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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2023.1225859</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Gut microbiota and eye diseases: a bibliometric study and visualization analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Fu</surname>
<given-names>Xiangyu</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="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1644791"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tan</surname>
<given-names>Haishan</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="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1909178"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Ling</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="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1060745"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Wenyue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2389924"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ren</surname>
<given-names>Xiang</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1169414"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Danian</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/413922"/>
<xref ref-type="author-notes" rid="fn004">
<sup>&#x2021;</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Ophthalmology, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Research Laboratory of Ophthalmology and Vision Sciences, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Frederic Antonio Carvalho, INSERM U1107 Douleur et Biophysique Neurosensorielle (Neuro-Dol), France</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Sisinthy Shivaji, L V Prasad Eye Institute, India; Yashan Bu, The University of Hong Kong, Hong Kong SAR, China; Ke Zhang, Northwest A&amp;F University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiang Ren, <email xlink:href="mailto:renxiangsch@qq.com">renxiangsch@qq.com</email>; Danian Chen, <email xlink:href="mailto:danianchen2006@qq.com">danianchen2006@qq.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn004">
<p>&#x2021;ORCID: Danian Chen, <uri xlink:href="https://orcid.org/0000-0002-6916-2978">orcid.org/0000-0002-6916-2978</uri>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1225859</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Fu, Tan, Huang, Chen, Ren and Chen</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Fu, Tan, Huang, Chen, Ren and Chen</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>Introduction</title>
<p>Recently the role of gut microbial dysbiosis in many ocular disorders, including but not limited to uveitis, age-related macular degeneration (AMD), diabetic retinopathy (DR), dry eye, keratitis and orbitopathy is a hot research topic in the field. Targeting gut microbiota to treat these diseases has become an unstoppable trend. Bibliometric study and visualization analysis have become essential methods for literature analysis in the medical research field. We aim to depict this area's research hotspots and future directions by bibliometric software and methods.</p>
</sec>
<sec>
<title>Methods</title>
<p>We search all the related publications from the Web of Science Core Collection. Then, CiteSpace was applied to analyze and visualize the country distributions, dual-map overlay of journals, keyword bursts, and co-cited references. VOSviewer was employed to identify authors, co-cited authors, journals and co-cited journals and display the keyword co-occurrence networks.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 284 relevant publications were identified from 2009 to 2023. The number of studies has been small in the first five years and has grown steadily since 2016. These studies were completed by 1,376 authors from 41 countries worldwide, with the United States in the lead. Lin P has published the most papers while Horai R is the most co-cited author. The top journal and co-cited journal are both Investigative Ophthalmology &amp; Visual Science. In the keyword co-occurrence network, except gut microbiota, inflammation becomes the keyword with the highest frequency. Co-citation analyses reveal that gut dysbiosis is involved in common immune- and inflammation-mediated eye diseases, including uveitis, diabetic retinopathy, age-related macular degeneration, dry eye, and Graves' orbitopathy, and the study of microbiomes is no longer limited to the bacterial populations. Therapeutic strategies that target the gut microbiota, such as probiotics, healthy diet patterns, and fecal microbial transplantation, are effective and critical to future research.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>In conclusion, the bibliometric analysis displays the research hotspots and developmental directions of the involvement of gut microbiota in the pathogenesis and treatment of some ocular diseases. It provides an overview of this field's dynamic evolution and structural relationships.</p>
</sec>
</abstract>
<kwd-group>
<kwd>gut microbiota</kwd>
<kwd>eye disease</kwd>
<kwd>inflammation</kwd>
<kwd>probiotics</kwd>
<kwd>fecal microbial transplantation</kwd>
<kwd>bibliometric study</kwd>
<kwd>CiteSpace</kwd>
<kwd>VOSviewer</kwd>
</kwd-group>
<contract-num rid="cn001">81870665, 82171063</contract-num>
<contract-num rid="cn002">2022NSFSC1285</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Natural Science Foundation of Sichuan Province<named-content content-type="fundref-id">10.13039/501100018542</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="9"/>
<equation-count count="0"/>
<ref-count count="114"/>
<page-count count="18"/>
<word-count count="9554"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Extra-intestinal Microbiome</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The commensal microbiota is a collective term for microorganisms colonizing the skin or mucous membranes, including the gastrointestinal tract, respiratory tract, oral cavity, conjunctiva, and vagina, most of which are located in the intestine. It is estimated that there are around 10<sup>14</sup> microorganisms in the gut, the collective genome of which is much larger than the human genome, consisting of bacteria, fungi, viruses, protozoa, and archaea (<xref ref-type="bibr" rid="B92">Sekirov et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B97">Szablewski, 2018</xref>). Among them, bacterial communities dominate. <italic>Firmicutes</italic> and <italic>Bacteroidetes</italic> are the prominent bacterial phyla; and the rest include <italic>Actinobacteria</italic>, <italic>Proteobacteria</italic>, <italic>Verrucomicrobia</italic>, <italic>Fusobacteria</italic>, and other bacterial phyla (<xref ref-type="bibr" rid="B49">Hu et&#xa0;al., 2016</xref>).</p>
<p>As the largest symbiotic microbiota, the intestinal commensals have become indispensable to the human body. They play multiple physiological functions, including promoting food digestion and absorption (<xref ref-type="bibr" rid="B34">Fang et&#xa0;al., 2022</xref>), regulating the host&#x2019;s immune system (<xref ref-type="bibr" rid="B94">Shi et&#xa0;al., 2017</xref>), protecting from pathogens (<xref ref-type="bibr" rid="B81">Pickard et&#xa0;al., 2017</xref>), synthesizing amino acids, and vitamins (<xref ref-type="bibr" rid="B14">Brunkwall and Orho-Melander, 2017</xref>), and metabolizing oral drugs (<xref ref-type="bibr" rid="B59">Kumar et&#xa0;al., 2019</xref>). Lots of factors can contribute to changes in the composition of the gut microbiota, including internal factors such as the interaction of gut microbiome with the innate and adaptive immune system, external factors like diet, drug use such as antibiotics, toxin exposure, and various diseases (<xref ref-type="bibr" rid="B40">Gritz and Bhandari, 2015</xref>). Under the influence of these factors, intestinal dysbiosis occurs when there is a severe imbalance between beneficial and pathogenic microbes (<xref ref-type="bibr" rid="B83">Robles Alonso and Guarner, 2013</xref>). In such a dysbiotic condition, harmful bacteria or conditional pathogenic groups multiply to promote the occurrence of a series of diseases (<xref ref-type="bibr" rid="B33">Diez-Sainz et&#xa0;al., 2021</xref>). Currently, dysbiosis of the intestinal microbiota has been reported in various conditions, including inflammatory bowel disease (<xref ref-type="bibr" rid="B38">Gianchecchi and Fierabracci, 2019</xref>), ankylosing spondylitis (<xref ref-type="bibr" rid="B27">Ciccia et&#xa0;al., 2017</xref>), multiple sclerosis (<xref ref-type="bibr" rid="B12">Berer et&#xa0;al., 2011</xref>), Alzheimer&#x2019;s disease (<xref ref-type="bibr" rid="B49">Hu et&#xa0;al., 2016</xref>), and diabetes (<xref ref-type="bibr" rid="B31">Dedrick et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B108">Yang et&#xa0;al., 2021</xref>).</p>
<p>In recent years, the role of gut microbial dysbiosis in many ocular disorders, including but not limited to uveitis (<xref ref-type="bibr" rid="B57">Kodati and Sen, 2019</xref>), age-related macular degeneration (AMD) (<xref ref-type="bibr" rid="B61">Lima-Fontes et&#xa0;al., 2022</xref>), diabetic retinopathy (DR) (<xref ref-type="bibr" rid="B99">Thakur et&#xa0;al., 2022</xref>), dry eye (<xref ref-type="bibr" rid="B7">Bai et&#xa0;al., 2023b</xref>), keratitis (<xref ref-type="bibr" rid="B53">Jayasudha et&#xa0;al., 2018</xref>) and orbitopathy (<xref ref-type="bibr" rid="B13">Biscarini et&#xa0;al., 2023</xref>), has also attracted more attention from researchers and become a hot research topic. Targeting gut microbiota to assist in treating diseases has become an unstoppable trend. Therapies including antibiotics (<xref ref-type="bibr" rid="B78">Nakamura et&#xa0;al., 2016</xref>), probiotics (<xref ref-type="bibr" rid="B56">Kim et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B6">Bai et&#xa0;al., 2023a</xref>), dietary modifications (<xref ref-type="bibr" rid="B88">Rowan et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B9">Beli et&#xa0;al., 2018</xref>), and fecal microbial transplantation (FMT) (<xref ref-type="bibr" rid="B107">Watane et&#xa0;al., 2022</xref>) have made initial advances in animal models or clinical trials of eye diseases.</p>
<p>Recently, bibliometric study and visualization analysis have become essential methods for literature analysis in the medical research field. Bibliometric analysis can summarize the existing publications and analyze the research structure and quantitative information in a specific research field. Meanwhile, visualization maps can provide the relative contributions from different countries, authors, and journals and the internal correlation between citing and co-cited papers. Consequently, these analyses can outline the current overall framework and show the focus and development trends of the field (<xref ref-type="bibr" rid="B42">Guler et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B41">Gu et&#xa0;al., 2021</xref>). As stated previously, gut microbiota has been found to be associated with the eye. Therefore, we aim to depict this area&#x2019;s research hotspots and future directions by bibliometric software and methods.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Search strategies and data collection</title>
