top" align="center">19.103</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Modern Rheumatology</td>
<td valign="top" align="center">47</td>
<td valign="top" align="center">1.98</td>
<td valign="top" align="center">3.023</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Clinical And Experimental Rheumatology</td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">1.94</td>
<td valign="top" align="center">4.473</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> is the co-citation network of journals, in which the number of nodes is 649 and the number of links is 2,679. The top 5 cited journals are <italic>Journal of Rheumatology</italic> (1,081, 40.4%), <italic>Annals of The Rheumatic Diseases</italic> (893, 33.3%), <italic>Arthritis Rheumatism</italic> (687, 25.6%), <italic>Clinical Rheumatology</italic> (316, 11.8%), and <italic>Clinical and Experimental Rheumatology</italic> (184, 6.9%). Centrality reflects the importance of nodes, which is shown as a purple circle in the figure. The higher the centrality is, the more important the node is. The top 3 journals in centrality are <italic>Arthritis Rheumatism</italic> (0.10), <italic>Journal of Rheumatology</italic> (0.04), and <italic>Annals of The Rheumatic Diseases</italic> (0.03).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The co-citation network of adult-onset Still&#x2019;s disease articles from 1921 to 2021.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-950641-g002.tif"/>
</fig>
<p>A total of 4,308 authors are involved in the publication of articles related to adult-onset Still&#x2019;s disease. Three authors write more than 20 articles, and among them, Ansell, Barbara M. from Clinica Pediatrica ranks first with 30 articles. See <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref> for details.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Top 10 authors by number of published works from 1921 to 2021.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rank</th>
<th valign="top" align="center">Author</th>
<th valign="top" align="center">Publications</th>
<th valign="top" align="center">Citing Articles</th>
<th valign="top" align="center">Institution</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Ansell, Barbara M.</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">610</td>
<td valign="top" align="left">Clinica Pediatrica</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Kim, Hyoun Ah</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">276</td>
<td valign="top" align="left">Ajou University School of Medicine</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Chen, Der Yuan</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">422</td>
<td valign="top" align="left">China Medical University College of Medicine</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Wang, Zhihong</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">48</td>
<td valign="top" align="left">Shanghai Jiao Tong University School of Medicine</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Yang, Chengde</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">133</td>
<td valign="top" align="left">Shanghai Jiao Tong University School of Medicine</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Shi, Hui</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">143</td>
<td valign="top" align="left">Shanghai Jiao Tong University School of Medicine</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Teng, Jialin</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">102</td>
<td valign="top" align="left">Shanghai Jiao Tong University School of Medicine</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Suh, Chang Hee</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">379</td>
<td valign="top" align="left">Ajou University School of Medicine</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Sun, Yue</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">111</td>
<td valign="top" align="left">Shanghai Jiao Tong University School of Medicine</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Ye, Junna</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">102</td>
<td valign="top" align="left">Shanghai Jiao Tong University School of Medicine</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In the network map of cooperation between authors, the number of nodes is 4,308, and the number of links is 12,056, in which one node represents an author and the size of the circle represents the number of published articles by the author. The larger the node diameter is, the more published articles there are. The connection between the nodes indicates that the authors have a cooperative relationship, as shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The network map of cooperation between authors <bold>(A)</bold> and co-authorship <bold>(B)</bold> of adult-onset Still&#x2019;s disease articles from 1921 to 2021.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-950641-g003.tif"/>