<p>The Web of Science (WoS) Core Collection database was searched for all literature on gut microbiota and ocular diseases. All searches were completed on the same day to avoid bias in the number of documents due to database updates. We broadened the searches by adding some terms of eye diseases that had been reported to be associated with the gut microbiota (<xref ref-type="bibr" rid="B16">Cavuoto et&#xa0;al., 2019</xref>). The final retrieval strategies are integrated as follows: TS= (&#x201c;gut microb*&#x201d; or &#x201c;intestinal microb*&#x201d; or &#x201c;gut microflora&#x201d; or &#x201c;intestinal microflora&#x201d; or &#x201c;gut microorganism&#x201d; or &#x201c;intestinal microorganism&#x201d; or &#x201c;probiotics&#x201d; or &#x201c;prebiotics&#x201d; or &#x201c;synbiotics&#x201d;) AND TS= (&#x201c;eye&#x201d; or &#x201c;ocular&#x201d; or &#x201c;ophthalm*&#x201d; or &#x201c;retin*&#x201d; or &#x201c;uveitis&#x201d; or &#x201c;keratitis&#x201d; or &#x201c;age-related macular degeneration&#x201d; or &#x201c;glaucoma&#x201d; or &#x201c;orbitopathy&#x201d;) AND Timespan: 1900-01-01 to 2023-04-03. A total of 858 publications were identified from WoS, and 574 irrelevant publications were excluded after manual screening by reading all titles and abstracts and skimming the full text of some ambiguous documents. Finally, 284 publications were included in the bibliometric analysis, containing 155 articles, 83 reviews, 40 meeting abstracts, 5 editorial materials, and 1 news item (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Eligible publications were saved and exported as plain text files, including titles, authors, keywords, institutions, countries, publishing journals, references, and citations.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The flow chart of the included publications and methods used in the bibliometric analysis. A total of 284 publications were included in the bibliometric analysis. CiteSpace was applied to analyze and visualize the country distributions, dual-map overlay of journals, keyword bursts, and co-cited references, and VOSviewer was employed to identify authors and co-cited authors, journals and co-cited journals, and to display the keyword co-occurrence networks.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1225859-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Bibliometric analyses</title>
<p>All exported data were imported into CiteSpace version 6.2.R2 (Drexel University, Philadelphia, United States) (<xref ref-type="bibr" rid="B19">Chen, 2006</xref>) and VOSviewer version 1.6.19 (Leiden University, Leiden, Netherlands) (<xref ref-type="bibr" rid="B102">van Eck and Waltman, 2010</xref>). We used the &#x201c;Remove Duplicates&#x201d; function in CiteSpace to eliminate potentially duplicate records. And then, the synonyms for terms in some areas, such as the countries, keywords, and cited journals, were merged for more accurate results. The citation report of WoS provided the publication and citation trends from 2009 to 2023. CiteSpace was applied to analyze and visualize the country distributions, dual-map overlay of journals, keyword bursts, and co-cited references (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). CiteSpace can perform co-citation analysis on references and obtain cluster view and timeline view through a similarity algorithm so that the history of knowledge evolution or the historical span of documents in a certain cluster will be described in the time dimension, and the development trends of the link between gut microbiota and the eye can be recognized. VOSviewer was employed to identify authors, co-cited authors, journals and co-cited journals and display the keyword co-occurrence networks (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Co-occurrence analysis can mark keywords in graduated colors based on time course or divide them into clusters with different colors.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>The publication and citation trends</title>
<p>The number of publications and citations may reflect the progression and direction of studies in a field, and <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref> shows the number and trends of publications related to gut microbiota and eye diseases (There were 15 publications and 493 citations in 2023 till April 3, 2023, not shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). It is easy to discover that the number of articles published yearly was fewer than five before 2015, while it has steadily increased since 2016. Especially in the past 2022, the number of publications and citations peaked, with 70 documents and 1480 citations (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The 284 publications are cited 4,928 times (3,645 times after removing self-citation) in the WoS database, with an average of 17.4 citations (12.8 citations without self-citation) per publication. This result indicates that the role of gut microbiota in eye diseases has received more and more attention in recent years and is gradually becoming a research focus.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Distribution of publications and citations from different years, countries and authors. <bold>(A)</bold> The citation report of the publication and citation trends from 2009 to 2022. <bold>(B)</bold> Country distributions of the publications. Countries with purple rings on the periphery have a high centrality. <bold>(C)</bold> VOSviewer visualization map of the co-cited authors. VOSviewer automatically classified co-authors with over 15 citations into three sections (the green, red, and blue sections respectively).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1225859-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Analysis of leading countries</title>
<p>The published studies are distributed in 41 countries worldwide, and <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> lists the top 5 country distributions of publications. Among them, studies from the United States (97, 34.155%) and the People&#x2019;s Republic of China (88, 30.986%) each accounted for about one-third of the total, showing a prominent numerical advantage, followed by the United Kingdom (24, 8.451%) and Italy (22, 7.746%) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In the country distribution network shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>, the two core nodes are the United States and the People&#x2019;s Republic of China. It is worth noting that some nodes with purple rings on the periphery, including the United States, the People&#x2019;s Republic of China, the United Kingdom, Italy, and Canada (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>), have a high centrality, indicating that researches that made significant contributions to this field or connected several subfields under the topic are mainly from these countries.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Top 5 country distributions of publications.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Rank</th>
<th valign="middle" align="center">Country</th>
<th valign="middle" align="center">Centrality</th>
<th valign="middle" align="center">Counts (%)</th>
<th valign="middle" align="center">Citations</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">0.55</td>
<td valign="middle" align="center">97 (34.155)</td>
<td valign="middle" align="center">2306</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">Peoples R China</td>
<td valign="middle" align="center">0.40</td>
<td valign="middle" align="center">88 (30.986)</td>
<td valign="middle" align="center">1142</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">United Kingdom</td>
<td valign="middle" align="center">0.32</td>
<td valign="middle" align="center">24 (8.451)</td>
<td valign="middle" align="center">633</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">Italy</td>
<td valign="middle" align="center">0.31</td>
<td valign="middle" align="center">22 (7.746)</td>
<td valign="middle" align="center">545</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">Japan</td>
<td valign="middle" align="center">0.02</td>
<td valign="middle" align="center">17 (5.986)</td>
<td valign="middle" align="center">467</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Analysis of authors and co-cited authors</title>
<p>A total of 1,376 authors are involved in the research about the association between gut microbiota and eye disease, and <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> lists the top 10 authors and co-cited authors. Interestingly, more than half of the authors and co-cited authors in the table are American, suggesting that the United States plays a crucial role in the field, consistent with the leading country analysis (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Lin P, Rosenbaum JT, Nakamura YK, and Asquith M are all from Oregon Health and Science University, United States, and often collaborated on papers. At the same time, Horai R and Caspi RR also come from the same laboratory (Laboratory of Immunology, National Eye Institute, National Institutes of Health, USA) and co-authored several related publications. These authors rank highly on the author or co-cited author lists (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Top 10 authors and co-cited authors.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Rank</th>
<th valign="middle" align="center">Author</th>
<th valign="middle" align="center">Country</th>
<th valign="middle" align="center">Counts (%)</th>
<th valign="middle" align="center">Co-cited author</th>
<th valign="middle" align="center">Country</th>
<th valign="middle" align="center">Citation counts</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">Lin P</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">14 (4.930)</td>
<td valign="middle" align="center">Horai R</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">115</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">Rosenbaum JT</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">13 (4.577)</td>
<td valign="middle" align="center">Rowan S</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">88</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">Horai R</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">12 (4.225)</td>
<td valign="middle" align="center">Nakamura YK</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">79</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">Asquith M</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">11 (3.873)</td>
<td valign="middle" align="center">Lin P</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">58</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">Skondra D</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">11 (3.873)</td>
<td valign="middle" align="center">de Paiva CS</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">58</td>
</tr>
<tr>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">Caspi RR</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">9 (3.169)</td>
<td valign="middle" align="center">Rosenbaum JT</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">50</td>
</tr>
<tr>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">Shivaji S</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">9 (3.169)</td>
<td valign="middle" align="center">Zinkernagel MS</td>
<td valign="middle" align="center">Switzerland</td>
<td valign="middle" align="center">49</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">Grant MB</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">8 (2.817)</td>
<td valign="middle" align="center">Andriessen EMMA</td>
<td valign="middle" align="center">Canada</td>
<td valign="middle" align="center">44</td>
</tr>
<tr>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">Huang XY</td>
<td valign="middle" align="center">Peoples R China</td>
<td valign="middle" align="center">7 (2.465)</td>
<td valign="middle" align="center">Rinninella E</td>
<td valign="middle" align="center">Italy</td>
<td valign="middle" align="center">44</td>
</tr>
<tr>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">Kim MK</td>
<td valign="middle" align="center">South Korea</td>
<td valign="middle" align="center">7 (2.465)</td>
<td valign="middle" align="center">Scher JU</td>
<td valign="middle" align="center">United States</td>
<td valign="middle" align="center">43</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>VOSviewer automatically classified co-authors with over 15 citations into three sections (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). The green section, centered on Horai R and Nakamura YK, focuses on ocular autoimmunity and autoimmune uveitis (<xref ref-type="bibr" rid="B76">Nakamura et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B44">Horai and Caspi, 2019</xref>). Rowan S and Zinkernagel MS, who are represented by well-marked red nodes, aim to explore the association between gut microbiota, diet, and AMD (<xref ref-type="bibr" rid="B114">Zinkernagel et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B87">Rowan et&#xa0;al., 2021</xref>). de Paiva CS and Kugadas A occupy a prominent position in the blue part and are known for their research directions, such as Sjogren&#x2019;s syndrome, ocular surface mucosal barrier, and ocular surface inflammation (<xref ref-type="bibr" rid="B32">de Paiva et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B58">Kugadas et&#xa0;al., 2017</xref>). The enrichment and link of co-authors suggest the specific research basis and progress of gut microbiota in ophthalmology.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Analysis of journals and co-cited journals</title>
<p>The collected papers are published in 136 journals, of which <italic>Investigative Ophthalmology &amp; Visual Science (IOVS)</italic> is the leading journal published the most papers (40, 14.085%), followed by <italic>Scientific Reports</italic> (10, 3.521%), <italic>Frontiers in Immunology</italic> (10, 3.521%), <italic>International Journal of Molecular Sciences</italic> (9, 3.169%), and <italic>Frontiers in Microbiology</italic> (9, 3.169%) (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). These are well-known journals in ophthalmology, immunology, microbiology, and multidisciplinary science.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Top 11 journals and co-cited journals.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Rank</th>
<th valign="middle" align="center">Journal</th>
<th valign="middle" align="center">Counts (%)</th>
<th valign="middle" align="center">JCR (2022)</th>
<th valign="middle" align="center">Co-cited journal</th>
<th valign="middle" align="center">Citation counts</th>
<th valign="middle" align="center">JCR (2022)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">
<italic>Investigative Ophthalmology &amp; Visual Science</italic>
</td>
<td valign="middle" align="center">40 (14.085)</td>
<td valign="middle" align="center">Q1</td>
<td valign="middle" align="center">
<italic>Investigative Ophthalmology &amp; Visual Science</italic>
</td>
<td valign="middle" align="center">786</td>
<td valign="middle" align="center">Q1</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">
<italic>Scientific Reports</italic>
</td>
<td valign="middle" align="center">10 (3.521)</td>
<td valign="middle" align="center">Q2</td>
<td valign="middle" align="center">
<italic>PLoS One</italic>
</td>
<td valign="middle" align="center">483</td>
<td valign="middle" align="center">Q2</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">
<italic>Frontiers in Immunology</italic>
</td>
<td valign="middle" align="center">10 (3.521)</td>
<td valign="middle" align="center">Q1</td>
<td valign="middle" align="center">
<italic>Nature</italic>
</td>
<td valign="middle" align="center">482</td>
<td valign="middle" align="center">Q1</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">
<italic>International Journal of Molecular Sciences</italic>
</td>
<td valign="middle" align="center">9 (3.169)</td>
<td valign="middle" align="center">Q1</td>
<td valign="middle" align="center">
<italic>Scientific Reports</italic>
</td>
<td valign="middle" align="center">386</td>
<td valign="middle" align="center">Q2</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">
<italic>Frontiers in Microbiology</italic>
</td>
<td valign="middle" align="center">9 (3.169)</td>
<td valign="middle" align="center">Q2</td>
<td valign="middle" align="center">
<italic>Proceedings of the National Academy of Sciences of the United States of America</italic>
</td>
<td valign="middle" align="center">367</td>
<td valign="middle" align="center">Q1</td>
</tr>
<tr>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">
<italic>Nutrients</italic>
</td>
<td valign="middle" align="center">8 (2.817)</td>
<td valign="middle" align="center">Q1</td>
<td valign="middle" align="center">
<italic>Science</italic>
</td>
<td valign="middle" align="center">282</td>
<td valign="middle" align="center">Q1</td>
</tr>
<tr>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">
<italic>Experimental Eye Research</italic>
</td>
<td valign="middle" align="center">7 (2.465)</td>
<td valign="middle" align="center">Q2</td>
<td valign="middle" align="center">
<italic>Frontiers in Immunology</italic>
</td>
<td valign="middle" align="center">236</td>
<td valign="middle" align="center">Q1</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">
<italic>Frontiers in Cellular and Infection Microbiology</italic>
</td>
<td valign="middle" align="center">7 (2.465)</td>
<td valign="middle" align="center">Q1</td>
<td valign="middle" align="center">
<italic>Cell</italic>
</td>
<td valign="middle" align="center">216</td>
<td valign="middle" align="center">Q1</td>
</tr>
<tr>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">
<italic>PLoS One</italic>
</td>
<td valign="middle" align="center">5 (1.761)</td>
<td valign="middle" align="center">Q2</td>
<td valign="middle" align="center">
<italic>Ophthalmology</italic>
</td>
<td valign="middle" align="center">215</td>
<td valign="middle" align="center">Q1</td>
</tr>
<tr>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">
<italic>Frontiers in Cell and Developmental Biology</italic>
</td>
<td valign="middle" align="center">5 (1.761)</td>
<td valign="middle" align="center">Q1</td>
<td valign="middle" align="center">
<italic>Nutrients</italic>
</td>
<td valign="middle" align="center">213</td>
<td valign="middle" align="center">Q1</td>
</tr>
<tr>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">
<italic>Journal of Clinical Medicine</italic>
</td>
<td valign="middle" align="center">5 (1.761)</td>
<td valign="middle" align="center">Q2</td>
<td valign="middle" align="center">
<italic>Journal of Immunology</italic>
</td>
<td valign="middle" align="center">203</td>
<td valign="middle" align="center">Q2</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Q1: Quartile 1 of JCR 2022.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Distribution of publications and citations from different journals. Visualization maps of the journals <bold>(A)</bold> and co-cited journals <bold>(B)</bold>. Journals with the more publications or the higher co-citation frequency are symbolized as the larger nodes. The top journal and co-cited journal are both <italic>Investigative Ophthalmology &amp; Visual Science</italic>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1225859-g003.tif"/>
</fig>
<p>Co-citation analysis of journals can reveal the strength of associations between journals or articles. In general, the higher the co-citation frequency of a journal is, the greater its influence in the field. <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref> also displays the top co-cited journals that have been cited more than 200 times. In line with published journals, <italic>IOVS</italic> (786 times) remains at the top of the list, accompanied by comprehensive journals such as <italic>Plos One</italic> (483 times) and <italic>Nature</italic> (482 times). Similarly, in the visualization analysis, VOSviewer clearly divided co-cited journals with more than 20 citations into four clusters (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). The green cluster, where <italic>IOVS</italic> is regarded as the largest node, represents ophthalmology journals, including important journals like <italic>Ophthalmology</italic> and <italic>Experimental Eye Research</italic>. The red section is mostly made up of journals closely related to nutrition and metabolism, such as <italic>Nutrients</italic> and <italic>Diabetes</italic>. The yellow zone has several nodes and includes highly cited comprehensive journals such as <italic>Nature</italic>, <italic>Proceedings of the National Academy of Sciences of the United States of America (PNAS)</italic>. The blue part is mainly correlated with the field of immunology, with <italic>Immunity</italic> as the representing journal.</p>
<p>The journal impact factor (IF) is also one of the indicators of a journal&#x2019;s impact and significance in particular fields, calculated as the average citation counts of the journal&#x2019;s publications in a specific year. According to IF 2022, IF of <italic>Frontiers in Immunology</italic> (7.3) is prominent among the top 11 published journals, and <italic>Nature</italic> has the highest IF (64.8) in the top 11 co-cited journals. Moreover, in terms of the journal citation reports (JCR) in 2022 (Clarivate, United Kingdom), most of the leading journals and co-cited journals are listed in Quartile 1 (Q1), and no journals are in Q3 or Q4 (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<p>Simultaneously, CiteSpace was used to connect the citing journals and cited journals and show their correspondence in the dual-map overlay of journals (<xref ref-type="bibr" rid="B21">Chen et&#xa0;al., 2014</xref>). The left side represents citing journals, and the right side indicates cited journals, so the citation relationships are depicted as colored lines from the left to the right. There are three main citation paths, containing one orange path, one green path, and one pink path, respectively (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Notably, all three tracks end in Molecular/Biology/Genetics journals. That means, studies published in Molecular/Biology/Immunology journals, Medicine/Medical/Clinical journals, and Neurology/Sports/Ophthalmology journals, generally cited papers in Molecular/Biology/Genetics journals (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The dual-map overlay of journals. The dual-map overlay of journals displays the associations between publications and citations, with dots representing citing journals in the left and cited journals in the right, so that the citation relationships are depicted as colored lines from the left to the right.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1225859-g004.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Analysis of co-occurring keywords and burst terms</title>
<p>To a certain extent, the analysis of keywords can demonstrate the hotspots and focus of this research field. Before analyzing, we merged some terms with the same meaning, including synonyms (e.g., &#x201c;gut microbiota&#x201d; and &#x201c;intestinal microbiota&#x201d;), different expressions (e.g., &#x201c;microbiota&#x201d; and &#x201c;microbiome&#x201d;), and singular and plural forms (&#x201c;risk-factor&#x201d; and &#x201c;risk-factors&#x201d;). The top 25 keywords are presented in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>, which can be further divided into three main categories. The first category is related to &#x201c;gut&#x201d; or &#x201c;microbiota&#x201d;, such as gut dysbiosis and probiotics. The second category concerns ocular diseases, such as autoimmune uveitis and diabetic retinopathy, and related ophthalmic terms like the retina. The last involves pathogenic processes and mechanisms, including inflammation (e.g., inflammation, oxidative stress), immunity (e.g., T cells, autoimmunity), and metabolism (e.g., obesity), implying that the above processes or related pathways may also be important targets for intervening with the gut microbiota in the treatment of ocular diseases.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Top 25 keywords.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Rank</th>
<th valign="middle" align="center">Keywords</th>