</fig>
<p>The results show that Ansell, Barbara M., Kim, Hyoun Ah, Chen, Der Yuan, Wang, Zhihong and other authors with high publication volumes each formed several independent core author groups, with close cooperation within the core author group and relatively few connections between different author groups. These authors&#x2019; research topics reflect the hot topics in the field to a certain extent, so paying attention to the research direction and content of these core author groups can better understand the development frontier and trend of adult-onset Still&#x2019;s disease research.</p>
<p>The number of nodes in the co-authorship network is 1,229, and the number of links is 4,436. The top 5 co-authorship times ranking are Yamaguchi, Masaya (703), Pouchot, Jacques (374), Fautrel, Bruno J. (366), Ohta, Akihide (240) and Efthimiou, Petros (229), as shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>.</p>
<p>There are 90 countries/regions around the world paying attention to the research on adult-onset Still&#x2019;s disease. Five countries have published more than 140 articles, and the top 10 countries/regions have 1,603 articles, accounting for 67.55% of the total published articles. Among them, Japan ranks first with 355 articles, accounting for 14.96% of the total number of articles, followed by the United States (329, 13.86%). See <xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref> for details.</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Top 10 countries/regions with the largest number of articles from 1921 to 2021.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rank</th>
<th valign="top" align="center">Country</th>
<th valign="top" align="center">Publications</th>
<th valign="top" align="center">Citing Articles</th>
<th valign="top" align="center">%(N=2,373)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Japan</td>
<td valign="top" align="center">355</td>
<td valign="top" align="center">4,091</td>
<td valign="top" align="center">14.96</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">United States</td>
<td valign="top" align="center">329</td>
<td valign="top" align="center">6,020</td>
<td valign="top" align="center">13.86</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">France</td>
<td valign="top" align="center">215</td>
<td valign="top" align="center">3,937</td>
<td valign="top" align="center">9.06</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="center">145</td>
<td valign="top" align="center">2,366</td>
<td valign="top" align="center">6.11</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">China</td>
<td valign="top" align="center">142</td>
<td valign="top" align="center">790</td>
<td valign="top" align="center">5.98</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="center">124</td>
<td valign="top" align="center">2,109</td>
<td valign="top" align="center">5.23</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">United Kingdom</td>
<td valign="top" align="center">99</td>
<td valign="top" align="center">2,580</td>
<td valign="top" align="center">4.17</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">South Korea</td>
<td valign="top" align="center">82</td>
<td valign="top" align="center">1,065</td>
<td valign="top" align="center">3.46</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Spain</td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">769</td>
<td valign="top" align="center">2.44</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">T&#xfc;rkiye</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">826</td>
<td valign="top" align="center">2.28</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, the number of nodes in the network of cooperation among countries/regions is 91, and the number of links is 232. The top 3 countries in the centrality ranking are the United States (0.31), France (0.06) and the United Kingdom (0.05), indicating that these 3 countries have close cooperation with other countries/regions.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Network of cooperation among countries/regions of adult-onset Still&#x2019;s disease articles from 1921 to 2021.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-950641-g004.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Frequency, co-occurrence analysis, cluster analysis and burst detection of keywords</title>
<p>Using CiteSpace software to visually analyze the keywords, we obtain the network of co-occurrence among keywords, as shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>. The number of nodes in the keyword co-occurrence network is 395, and the number of links is 1,348. As shown in <xref ref-type="table" rid="T6">
<bold>Table&#xa0;6</bold>