<th valign="middle" align="center">Counts</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">Gut microbiota</td>
<td valign="middle" align="center">193</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">Inflammation</td>
<td valign="middle" align="center">62</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">Disease</td>
<td valign="middle" align="center">39</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">Gut dysbiosis</td>
<td valign="middle" align="center">36</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">Autoimmune uveitis</td>
<td valign="middle" align="center">36</td>
</tr>
<tr>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">Diabetic retinopathy</td>
<td valign="middle" align="center">34</td>
</tr>
<tr>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">Probiotics</td>
<td valign="middle" align="center">33</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">Age-related macular degeneration</td>
<td valign="middle" align="center">29</td>
</tr>
<tr>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">Obesity</td>
<td valign="middle" align="center">28</td>
</tr>
<tr>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">Mouse model</td>
<td valign="middle" align="center">28</td>
</tr>
<tr>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">T cells</td>
<td valign="middle" align="center">26</td>
</tr>
<tr>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">Activation</td>
<td valign="middle" align="center">24</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">Association</td>
<td valign="middle" align="center">22</td>
</tr>
<tr>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">Autoimmunity</td>
<td valign="middle" align="center">21</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">Dry eye</td>
<td valign="middle" align="center">21</td>
</tr>
<tr>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">Retina</td>
<td valign="middle" align="center">20</td>
</tr>
<tr>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">Cells</td>
<td valign="middle" align="center">20</td>
</tr>
<tr>
<td valign="middle" align="center">18</td>
<td valign="middle" align="center">Macular degeneration</td>
<td valign="middle" align="center">18</td>
</tr>
<tr>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">Ocular diseases</td>
<td valign="middle" align="center">18</td>
</tr>
<tr>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">Pathogenesis</td>
<td valign="middle" align="center">17</td>
</tr>
<tr>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">Bacteria</td>
<td valign="middle" align="center">17</td>
</tr>
<tr>
<td valign="middle" align="center">22</td>
<td valign="middle" align="center">Oxidative stress</td>
<td valign="middle" align="center">17</td>
</tr>
<tr>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">Gut-retina axis</td>
<td valign="middle" align="center">16</td>
</tr>
<tr>
<td valign="middle" align="center">24</td>
<td valign="middle" align="center">Health</td>
<td valign="middle" align="center">16</td>
</tr>
<tr>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">Risk-factors</td>
<td valign="middle" align="center">16</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref> shows the keyword co-occurrence networks, where color mapping by the average year of keyword occurrence is employed to analyze the evolution of research trends. This network diagram shows that before the average year of 2018, gut microbiota was originally used to study autoimmune diseases such as ankylosing spondylitis and inflammatory bowel disease. The focus then slowly shifted to autoimmune uveitis, which is marked by a prominent node in the network. This node may lie in the fact that ankylosing spondylitis is frequently comorbid with immune-mediated uveitis, which is also considered the primary ocular manifestation of systemic immune diseases, such as Behcet&#x2019;s disease and Vogt-Koyanagi-Harada disease (<xref ref-type="bibr" rid="B37">Fu et&#xa0;al., 2021</xref>), making the &#x201c;gut-eye&#x201d; association begin to attract the attention of researchers. Subsequently, Sjogren&#x2019;s syndrome and dry eye disease, also mediated by autoimmunity, were gradually appreciated in this topic. As research advanced, the role of gut microbiota in other inflammatory and immune-related eye diseases, including DR, AMD, and Graves&#x2019; orbitopathy (GO), has been constantly reported in recent years (especially after 2021) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The main keywords. <bold>(A)</bold> Keyword co-occurrence networks. The node size indicates the frequency of keyword occurrence, and the lines connecting nodes represent the strength of the link between keywords. Color mapping by the average year of keyword occurrence is employed to analyze the evolution of research trends. <bold>(B)</bold> The top keywords with the strongest citation bursts. The long blue line depicts the timeline (2009-2023), and the short red line indicates the burst period of certain keyword.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1225859-g005.tif"/>
</fig>
<p>The top 20 keywords with the strongest citation bursts generated by CiteSpace are illustrated in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>. Like the keyword co-occurrence network, the burst keywords can reflect the evolution process and development trend of the studies, providing reference and experience for future research. These burst terms can be broadly divided into several categories, including immune-mediated extraocular/systemic diseases (ankylosing spondylitis, inflammatory bowel disease, autoimmune disease, Crohn&#x2019;s disease, and Sjogren&#x2019;s syndrome), ocular-related (autoimmune uveitis, ocular surface), immune/inflammatory-related (HLA-B27 transgenic rats, induction, regulatory T cells, B cell, HLA-B27, and oxidative stress), microbial-related (bacteria, diversity), and treatment-related (protection, management). In the early years (2013-2017), multiple autoimmune diseases and intestinal inflammatory diseases suddenly emerged. Since 2015, &#x201c;bacteria&#x201d; and &#x201c;diversity&#x201d;, which mean the composition and properties of gut microbiota, have been mentioned. Following that, &#x201c;regulatory T cells&#x201d;, &#x201c;HLA-B27&#x201d;, &#x201c;ocular surface&#x201d;, and &#x201c;Sjogren&#x2019;s syndrome&#x201d; became bursts (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). This trend is consistent with the keyword co-occurrence analysis, indirectly revealing the essential part of gut microbiota in the pathogenesis and therapeutics of immune and inflammatory diseases.</p>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>Analysis of co-cited references</title>
<sec id="s3_6_1">
<label>3.6.1</label>
<title>Top co-cited references</title>
<p>Cited references are the theoretical basis and knowledge framework of a scientific research subject. If two references are simultaneously cited by one paper, their contents may be related. The more times they are co-cited, the stronger the correlation is. Therefore, statistical analysis of co-cited references is instructive. We count the top 10 co-cited references in <xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>. The first two are both AMD-related studies. The most commonly cited reference reported a lower-glycemia diet altered gut microbiota and microbial co-metabolites, thus protecting against the features of AMD in a wild-type aged-mouse model (<xref ref-type="bibr" rid="B88">Rowan et&#xa0;al., 2017</xref>). Metagenomic sequencing found alterations in gut microbiome between AMD patients and controls (<xref ref-type="bibr" rid="B114">Zinkernagel et&#xa0;al., 2017</xref>). Also worth noting, the third co-cited reference, which contributed to the treatment of DR, confirmed that intermittent fasting could reconstruct intestinal flora composition and improve bile acid metabolism to prevent retinopathy in db/db mice (<xref ref-type="bibr" rid="B9">Beli et&#xa0;al., 2018</xref>).</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Top 10 co-cited references.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Rank</th>
<th valign="middle" align="center">Citation counts</th>
<th valign="middle" align="center">Author</th>
<th valign="middle" align="center">Reference title</th>
<th valign="middle" align="center">Journal</th>
<th valign="middle" align="center">Year</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">52</td>
<td valign="middle" align="center">Rowan S</td>
<td valign="middle" align="left">Involvement of a gut-retina axis in protection against dietary glycemia-induced age-related macular degeneration</td>
<td valign="middle" align="center">
<italic>P Natl Acad Sci USA</italic>
</td>
<td valign="middle" align="center">2017</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">44</td>
<td valign="middle" align="center">Zinkernagel MS</td>
<td valign="middle" align="left">Association of the intestinal microbiome with the development of neovascular age-related macular degeneration</td>
<td valign="middle" align="center">
<italic>Sci Rep</italic>
</td>
<td valign="middle" align="center">2017</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">42</td>
<td valign="middle" align="center">Beli E</td>
<td valign="middle" align="left">Restructuring of the gut microbiome by intermittent fasting prevents retinopathy and prolongs survival in db/db mice</td>
<td valign="middle" align="center">
<italic>Diabetes</italic>
</td>
<td valign="middle" align="center">2018</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">41</td>
<td valign="middle" align="center">Nakamura YK</td>
<td valign="middle" align="left">Gut microbial alterations associated with protection from autoimmune uveitis</td>
<td valign="middle" align="center">
<italic>Invest Ophth Vis Sci</italic>
</td>
<td valign="middle" align="center">2016</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">39</td>
<td valign="middle" align="center">Horai R</td>
<td valign="middle" align="left">Microbiota-dependent activation of an autoreactive T cell receptor provokes autoimmunity in an immunologically privileged site</td>
<td valign="middle" align="center">
<italic>Immunity</italic>
</td>
<td valign="middle" align="center">2015</td>
</tr>
<tr>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">29</td>
<td valign="middle" align="center">Rinninella E</td>
<td valign="middle" align="left">The role of diet, micronutrients and the gut microbiota in age-related macular degeneration: new perspectives from the gut-retina axis</td>
<td valign="middle" align="center">
<italic>Nutrients</italic>
</td>
<td valign="middle" align="center">2018</td>
</tr>
<tr>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">29</td>
<td valign="middle" align="center">Nakamura YK</td>
<td valign="middle" align="left">Short chain fatty acids ameliorate immune-mediated uveitis partially by altering migration of lymphocytes from the intestine</td>
<td valign="middle" align="center">
<italic>Sci Rep</italic>
</td>
<td valign="middle" align="center">2017</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">29</td>
<td valign="middle" align="center">de Paiva CS</td>
<td valign="middle" align="left">Altered mucosal microbiome diversity and disease severity in sjogren syndrome</td>
<td valign="middle" align="center">
<italic>Sci Rep</italic>
</td>
<td valign="middle" align="center">2016</td>
</tr>
<tr>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">Andriessen EMMA</td>
<td valign="middle" align="left">Gut microbiota influences pathological angiogenesis in obesity-driven choroidal neovascularization</td>
<td valign="middle" align="center">
<italic>Embo Mol Med</italic>
</td>
<td valign="middle" align="center">2016</td>
</tr>
<tr>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">Huang XY</td>
<td valign="middle" align="left">Gut microbiota composition and fecal metabolic phenotype in patients with acute anterior uveitis</td>
<td valign="middle" align="center">
<italic>Invest Ophth Vis Sci</italic>
</td>
<td valign="middle" align="center">2018</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_6_2">
<label>3.6.2</label>
<title>Eight clusters of the co-citation network</title>
<p>The co-citation network can be carved into different clusters according to the log-likelihood ratio (LLR) algorithm using CiteSpace, and the cited papers from the same cluster are much more closely related. Terms from the title field of the citing documents within each cluster are used to define that cluster. We can find the top 8 clusters in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>, which are #0 diabetic retinopathy, #1 autoinflammatory uveitis, #2 age-related macular degeneration, #3 microbiome-linked control, #4 dry eye, #5 fecal transplant, #6 graves&#x2019; orbitopathy, and #7 bacterial microbiome, respectively. Five of these clusters (#0, #1, #2, #4, and #6) are about various eye diseases, whereas the other three (#3, #5, and #7) focus on aspects of gut microbiota. Among them, co-cited references in cluster #3 describe the control of immune homeostasis by the gut microbiome and the regulation of the microbiome on autoimmune states, primarily on uveitis, suggesting a close relationship with cluster #1.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The main co-citation clusters. <bold>(A)</bold> CiteSpace visualization clusters of the co-cited references. Terms from the title field of the citing papers within each cluster are used as the definition of that cluster. <bold>(B)</bold> Timeline view of these listed clusters of the co-cited references.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1225859-g006.tif"/>
</fig>
</sec>
<sec id="s3_6_3">
<label>3.6.3</label>
<title>Timeline map of clusters</title>
<p>A cluster map can be converted to a timeline view to observe research dynamics and progressions in the listed clusters over the timeline. Of note, autoinflammatory uveitis, also known as autoimmune uveitis, was first used to study associations with gut microbiota (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). Consistent with what was mentioned above, cluster #3, which has many apparent links with cluster #1, can be regarded as a continuation of #1 over time. Interestingly, studies related to FMT (cluster #5), a meaningful way to verify the causality of the intestinal microbiome or the effectiveness of therapies by modifying the microbiota, stagnated around 2018, indicating that the use of FMT in ocular diseases is still minimal (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). In contrast, microbiome-linked studies about DR and AMD have continued until recently (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>).</p>
</sec>
<sec id="s3_6_4">
<label>3.6.4</label>
<title>High betweenness centrality papers</title>
<p>In the timeline map of clusters (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>), several nodes are marked by purple rings, representing a high &#x201c;betweenness centrality&#x201d;. With higher betweenness centrality, these references act as vital bridges connecting different subfields. <xref ref-type="table" rid="T6">
<bold>Table&#xa0;6</bold>
</xref> displays the top 8 references with the highest &#x201c;betweenness centrality&#x201d; among the top 8 clusters, most of which are from clusters #1 and #3, highlighting the importance of some immune processes, such as molecular mimicry and immune cells, such as regulatory T cells, in the involvement of gut microbiota in autoimmune diseases. The remaining two papers are from clusters #6 and #5. In particular, the article from cluster #6 (graves&#x2019; orbitopathy) (<xref ref-type="bibr" rid="B11">Berchner-Pfannschmidt et&#xa0;al., 2016</xref>) has the highest betweenness centrality in all co-cited papers, which assessed a TSHR A-subunit plasmid-immunized preclinical model of GO in female BALB/c mice under different environments, and may provide great convenience and strong support for the study on the association between GO with the intestine microbiome.</p>
<table-wrap id="T6" position="float">
<label>Table&#xa0;6</label>
<caption>
<p>Cited references with the highest &#x201c;betweenness centrality&#x201d; among the top 8 clusters.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Rank</th>
<th valign="middle" align="center">Centrality</th>
<th valign="middle" align="center">References</th>
<th valign="middle" align="center">Cluster #</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">0.17</td>
<td valign="middle" align="left">Berchner-Pfannschmidt U (2016) Comparative assessment of female mouse model of graves' orbitopathy under different environments, accompanied by proinflammatory cytokine and t-cell responses to thyrotropin hormone receptor antigen</td>
<td valign="middle" align="center">6</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">0.16</td>
<td valign="middle" align="left">Avni O (2018) Molecular (Me)micry?</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">0.15</td>
<td valign="middle" align="left">Nakamura YK (2016) Gut microbial alterations associated with protection from autoimmune uveitis</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">0.14</td>
<td valign="middle" align="left">Huang XY (2018) Gut microbiota composition and fecal metabolic phenotype in patients with acute anterior uveitis</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">0.14</td>
<td valign="middle" align="left">Lin P (2014) HLA-B27 and human beta 2-microglobulin affect the gut microbiota of transgenic rats</td>
<td valign="middle" align="center">5</td>
</tr>
<tr>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">0.13</td>
<td valign="middle" align="left">Horai R (2015) Microbiota-dependent activation of an autoreactive T cell receptor provokes autoimmunity in an immunologically privileged site</td>
<td valign="middle" align="center">1</td>
</tr>
<tr>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">0.12</td>
<td valign="middle" align="left">Atarashi K (2013) T-reg induction by a rationally selected mixture of <italic>Clostridia</italic> strains from the human microbiota</td>
<td valign="middle" align="center">1</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">0.11</td>
<td valign="middle" align="left">Arnold IC (2011) <italic>Helicobacter pylori</italic> infection prevents allergic asthma in mouse models through the induction of regulatory T cells</td>
<td valign="middle" align="center">1</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_6_5">
<label>3.6.5</label>
<title>Details of cluster #1 (autoinflammatory uveitis) and #3 (microbiome-linked control)</title>
<p>Clusters #1 and #3 are related to microbiome-linked control over autoimmune and autoinflammatory uveitis (<xref ref-type="table" rid="T7">
<bold>Table&#xa0;7</bold>
</xref>). Except for one clinical research from China (<xref ref-type="bibr" rid="B50">Huang et&#xa0;al., 2018</xref>) and a review article (<xref ref-type="bibr" rid="B44">Horai and Caspi, 2019</xref>), the remaining top-cited references of the two clusters are all animal experiments. Nakamura YK, the third top co-cited author in all references (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), is one of the authors of two animal studies that established B10RIII mouse model of induced experimental autoimmune uveitis (EAU) by active immunization with inter-photoreceptor retinoid-binding protein (IRBP) emulsified in the complete Freund&#x2019;s adjuvant (<xref ref-type="bibr" rid="B78">Nakamura et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B52">Janowitz et&#xa0;al., 2019</xref>). In contrast, another prominent cited author, Horai R, who ranks top in the co-cited author list (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), used a novel model of spontaneous uveitis. The spontaneously uveitic R161H mouse could express an IRBP-specific T cell receptor transgene on the B10.RIII background (<xref ref-type="bibr" rid="B46">Horai et&#xa0;al., 2015</xref>). As for the citing articles, all these seven publications belong to review articles, two of which were written by Rosenbaum JT (<xref ref-type="table" rid="T7">
<bold>Table&#xa0;7</bold>
</xref>) (<xref ref-type="bibr" rid="B85">Rosenbaum and Kim, 2013</xref>; <xref ref-type="bibr" rid="B86">Rosenbaum et&#xa0;al., 2016</xref>), an author who has made a significant contribution to this field, as previously stated.</p>
<table-wrap id="T7" position="float">
<label>Table&#xa0;7</label>
<caption>
<p>Cited references and citing articles of cluster #1 autoinflammatory uveitis and #3 microbiome-linked control.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Clusters</th>
<th valign="middle" colspan="2" align="center">Cited references</th>
<th valign="middle" colspan="2" align="center">Citing articles</th>
</tr>
<tr>
<th valign="middle" align="center">Author (year) journal, volume</th>
<th valign="middle" align="center">Citation counts</th>
<th valign="middle" align="center">Author (year) title</th>
<th valign="middle" align="center">Coverage counts</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="5" align="left">#1 Autoinflammatory uveitis</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Horai R (2015) Immunity, 43</td>
<td valign="middle" align="center">39</td>
<td valign="middle" align="left">Rosenbaum JT (2013) Innate immune signals in autoimmune and autoinflammatory uveitis</td>
<td valign="middle" align="center">26</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Atarashi K (2011) Science, 331</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="left">Consolandi C (2015) Behcet&#x2019;s syndrome patients exhibit specific microbiome signature</td>
<td valign="middle" align="center">19</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Berer K (2011) Nature, 479</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="left">Rosenbaum JT (2016) The microbiome, HLA, and the pathogenesis of uveitis</td>
<td valign="middle" align="center">10</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">#3 Microbiome-linked control</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Nakamura YK (2016) Invest Ophth Vis Sci, 57</td>
<td valign="middle" align="center">41</td>
<td valign="middle" align="left">Moon J (2020) Can gut microbiota affect dry eye syndrome?</td>
<td valign="middle" align="center">34</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Huang XY (2018) Invest Ophth Vis Sci, 59</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="left">Xue W (2021) Microbiota and ocular diseases</td>
<td valign="middle" align="center">24</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Janowitz C (2019) Invest Ophth Vis Sci, 60</td>
<td valign="middle" align="center">25</td>
<td valign="middle" align="left">Fu X (2021) The role of gut microbiome in autoimmune uveitis</td>
<td valign="middle" align="center">20</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Horai R (2019) Front Immunol, 10</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="left">Baim AD (2019) The microbiome and ophthalmic disease</td>
<td valign="middle" align="center">17</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_6_6">
<label>3.6.6</label>
<title>Details of cluster #0 (diabetic retinopathy), #2 (age-related macular degeneration), #4 (dry eye), and #6 (graves&#x2019; orbitopathy)</title>
<p>In addition to uveitis, common eye diseases, including DR, AMD, dry eye, and GO, have been reported to be closely associated with intestinal microbiota (<xref ref-type="bibr" rid="B73">Moon et&#xa0;al., 2020c</xref>; <xref ref-type="bibr" rid="B55">Jiao et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B112">Zhang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B60">Li et&#xa0;al., 2023</xref>). In cluster #0 (diabetic retinopathy) (<xref ref-type="table" rid="T8">