</xref>, the high frequency keywords in the top 5 are &#x201c;adult onset Still disease&#x201d; (1501), &#x201c;juvenile rheumatoid arthritis&#x201d; (701), &#x201c;fever&#x201d; (663), &#x201c;arthritis&#x201d; (605) and &#x201c;diagnosis&#x201d; (437).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>
<bold>(A)</bold> Network of co-occurrence among keywords of adult-onset Still&#x2019;s disease articles from 1921 to 2021 <bold>(B)</bold> Keyword clusters analysis of adult-onset Still&#x2019;s disease articles from 1921 to 2021 <bold>(C)</bold> The timeline view of keyword clusters of adult-onset Still&#x2019;s disease articles from 1921 to 2021.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-950641-g005.tif"/>
</fig>
<table-wrap id="T6" position="float">
<label>Table&#xa0;6</label>
<caption>
<p>High frequency keywords (&gt;200) of adult-onset Still&#x2019;s disease articles from 1921 to 2021.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rank</th>
<th valign="top" align="center">Keyword</th>
<th valign="top" align="center">Frequency</th>
<th valign="top" align="center">Centrality</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">adult onset Still disease</td>
<td valign="top" align="center">1501</td>
<td valign="top" align="center">0.07</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">juvenile rheumatoid arthritis</td>
<td valign="top" align="center">701</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">fever</td>
<td valign="top" align="center">663</td>
<td valign="top" align="center">0.07</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">arthritis</td>
<td valign="top" align="center">605</td>
<td valign="top" align="center">0.08</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">diagnosis</td>
<td valign="top" align="center">437</td>
<td valign="top" align="center">0.16</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">ferritin</td>
<td valign="top" align="center">430</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">methotrexate</td>
<td valign="top" align="center">389</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">c reactive protein</td>
<td valign="top" align="center">291</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">arthralgia</td>
<td valign="top" align="center">275</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">prednisolone</td>
<td valign="top" align="center">219</td>
<td valign="top" align="center">0.02</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Using the log-likelihood ratio (LLR) method in keyword clustering, a total of 28 clustering groups are obtained. Each module represents a cluster, and the larger the module is, the greater the number of keywords in the cluster. The first five cluster groups are as follows: #0 joint, #1 differential diagnosis, #2 prednisolone, #3 methotrexate, and #4 macrophage activation syndrome, as shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>. The clustering groups reflect that the research hotspots are mainly focused on the lesion location, differential diagnosis and therapeutic medication. The timeline view of keyword clusters mainly reflects the relationship between different clustering groups and the changing trend of keywords in the research process. A horizontal line represents a clustering group, and different keywords are arranged on the horizontal line in chronological order. Timeline View in CiteSpace was selected to visually analyze the keywords, and the results are shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>.</p>
<p>Burstness refers to keywords with a sudden or significant increase in frequency in a short time (<xref ref-type="bibr" rid="B45">45</xref>). The larger the burst strength is, the more active the field is, and the better it can focus on research hotpots. Using the keyword burst detection function of CiteSpace software, a total of 56 burst keywords are detected, of which the top 25 are shown in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>. Among them, &#x201c;arthritis&#x201d; (94) has the strongest burst strength. The keywords with strong burst strength in the past 8 years are &#x201c;methylprednisolone&#x201d; (2013-2014), &#x201c;complication&#x201d; (2014-2021), &#x201c;human tissue&#x201d; (2015-2019), &#x201c;adult onset Still disease&#x201d; (2017-2019), and &#x201c;blood&#x201d; (2018-2019). The change in that keyword with time can be roughly divided into three stages, in which the keywords of each stage are shown in <xref ref-type="table" rid="T7">
<bold>Table&#xa0;7</bold>
</xref>.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Top 25 keywords with the strongest citation bursts of adult-onset Still&#x2019;s disease articles from 1921 to 2021.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-13-950641-g006.tif"/>
</fig>
<table-wrap id="T7" position="float">
<label>Table&#xa0;7</label>
<caption>
<p>Keywords during different periods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Time Span</th>
<th valign="top" align="center">Keywords</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1921-1997</td>
<td valign="top" align="left">arthriti, infant, juvenile rheumatoid arthriti, therapy, joint, drug therapy, acetylsalicylic acid, indometacin</td>
</tr>
<tr>
<td valign="top" align="left">1998-2011</td>
<td valign="top" align="left">nonsteroid antiinflammatory agent, oral drug administration, corticosteroid, disease course, laboratory test, prednisolone, treatment outcome</td>
</tr>
<tr>
<td valign="top" align="left">2012-2021</td>
<td valign="top" align="left">c reactive protein, erythrocyte sedimentation rate, ferritin, methylprednisolone, complication, human tissue, adult onset still disease, blood</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<title>Discussion</title>
<p>In this study, 2,373 articles related to AOSD from the Scopus database were analyzed by bibliometric methods. From 1921 to 2021, the number of published articles showed an overall upward trend (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), which can be divided into two stages. Before 1972, it was in the initial research period of AOSD, with a few articles published and a slow growth rate of literature. The basic research in this period laid a solid theoretical foundation for the development of AOSD. Since 1972, the number of articles published has increased rapidly, and there is no obvious trend of slowing down, which indicates that the research has not yet entered the mature stage, and the research of AOSD still has great space and potential. For countries, Japan, the United States and France publish the largest number of articles (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>), and the United States, France and the United Kingdom engage in relatively more international cooperation (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), which is basically consistent with the results of other studies (<xref ref-type="bibr" rid="B46">46</xref>). This may be because the improvement of gross domestic product and rapidly expanding economies result in more research funding support, thereby increasing scientific productivity (<xref ref-type="bibr" rid="B47">47</xref>). In addition, because developed countries have advanced medical levels and abundant scientific research resources, cooperation with developed countries can promote the improvement of scientific productivity. The results show that in scientifically weaker regions, internal cooperation will be more efficient than international cooperation (<xref ref-type="bibr" rid="B48">48</xref>). Therefore, we suggest that developed countries strengthen cooperation with wider countries/regions and strengthen internal cooperation and contact in relatively underdeveloped areas to promote the improvement of global standards at the AOSD medical level.</p>
<p>
<italic>Clinical Rheumatology</italic> is the journal with the largest number of published articles, and <italic>Journal of Rheumatology</italic> is the journal with the most citations (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref> and <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The impact factors of the two journals are above 2, indicating that the quality of AOSD-related research papers is high and has certain academic value. The article <italic>Preliminary criteria for classification of adult Still&#x2019;s disease</italic> published by Yamaguchi, Masaya in <italic>Journal of Rheumatology</italic> in 1992 has the most citations (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). This article describes a preliminary diagnostic criteria of AOSD (<xref ref-type="bibr" rid="B29">29</xref>), namely Yamaguchi criteria, which are now widely used.</p>
<p>The most representative and influential authors in the field of AOSD research have formed their own core author groups with little cooperation among them (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Ansell, Barbara M.&#x2019;s group focuses on the pathophysiological changes of AOSD (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>). Their study showed that IgG antiglobulin factor levels are elevated in AOSD patients (<xref ref-type="bibr" rid="B51">51</xref>). In the FII haemagglutination test for serum antigammaglobulin factors of AOSD patients, the mean FII tube titre increased, and severe incapacity was associated with higher FII titres (<xref ref-type="bibr" rid="B52">52</xref>). The group of Kim, Hyoun Ah pointed out that the neutrophil-to-lymphocyte ratio (NLR) can be used as a diagnostic tool and predictor of AOSD recurrence (<xref ref-type="bibr" rid="B53">53</xref>). Serum CXCL10, CXCL13 (<xref ref-type="bibr" rid="B54">54</xref>) and S100A12 (<xref ref-type="bibr" rid="B55">55</xref>) levels can be used as clinical markers to assess the disease activity