<bold>Table&#xa0;8</bold>
</xref>), the top-cited study conducted on db/db mice and published on <italic>Diabetes</italic>, explored how intermittent fasting altered the composition of gut microbiota and consequently reduced DR severity (<xref ref-type="bibr" rid="B9">Beli et&#xa0;al., 2018</xref>). Its influence goes far beyond other references within the cluster, laying the groundwork for studying the role of microbiota in DR. Moreover, the clinical research conducted by Das T et&#xa0;al. (<xref ref-type="bibr" rid="B30">Das et&#xa0;al., 2021</xref>), the citing article, and the cited reference, compared alterations in gut bacterial microbiome among DR, diabetes mellitus, and healthy control groups.</p>
<table-wrap id="T8" position="float">
<label>Table&#xa0;8</label>
<caption>
<p>Cited references and citing articles of cluster #0 diabetic retinopathy, #2 age-related macular degeneration, #4 dry eye, and #6 graves&#x2019; orbitopathy.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Clusters</th>
<th valign="middle" colspan="2" align="center">Cited references</th>
<th valign="middle" colspan="2" align="center">Citing articles</th>
</tr>
<tr>
<th valign="middle" align="center">Author (year) journal, volume</th>
<th valign="middle" align="center">Citation counts</th>
<th valign="middle" align="center">Author (year) title</th>
<th valign="middle" align="center">Coverage counts</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="5" align="left">#0 Diabetic retinopathy</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Beli E (2018) Diabetes, 67</td>
<td valign="middle" align="center">42</td>
<td valign="middle" align="left">Nadeem U (2022) Gut microbiome and retinal diseases: an updated review</td>
<td valign="middle" align="center">23</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Chakravarthy SK (2018) Indian J Microbiol, 58</td>
<td valign="middle" align="center">26</td>
<td valign="middle" align="left">Bringer M (2021) The gut microbiota in retinal diseases</td>
<td valign="middle" align="center">21</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Das T (2021) Sci Rep, 11</td>
<td valign="middle" align="center">22</td>
<td valign="middle" align="left">Das T (2021) Alterations in the gut bacterial microbiome in people with type 2 diabetes mellitus and diabetic retinopathy</td>
<td valign="middle" align="center">15</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Huang YH (2021) Front Cell Infect Mi, 11</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="left">Jiao J (2021) Recent insights into the role of gut microbiota in diabetic retinopathy</td>
<td valign="middle" align="center">14</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">#2 Age-related macular degeneration</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Rowan S (2017) P Natl Acad Sci USA, 114</td>
<td valign="middle" align="center">52</td>
<td valign="middle" align="left">Moon J (2020) Can gut microbiota affect dry eye syndrome?</td>
<td valign="middle" align="center">38</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Zinkernagel MS (2017) Sci Rep, 7</td>
<td valign="middle" align="center">44</td>
<td valign="middle" align="left">Xue W (2021) Microbiota and ocular diseases</td>
<td valign="middle" align="center">32</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Rinninella E (2018) Nutrients, 10</td>
<td valign="middle" align="center">29</td>
<td valign="middle" align="left">Scuderi G (2022) Gut microbiome in retina health: the crucial role of the gut-retina axis</td>
<td valign="middle" align="center">18</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Andriessen EMMA (2016) Embo Mol Med, 8</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="left">Pezzino S (2023) Microbiome dysbiosis: a pathological mechanism at the intersection of obesity and glaucoma</td>
<td valign="middle" align="center">15</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">#4 Dry eye</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">de Paiva CS (2016) Sci Rep, 6</td>
<td valign="middle" align="center">29</td>
<td valign="middle" align="left">Moon J (2020) Can gut microbiota affect dry eye syndrome?</td>
<td valign="middle" align="center">27</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Moon J (2020) <italic>PLoS One</italic>, 15</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="left">Moon J (2020) Effect of IRT5 probiotics on dry eye in the experimental dry eye mouse model</td>
<td valign="middle" align="center">15</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Kugadas A (2017) Invest Ophth Vis Sci, 58</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="left">Moon J (2020) Gut dysbiosis is prevailing in Sjogren&#x2019;s syndrome and is related to dry eye severity</td>
<td valign="middle" align="center">14</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Lin P (2018) Curr Opin Ophthalmol, 29</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="left">Baim AD (2019) The microbiome and ophthalmic disease</td>
<td valign="middle" align="center">12</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Kim J (2017) Nutrients, 9</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="left">Schaefer L (2022) Gut microbiota from Sjogren syndrome patients causes decreased T regulatory cells in the lymphoid organs and desiccation-induced corneal barrier disruption in mice</td>
<td valign="middle" align="center">12</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">#6 Graves&#x2019; orbitopathy</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Su XH (2020) J Clin Endocr Metab, 105</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="left">Virili C (2021) Gut microbiome and thyroid autoimmunity</td>
<td valign="middle" align="center">10</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Masetti G (2018) Microbiome, 6</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="left">Hou J (2021) The role of the microbiota in Graves&#x2019; disease and Graves&#x2019; orbitopathy</td>
<td valign="middle" align="center">7</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Ishaq HM (2018) Int J Biol Sci, 14</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="left">Li Y (2022) The role and molecular mechanism of gut microbiota in Graves&#x2019; orbitopathy</td>
<td valign="middle" align="center">7</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Papers from Rowan S et&#xa0;al. (<xref ref-type="bibr" rid="B88">Rowan et&#xa0;al., 2017</xref>) and Zinkernagel MS et&#xa0;al. (<xref ref-type="bibr" rid="B114">Zinkernagel et&#xa0;al., 2017</xref>) are the most cited references in cluster #2 (age-related macular degeneration) (<xref ref-type="table" rid="T8">
<bold>Table&#xa0;8</bold>
</xref>), also in all clusters (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>), indicating the potential role of gut microbes in AMD has attracted public attention. Diet and obesity have been identified as vital environmental risk factors for AMD, and diet is one of the critical factors in changing the gut microbiota (<xref ref-type="bibr" rid="B75">Nadeem et&#xa0;al., 2022</xref>). Therefore, the impact of dietary patterns such as high-fat diet (<xref ref-type="bibr" rid="B1">Andriessen et&#xa0;al., 2016</xref>) and a high-glycemia diet (<xref ref-type="bibr" rid="B88">Rowan et&#xa0;al., 2017</xref>) on AMD has been extensively studied, and micronutrient intake has also been reviewed (<xref ref-type="bibr" rid="B82">Rinninella et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B15">Cao et&#xa0;al., 2022</xref>). Interestingly, clusters #2 and #4 (dry eye) share the same citing article with the most coverage (<xref ref-type="bibr" rid="B73">Moon et&#xa0;al., 2020c</xref>). The majority of the articles from cluster #4 are about the regulation of ocular surface health and ocular surface diseases such as Sjogren&#x2019;s syndrome and dry eye syndrome (<xref ref-type="bibr" rid="B32">de Paiva et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B58">Kugadas et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B91">Schaefer et&#xa0;al., 2022b</xref>). And over half of these representative citing articles in this section (<xref ref-type="table" rid="T8">
<bold>Table&#xa0;8</bold>
</xref>) were completed by Moon J and colleagues, including two original articles and one review (<xref ref-type="bibr" rid="B71">Moon et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B72">Moon et&#xa0;al., 2020b</xref>; <xref ref-type="bibr" rid="B73">Moon et&#xa0;al., 2020c</xref>). Of note, IRT5, a mixed probiotic consisting of <italic>Lactobacillus casei</italic>, <italic>Lactobacillus acidophilus</italic>, <italic>Lactobacillus reuteri</italic>, <italic>Bifidobacterium bifidum</italic>, and <italic>Streptococcus thermophilus</italic>, was mentioned to potentially decrease the severity of experimental dry eye model, which indicated that probiotics might be an effective means to treat disease by intervening with the gut microbiota (<xref ref-type="bibr" rid="B56">Kim et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B72">Moon et&#xa0;al., 2020b</xref>). In contrast, there is less attention to cluster #6 (graves&#x2019; orbitopathy), which is isolated from other clusters in the cluster map (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). The cited references are primarily about Graves&#x2019; disease (GD) (<xref ref-type="bibr" rid="B51">Ishaq et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B96">Su et&#xa0;al., 2020</xref>), followed by GO (<xref ref-type="bibr" rid="B69">Masetti et&#xa0;al., 2018</xref>), while the citing articles are reviews relevant to the field (<xref ref-type="bibr" rid="B47">Hou et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B104">Virili et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B60">Li et&#xa0;al., 2023</xref>) (<xref ref-type="table" rid="T8">
<bold>Table&#xa0;8</bold>
</xref>).</p>
</sec>
<sec id="s3_6_7">
<label>3.6.7</label>
<title>Details of cluster #5 (fecal transplant) and #7 (bacterial microbiome)</title>
<p>Clusters #5 (fecal transplant) and #7 (bacterial microbiome) focus on characterizing the gut microbiome (<xref ref-type="table" rid="T9">
<bold>Table&#xa0;9</bold>
</xref>). In the citing reviews, FMT is deemed as a potentially effective therapeutic strategy to spondyloarthritis and uveitis by replacing the gut microbiome with a normal one (<xref ref-type="bibr" rid="B24">Choi et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B84">Rosenbaum and Asquith, 2018</xref>), although it has not yet been widely applied to clinical trials. Historically, most of the work on gut microbiomes has focused on the dominant bacterial communities, which outpaces that of viral and eukaryotic communities (<xref ref-type="bibr" rid="B95">Shivaji, 2017</xref>). Cluster #7 is about gut bacterial microbiome alterations in some extra-intestinal diseases, including central nervous system disorders (multiple sclerosis) (<xref ref-type="bibr" rid="B20">Chen et&#xa0;al., 2016</xref>), eye diseases (uveitis, keratitis, and retinitis pigmentosa) (<xref ref-type="bibr" rid="B45">Horai et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B53">Jayasudha et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Chakravarthy et&#xa0;al., 2018a</xref>; <xref ref-type="bibr" rid="B18">Chakravarthy et&#xa0;al., 2018b</xref>; Kutsyr et&#xa0;al., 2021), and cardiovascular disease (<xref ref-type="bibr" rid="B98">Tang et&#xa0;al., 2017</xref>). In the studies on keratitis, the interaction networks between bacterial and fungal microbiomes in patients, regardless of bacterial or fungal keratitis, were demonstrated (<xref ref-type="bibr" rid="B53">Jayasudha et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B18">Chakravarthy et&#xa0;al., 2018b</xref>).</p>
<table-wrap id="T9" position="float">
<label>Table&#xa0;9</label>
<caption>