of AOSD. Chen, D.Y&#x2019;s team found that there is a fine-tuned mechanism between inflammatory and anti-inflammatory factors in AOSD (<xref ref-type="bibr" rid="B56">56</xref>), and IL-18 is an important predictor of active AOSD (<xref ref-type="bibr" rid="B57">57</xref>). In addition, galectin-3 (<xref ref-type="bibr" rid="B58">58</xref>), C-Type Lectin Domain Family 5-Member A (<xref ref-type="bibr" rid="B59">59</xref>), B19-NS1 (<xref ref-type="bibr" rid="B60">60</xref>), microRNA-134 (<xref ref-type="bibr" rid="B61">61</xref>), and the NLRP3 inflammasome (<xref ref-type="bibr" rid="B62">62</xref>) are involved in the pathogenesis of AOSD. Since 2018, the core research team formed by Wang, Zhihong, et&#xa0;al. from Shanghai Jiao Tong University has performed research on biomarkers of AOSD (<xref ref-type="bibr" rid="B63">63</xref>) and illustrated the pathogenesis, diagnosis, treatment and nursing of AOSD through clinical case data (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B65">65</xref>). Their case study pointed out that neutrophils-derived lipocalin-2 can serve as an effective biomarker to identify AOSD with systemic inflammation (<xref ref-type="bibr" rid="B66">66</xref>).</p>
<p>The research field of AOSD can be divided into three phases in terms of time (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> and <xref ref-type="table" rid="T7">
<bold>Table&#xa0;7</bold>
</xref>) to better determine the research hotspots in different periods and the obvious change in research direction (<xref ref-type="bibr" rid="B67">67</xref>). In the early stage of research (1921&#x2013;1997), researchers paid more attention to the therapeutic medication of disease. JACQUES M. G. W. WOUTERS et&#xa0;al.&#x2019;s research shows that glucocorticoids can effectively relieve systemic and/or joint symptoms (<xref ref-type="bibr" rid="B68">68</xref>). Aydintu&#x1e7;, A. Olcay et&#xa0;al. showed that low-dose methotrexate (MTX) can treat AOSD and reduce the dosage of steroids (<xref ref-type="bibr" rid="B69">69</xref>). Researchers began to explore the pathological mechanism of disease and biomarkers related to disease in the middle of the research (1998-2011). Chen, Der Yuan&#x2019;s research showed that Th1 cytokines may promote the pathogenesis of AOSD (<xref ref-type="bibr" rid="B70">70</xref>). In the recent stage (2012-2021), the complications of the disease became a hot topic for researchers. As seen, the focus of research has gradually changed from symptoms and treatment of AOSD to the complications and prognosis of diseases. Research on complications and new pathogenesis will become a research trend and hotspot in the future. However, slightly different from our research results, the research results of Xue Zhang et&#xa0;al. show that the research focus in the recent 10 years has mainly been on the treatment of AOSD and its serious complications (<xref ref-type="bibr" rid="B46">46</xref>). This difference may be mainly caused by the different literature source databases selected, different data analysis software used, and different literature data time spans included.</p>
<p>Combining the keyword frequency and keyword clustering analysis, the research hotspots and frontier are as follows (<xref ref-type="table" rid="T6">
<bold>Table&#xa0;6</bold>
</xref> and <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>):</p>
<sec id="s4_1">
<title>#0 joint and #9 electrocardiography: affected positions of AOSD</title>
<p>Joints are the commonly affected areas of the AOSD and can occur singly or in combination. Joint problems are difficult to distinguish from other diseases, especially at the early stage of the disease (<xref ref-type="bibr" rid="B71">71</xref>). Common affected joints include the knee (43.9-82%), wrist (31.7-73%), ankle (31.7-55%), proximal interphalangeal (21.4-47%), metacarpophalangeal (21.4-46.3%) and other parts (<xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B73">73</xref>). The heart is also one of the affected sites of AOSD, usually presenting as pericarditis (37%) (<xref ref-type="bibr" rid="B19">19</xref>), cardiac tamponade and myocarditis (<xref ref-type="bibr" rid="B74">74</xref>). Heart failure is the most serious manifestation of cardiac involvement, which may lead to death (<xref ref-type="bibr" rid="B75">75</xref>). Electrocardiogram (ECG) is a relatively simple and main method for diagnosing and monitoring cardiac involvement (<xref ref-type="bibr" rid="B76">76</xref>), and it is widely used in clinical practice. ECG can preliminarily judge whether patients have heart involvement and the degree of involvement to better help improve the follow-up examination and treatment, which are useful noninvasive diagnostic tools (<xref ref-type="bibr" rid="B74">74</xref>).</p>
</sec>
<sec id="s4_2">
<title>#1 differential diagnosis and #6 arthritis rheumatoid: the differential diagnosis of AOSD</title>
<p>The diagnosis of AOSD primarily depends on the identification of other diseases. Rheumatoid arthritis is a common disease of the rheumatic immune system, with the main symptoms affecting the joints (<xref ref-type="bibr" rid="B77">77</xref>). AOSD is mainly distinguished from rheumatoid arthritis by the negative laboratory results of anti-citrullinated peptids autoantibodies and rheumatoid factor (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B78">78</xref>). Other diseases that need to be identified mainly include Polyarteritis nodosa or other vasculitis, Polymyositis and systemic lupus (<xref ref-type="bibr" rid="B22">22</xref>).</p>
</sec>
<sec id="s4_3">
<title>#2 prednisolone; #3 methotrexate; #5 drug therapy and #12 clotrimazole: drug therapy of AOSD</title>
<p>Treatment of AOSD begins with NSAIDs, but the response rate to these drugs is only 20&#x2013;25% (<xref ref-type="bibr" rid="B79">79</xref>). Steroids are characterized by their ability to improve systemic manifestations in the acute phase, and they have a good therapeutic effect with a response rate of 76&#x2013;95% (<xref ref-type="bibr" rid="B26">26</xref>), making them the first-line therapeutic drug in clinical practice at the present stage. However, about 45% of patients have steroid dependence and need DMARDs such as MTX to control the dose of steroids (<xref ref-type="bibr" rid="B80">80</xref>). At present, MTX is widely used in clinics and has good tolerance (<xref ref-type="bibr" rid="B28">28</xref>), about 70% of patients recover completely after MTX treatment (<xref ref-type="bibr" rid="B81">81</xref>). In addition, the treatment of prednisone refractory diseases with intravenous pulse methylprednisolone has been verified in some cases (<xref ref-type="bibr" rid="B82">82</xref>). The response rate of 60-80% can also be achieved by oral administration of glucocorticoids, such as prednisolone (<xref ref-type="bibr" rid="B71">71</xref>). Clotrimazole is an anti-fungal drug (<xref ref-type="bibr" rid="B83">83</xref>) that might produce an anti-inflammatory effect by stimulating the adrenal glands, which has been confirmed to be able to improve the symptoms of rheumatoid arthritis (<xref ref-type="bibr" rid="B84">84</xref>) and is a potential therapeutic drug for autoimmune diseases (<xref ref-type="bibr" rid="B85">85</xref>). Currently, many experiments have proven the feasibility of targeted biologic therapies (<xref ref-type="bibr" rid="B34">34</xref>). For example, targeted therapy is carried out by using drugs such as Tocilizumab (<xref ref-type="bibr" rid="B86">86</xref>), anti-human IL6 monoclonal antibody (<xref ref-type="bibr" rid="B87">87</xref>) and Anti-TNF-&#x3b1; (<xref ref-type="bibr" rid="B88">88</xref>).</p>
</sec>
<sec id="s4_4">
<title>#4 macrophage activation syndrome; #8 complication; #11 prognosis; #13 leukemia: complication and prognosis of AOSD</title>
<p>MAS is one of the most common complications of AOSD, with an incidence rate of over 10% (<xref ref-type="bibr" rid="B89">89</xref>). The main symptoms include persistent fever, methemoglobinemia, pancytopenia and hepatic dysfunction (<xref ref-type="bibr" rid="B90">90</xref>). MAS is a potentially fatal inflammatory disease that lacks targeted therapy and relies primarily on combination immunosuppressive agents to relieve symptoms (<xref ref-type="bibr" rid="B91">91</xref>). Patients with hematopoietic malignancies, such as leukemia, may present with systemic symptoms consistent with AOSD (<xref ref-type="bibr" rid="B92">92</xref>). Therefore, to exclude hematological malignancies, the researchers suggest bone marrow aspiration and lymph node biopsy (<xref ref-type="bibr" rid="B93">93</xref>). In addition, a case reported that a patient was diagnosed with chronic myeloid leukemia two years after being diagnosed with AOSD, which also suggests the possibility of the development of complications (<xref ref-type="bibr" rid="B94">94</xref>). The prognosis of AOSD mainly depends on the severity of visceral involvement and the degree of joint erosion (<xref ref-type="bibr" rid="B7">7</xref>). Studies have shown that early diagnosis can improve prognosis, arthritis at diagnosis is an important predictor of disease chronicity, and high fever is a good predictor of systemic disease course (<xref ref-type="bibr" rid="B28">28</xref>). Few studies have discussed the prognosis of AOSD alone, which is mainly due to the heterogeneity of the disease (<xref ref-type="bibr" rid="B7">7</xref>).</p>
</sec>
<sec id="s4_5">
<title>#7 arthritis, rheumatoid/pathology; #10 lipoprotein; #14 ferritin: the pathological mechanism of AOSD</title>