<p>Cited references and citing articles of cluster #5 fecal transplant and #7 bacterial microbiome.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Clusters</th>
<th valign="middle" colspan="2" align="center">Cited references</th>
<th valign="middle" colspan="2" align="center">Citing articles</th>
</tr>
<tr>
<th valign="middle" align="center">Author (year) journal, volume</th>
<th valign="middle" align="center">Citation counts</th>
<th valign="middle" align="center">Author (year) title</th>
<th valign="middle" align="center">Coverage counts</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="5" align="left">#5 Fecal transplant</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Nakamura YK (2017) Sci Rep, 7</td>
<td valign="middle" align="center">29</td>
<td valign="middle" align="left">Choi RY (2018) Fecal transplants in spondyloarthritis and uveitis: ready for a clinical trial?</td>
<td valign="middle" align="center">17</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Lin P (2014) <italic>PLoS One</italic>, 9</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="left">Rosenbaum JT (2018) The microbiome and HLA-B27-associated acute anterior uveitis</td>
<td valign="middle" align="center">15</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Costello ME (2015) Arthritis Rheumatol, 67</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="left">Pedersen SJ (2019) The pathogenesis of ankylosing spondylitis: an update</td>
<td valign="middle" align="center">6</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">#7 Bacterial microbiome</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Horai R (2017) Expert Rev Clin Immu, 13</td>
<td valign="middle" align="center">9</td>
<td valign="middle" align="left">Jayasudha R (2018) Alterations in gut bacterial and fungal microbiomes are associated with bacterial keratitis, an inflammatory disease of the human eye</td>
<td valign="middle" align="center">16</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Shivaji S (2017) Gut Pathog, 9</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="left">Chakravarthy SK (2018) Alterations in the gut bacterial microbiome in fungal keratitis patients</td>
<td valign="middle" align="center">13</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Chen J (2016) Sci Rep, 6</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="left">Chakravarthy SK (2018) Dysbiosis in the gut bacterial microbiome of patients with uveitis, an inflammatory disease of the eye</td>
<td valign="middle" align="center">11</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="left">Tang WHW (2017) Circ Res, 120</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="left">Kutsyr O (2021) Retinitis pigmentosa is associated with shifts in the gut microbiome</td>
<td valign="middle" align="center">5</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In the field of ophthalmic diseases, there is an increasing interest in relieving ocular symptoms by modulating the intestinal commensals, as the commensals play a crucial role in innate and adaptive immunity to achieve favorable control of diseases (<xref ref-type="bibr" rid="B73">Moon et&#xa0;al., 2020c</xref>). To the best of our knowledge, this study is the first bibliometric study and visualization analysis about the effects of gut microbiota on ocular disorders.</p>
<sec id="s4_1">
<label>4.1</label>
<title>Brief history of research on gut microbiota in ocular diseases</title>
<p>The first article in this research field is a letter to the editor, published in 2009, about gut microbiota&#x2019;s influence on the lens and retinal lipid metabolism. Thus, it opened up a new area connecting gut microbiota with ocular health (<xref ref-type="bibr" rid="B79">Oresic et&#xa0;al., 2009</xref>).</p>
<p>In the following five years, fewer than ten papers were published, mainly about HLA-B27, one of the main risk factors for ankylosing spondylitis and spondyloarthritis-associated uveitis, affecting the intestinal microbiome of transgenic rats (<xref ref-type="bibr" rid="B65">Lin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B64">Lin et&#xa0;al., 2014</xref>), commensal microbiota in the pathophysiology and treatment of irritable bowel, eye and mind syndrome (<xref ref-type="bibr" rid="B35">Feher et&#xa0;al., 2014</xref>), and early optimal nutrition improving neurodevelopmental outcomes in infants, including but not limited to retinopathy of prematurity (<xref ref-type="bibr" rid="B48">Hsiao et&#xa0;al., 2014</xref>). Notably, the idea of ameliorating EAU by altering the gut microbiota began to be raised, albeit in the form of a conference abstract in 2014 (<xref ref-type="bibr" rid="B77">Nakamura et&#xa0;al., 2014</xref>). Meanwhile, terms such as ankylosing spondylitis, inflammatory bowel disease, autoimmune uveitis, and HLA-B27 transgenic rats became burst keywords in 2013 (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). At this time, the involvement of the microbiota in the eye was just in its infancy.</p>
<p>Subsequently, researches on this topic have grown steadily since 2016 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), just after the first report on the microbiota-dependent activation of autoimmunity in the mouse model of spontaneous uveitis in 2015 (<xref ref-type="bibr" rid="B46">Horai et&#xa0;al., 2015</xref>). In the years 2016 and 2017, the involvement of diet, gut microbiota, or microbial metabolites such as short-chain fatty acids in immune-mediated uveitis (<xref ref-type="bibr" rid="B43">Heissigerova et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B78">Nakamura et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B76">Nakamura et&#xa0;al., 2017</xref>), Sjogren&#x2019;s syndrome (<xref ref-type="bibr" rid="B32">de Paiva et&#xa0;al., 2016</xref>) and AMD (<xref ref-type="bibr" rid="B1">Andriessen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B88">Rowan et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B114">Zinkernagel et&#xa0;al., 2017</xref>) was gradually emerging. These works are ground-breaking studies in ocular diseases, mainly from the United States, Switzerland, Canada, and the Czech Republic, most of which are also the top co-cited references in <xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>. It was not until 2018 that the first data on the effects of intermittent fasting on DR in db/db mice were reported (<xref ref-type="bibr" rid="B9">Beli et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Leading countries, top authors, top co-cited authors, and leading journals</title>
<p>From the perspective of countries, the United States has absolute leadership in this field, with 2306 citations and the highest centrality (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), and more than half of the top authors and co-cited authors are from the United States (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). This result may reflect the solid financial and institutional support behind it. In second place is the People&#x2019;s Republic of China, with 1142 citations and a centrality of 0.40, from which Huang XY, one of the productive authors in the area, comes. It is followed by the United Kingdom, Italy, and Japan with similar counts of citations, whereas there is a lower centrality in Japan (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Shivaji S, Huang XY, and Kim MK are three authors from Asia on the list of top authors, yet there are no Asian authors in the top co-cited author list (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<p>As for the top authors and top co-cited authors, there is a high degree of overlapping (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Lin P is the most productive author whose significant contributions lie in the studies of modifying the gut microbiota to prevent EAU (<xref ref-type="bibr" rid="B78">Nakamura et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B76">Nakamura et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B52">Janowitz et&#xa0;al., 2019</xref>) and exploring the potential role of HLA-B27 in the process (<xref ref-type="bibr" rid="B65">Lin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B64">Lin et&#xa0;al., 2014</xref>), as well as follow-up reviews about the role of the gut microbiome in AMD, another ocular inflammatory disease (<xref ref-type="bibr" rid="B62">Lin, 2018</xref>; <xref ref-type="bibr" rid="B63">Lin, 2019</xref>; <xref ref-type="bibr" rid="B66">Lin et&#xa0;al., 2021</xref>). Moreover, Lin P, Rosenbaum JT, Asquith M, and Nakamura YK have a close cooperative relationship; they are all scholars from the same university, Oregon Health and Science University. Except for Asquith M, they are also the top co-cited authors on this topic (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Similarly, Horai R and Caspi RR are professors from the same laboratory and work on the pathogenesis of commensal microbiota in the model of spontaneous uveitis (<xref ref-type="bibr" rid="B46">Horai et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B111">Zarate-Blades et&#xa0;al., 2017</xref>). At the same time, Horai R is the first co-cited author in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>. Considering the distribution of authors with their research direction, it can be inferred that studies on uveitis are relatively mature, with the most significant number in the whole subject.</p>
<p>In terms of published journals, <italic>IOVS</italic>, one of the most influential ophthalmology journals, published the most papers, followed by <italic>Scientific Reports</italic> and <italic>Frontiers in Immunology</italic>. Among these co-cited journals, <italic>IOVS</italic> is also the most cited, followed by <italic>Plos One</italic> and <italic>Nature</italic>, which are well-known comprehensive journals (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The studies from these journals broaden and deepen the perception of the interaction between the eye and the gut and provide the possibility for applying the therapeutic strategy, which targets gut microbiota, to clinical scenarios.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Keywords analysis</title>
<p>Co-occurrence and burst analyses of keywords could offer insight into research conditions, hotspots of different directions, and the evolution of frontiers in this area. In our study, co-occurrence networks are broadly consistent with the trends shown by the analysis of burst terms (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A, B</bold>
</xref>). The concern for the intestinal flora stemmed from its performance in inflammatory bowel disease and ankylosing spondylitis (<xref ref-type="bibr" rid="B101">Thompson-Chagoy&#xe1;n et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B89">Scanlan et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B64">Lin et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Costello et&#xa0;al., 2015</xref>). Autoimmune uveitis was gradually becoming another focal point, presumably because it is the most common ocular manifestation of systemic immune diseases (<xref ref-type="bibr" rid="B85">Rosenbaum and Kim, 2013</xref>; <xref ref-type="bibr" rid="B28">Consolandi et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B100">Thomas and Lin, 2016</xref>; <xref ref-type="bibr" rid="B93">Sharma and Jackson, 2017</xref>). In these uveitis-related studies, the hypothesis and discovery by Horai R et&#xa0;al. (<xref ref-type="bibr" rid="B46">Horai et&#xa0;al., 2015</xref>) and Nakamura YK et&#xa0;al. (<xref ref-type="bibr" rid="B78">Nakamura et&#xa0;al., 2016</xref>) regarding the involvement of gut microbiota in the pathogenic mechanism have given considerable impetus to the advancement of this field. From this, a research boom was set off in the &#x201c;gut-eye&#x201d; axis research. Since bacteria are the prominent and most known component of the gut microbiota, the frequency of bacteria and diversity (including bacterial &#x3b1; diversity and &#x3b2; diversity) also exploded in a period. Subsequently, regulatory T cells became a high-frequency keyword because commensal microbes mainly regulate intestinal and parenteral immunity by balancing regulatory T cells and Th17 cells, and Th17 cells can induce inflammatory responses while regulatory T cells are essential in suppressing excessive inflammation (<xref ref-type="bibr" rid="B78">Nakamura et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B76">Nakamura et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B84">Rosenbaum and Asquith, 2018</xref>; <xref ref-type="bibr" rid="B110">Zamvil et&#xa0;al., 2018</xref>). The role of microbiota in maintaining ocular surface health and barrier, as well as preventing immune-mediated ocular surface diseases such as dry eye manifestations caused by Sjogren&#x2019;s syndrome, also began to be valued (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>) (<xref ref-type="bibr" rid="B32">de Paiva et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B58">Kugadas et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Graves&#x2019; orbitopathy (GO) mouse model paper has the highest betweenness centrality</title>