<p>Studies have shown that the chronic inflammatory response and joint destruction symptoms of RA are caused by genetic, environmental and immunological factors (<xref ref-type="bibr" rid="B95">95</xref>). Lipoprotein (a) is related to inflammatory reactions, and its monocytes can increase the production of pro-inflammatory cytokines after stimulation (<xref ref-type="bibr" rid="B96">96</xref>). Therefore, the increase in lipoprotein(a) levels in AOSD patients may also reflect a high inflammatory state (<xref ref-type="bibr" rid="B97">97</xref>). One of the clinical features of AOSD is a significant increase in serum ferritin levels (<xref ref-type="bibr" rid="B16">16</xref>). Ferritin is a pro-inflammatory mediator that can induce the expression of inflammatory molecules (<xref ref-type="bibr" rid="B98">98</xref>). High levels of ferritin are not only the product of inflammation but also contribute to the development of cytokine storms (<xref ref-type="bibr" rid="B99">99</xref>), which may lead to diseases (<xref ref-type="bibr" rid="B100">100</xref>). Cytokines such as IL-1&#x3b2;, IL-18, TNF, IFN-&#x3b3;, and IL-6, which are all involved in the pathogenesis of AOSD, regulate the synthesis of ferritin (<xref ref-type="bibr" rid="B78">78</xref>). This finding indicates that ferritin may not only be a biomarker of AOSD but also be involved in the pathogenesis process of AOSD.</p>
</sec>
</sec>
<sec id="s5">
<title>Strength and limitations</title>
<p>To the best of our knowledge, little research systematically and comprehensively discusses the research progress and changing trends in the AOSD field. Therefore, to eliminate this limitation, we used CiteSpace software to visualize information such as authors, journals, and keywords. This study is the first time to analyze the literature in the field of AOSD in the past 100 years. By retrieving the Scopus database with a large amount of data in the field of AOSD, almost all the original studies in this field were included, and the history, current situation and trend analysis of the field of AOSD were conducted. On the one hand, this research provides valuable information for scholars in this field, which helps them understand the development process of AOSD and master the hot topics at the forefront; on the other hand, it also provides new research perspectives and ideas for exploring the development direction of AOSD.</p>
<p>However, this research inevitably has limitations that need to be solved in the future. Due to the continuous updating of the database and the limited analysis year span of CiteSpace software, only the articles from 1921 to November 30, 2021, were selected for this research, and articles published after that were not included in this research. Therefore, there will be discrepancies between bibliometric analysis and actual publication. Restricted by the capabilities of the analysis software, only articles in the Scopus core database are included in this research, which may result in potentially incomplete analytical data. Due to the limitation of CiteSpace software, a lack of unified parameter setting standards, data loss and partial data overlap will inevitably occur in the process of software clustering, which will also lead to the deviation of analysis results. In addition, according to the general process of bibliometrics research, this study adopts an accurate literature search strategy to ensure the correlation between downloaded literature and research topics and uses Cite Space software to remove duplicate literature. However, it is still possible to have subtle errors due to the database or software issues, which are slightly insufficient in artificial induction.</p>
</sec>
<sec id="s6" sec-type="conclusions">
<title>Conclusions</title>
<p>The number of AOSD-related articles is generally on the rise. Developed countries have more research achievements and closer cooperation among countries and lack cooperation with other countries. The diagnosis and treatment of AOSD have always been the focus of researchers&#x2019; attention. In the future, the complications and new pathogenesis of AOSD will become research trends and hotspots.</p>
</sec>
<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.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>AQ wrote the first draft of the manuscript. JS, CG wrote sections of the manuscript. CL contribute to the search strategy of the study. All authors contributed to manuscript revision, read, and approved the submitted version</p>
</sec>
<sec id="s9" 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="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>Thanks to the teachers at Peking University Health Science Library for their help and support in the process of literature retrieval. Thanks to the doctors and nurses in the Rheumatology and Immunology Department of Peking University People&#x2019;s Hospital for their clinical guidance in the process of literature collation and analysis.</p>
</ack>
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