<p>In the analysis of co-cited references, &#x201c;betweenness centrality&#x201d; is the ability of every reference to mediate between other papers in an interaction network. The greater the betweenness centrality, the stronger the ability to connect different sections (<xref ref-type="bibr" rid="B67">Lin et&#xa0;al., 2022</xref>). Surprisingly, while the number of documents on gut dysbiosis and GO is limited, the paper with the highest betweenness centrality among all the co-cited references comes from cluster #6 (graves&#x2019; orbitopathy) (<xref ref-type="table" rid="T6">
<bold>Table&#xa0;6</bold>
</xref>) (<xref ref-type="bibr" rid="B11">Berchner-Pfannschmidt et&#xa0;al., 2016</xref>). This document established a preclinical model of experimental GO in female BALB/c mice and evaluated changes in pro-inflammatory cytokines and T cell immune responses at two research centers. Although alterations in the intestine were not mentioned, the establishment of this animal model undoubtedly provides excellent convenience and solid supports for the study of the underlying mechanism of GO, including the association with the intestine microbiota. It is the probable reason why it owns the highest betweenness centrality. Indeed, the subsequent study used this mouse model to see the correlation of gut microbiota changes with the clinical presentation of GO under different environments (<xref ref-type="bibr" rid="B69">Masetti et&#xa0;al., 2018</xref>). Most of the other literature with high betweenness centrality comes from clusters #1 (autoinflammatory uveitis) and #3 (microbiome-linked control) about uveitis or regulatory T cells (<xref ref-type="bibr" rid="B2">Arnold et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B4">Atarashi et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B46">Horai et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B78">Nakamura et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B5">Avni and Koren, 2018</xref>; <xref ref-type="bibr" rid="B50">Huang et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s4_5">
<label>4.5</label>
<title>The mechanisms of gut dysbiosis in the pathogenesis of autoimmune uveitis</title>
<p>Moreover, cluster analysis divides co-cited references into several typical clusters (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). For autoimmune diseases and autoinflammatory diseases, there is a relatively vague distinction. Autoimmune diseases occur when the adaptive immune system&#x2019;s immune tolerance to autoantigens is disrupted, while autoinflammatory diseases develop when the innate immune system is defective or dysregulated (<xref ref-type="bibr" rid="B10">Ben-Chetrit et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B70">Molzer et&#xa0;al., 2021</xref>). Classic autoimmune diseases include multiple sclerosis (<xref ref-type="bibr" rid="B26">Choileain et&#xa0;al., 2020</xref>), type 1 diabetes (<xref ref-type="bibr" rid="B31">Dedrick et&#xa0;al., 2020</xref>), and rheumatoid arthritis (<xref ref-type="bibr" rid="B68">Manasson et&#xa0;al., 2020</xref>), while inflammatory bowel disease and ankylosing spondylitis are classified as probable autoinflammatory diseases (<xref ref-type="bibr" rid="B105">Vural et&#xa0;al., 2020</xref>). In many cases, uveitis, whose cause can be direct or indirect, is regarded as either an autoimmune or autoinflammatory disease (<xref ref-type="bibr" rid="B36">Forrester et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B70">Molzer et&#xa0;al., 2021</xref>). Thus, although cluster #1 is named &#x201c;autoinflammatory uveitis&#x201d; in the map, many cited papers in this cluster and our study do not make a strict distinction between the two categories. As repeatedly emphasized before, uveitis is the first ocular abnormality found to be associated with gut microbiota, including EAU mouse models and acute anterior uveitis patients (<xref ref-type="bibr" rid="B50">Huang et&#xa0;al., 2018</xref>), and it plays a pivotal role in mechanistic research. Clusters #1, #3, and the timeline map also keep verifying this notion (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>).</p>
<p>Various possible mechanisms mediated by intestinal dysbiosis have been proposed autoimmune uveitis. First, bacteria can regulate the balance of Th17 cells and regulatory T cells in the gut, leading to loss of immune homeostasis (<xref ref-type="bibr" rid="B113">Zhuang et&#xa0;al., 2017</xref>). Increased Th17 cell and decreased regulatory T cells predispose to immune-mediated diseases. For instance, a variety of <italic>Klebsiella</italic> strains were reported to promote the production of Th cells in the gut of mice (<xref ref-type="bibr" rid="B3">Atarashi et&#xa0;al., 2017</xref>). Second, intestinal bacterial antigens can induce cross-reaction by mimicking autoantigens, thus activating adaptive immune responses (<xref ref-type="bibr" rid="B5">Avni and Koren, 2018</xref>). In the spontaneously uveitic R161H mice model, the gut commensal microbiota is possible to activate retina-specific T cells by mimicking IRBP to cause disease (<xref ref-type="bibr" rid="B46">Horai et&#xa0;al., 2015</xref>). The presence of cross-reactivity of microorganisms is also confirmed in systemic lupus erythematosus. <italic>Propionibacterium propionicum</italic> and <italic>Bacteroides thetaiotaomicron</italic>, two of the identified commensal microorganisms, were regarded to activate Ro60-specific CD4<sup>+</sup> memory T cells in lupus patients (<xref ref-type="bibr" rid="B5">Avni and Koren, 2018</xref>; <xref ref-type="bibr" rid="B39">Greiling et&#xa0;al., 2018</xref>). Third, dysbiosis of gut microbiota may cause the alteration in intestinal permeability. This change in permeability allows some bacterial products (such as lipopolysaccharides, &#x3b2;-glucans) to spread into blood vessels and tissues and stay in tissues like synovium or uvea, which could trigger the immune response to induce arthritis or uveitis (<xref ref-type="bibr" rid="B84">Rosenbaum and Asquith, 2018</xref>; <xref ref-type="bibr" rid="B80">Parthasarathy et&#xa0;al., 2023</xref>). Finally, promoting the migration of immune cells to extra-intestinal regions may also be one of the critical pathogenic mechanisms (<xref ref-type="bibr" rid="B74">Morton et&#xa0;al., 2014</xref>). It was found that at the peak of inflammation (about two weeks after immunization) in EAU model, the pathogenic bacteria, represented by <italic>Prevotella</italic>, increased significantly, accompanied by an increase in the transportation of leukocytes between the intestine and the eye (<xref ref-type="bibr" rid="B76">Nakamura et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s4_6">
<label>4.6</label>
<title>Therapeutic strategies targeting gut microbiota to treat ocular diseases</title>
<p>Concomitantly, in both DR (cluster #0) and AMD (cluster #2) studies, the positive effects of diet on disease control have been described, whether the modifications in dietary style (intermittent fasting) or improvements in dietary patterns (high-fat diet and high-glycemia diet) (<xref ref-type="bibr" rid="B1">Andriessen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B88">Rowan et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B9">Beli et&#xa0;al., 2018</xref>). Oral probiotics like IRT5 have been reported to have a certain effect in experimental dry eye (cluster #4) models by changing microbiota composition (<xref ref-type="bibr" rid="B56">Kim et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B25">Choi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B72">Moon et&#xa0;al., 2020b</xref>). These suggest that dietary modification and oral probiotics are significant ways to treat and alleviate gut microbiota-related diseases. GD- and GO-related (cluster #6) studies started late in this area, in which more animal experiments and clinical trials are needed.</p>
<p>In addition to dietary modifications and the use of probiotics, FMT (cluster #5) is another method of manipulating the microbiota and has been reported to be effective in the treatment of colitis caused by recurrent <italic>Clostridium difficile</italic> infection (<xref ref-type="bibr" rid="B103">van Nood et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B23">Cheng et&#xa0;al., 2019</xref>). Several review articles have also described and looked forward to the potential effectiveness of FMT for the treatment of extra-intestinal diseases, including ocular disorders (<xref ref-type="bibr" rid="B24">Choi et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B84">Rosenbaum and Asquith, 2018</xref>; <xref ref-type="bibr" rid="B8">Baim et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B37">Fu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B47">Hou et&#xa0;al., 2021</xref>). Specially, a recent clinical trial published in the <italic>American Journal of Ophthalmology</italic> used FMT to treat dry eye patients. 10 recipients received two FMTs from a single healthy donor <italic>via</italic> enema (<xref ref-type="bibr" rid="B107">Watane et&#xa0;al., 2022</xref>). Despite being limited by the small sample size, only short-term microbial composition close to the donor, and subjective reported symptom improvement, this study undoubtedly promoted advances in FMT for autoimmune eye diseases. Moreover, some studies transplanted the feces of patients into germ-free or antibiotic-treated mouse models of the corresponding disease, and found that this exacerbated their current disease manifestations (<xref ref-type="bibr" rid="B1">Andriessen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B96">Su et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B109">Ye et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B91">Schaefer et&#xa0;al., 2022b</xref>), indirectly demonstrating the role of intestinal dysbiosis in the pathogenesis. The application of FMT still needs to be improved, and there is a long way to go before FMT can be generally applied in clinical treatment.</p>
<p>Apart from gut microbiota itself, microbial metabolites are also an important target. Short-chain fatty acids (SCFAs) are the most commonly found beneficial bacterial metabolites, including acetic acid, propionic acid, and butyric acid. A recent study showed that fenofibrate, a lipid-lowering drug, can reduce retinal inflammation in high-fat diet-induced mice and reverse the decline of SCFAs in serum, retina, and feces (<xref ref-type="bibr" rid="B106">Wang et&#xa0;al., 2022</xref>). At the same time, the number of lipopolysaccharide-associated bacteria was reduced, such as <italic>Desulfovibrionaceae</italic> family, <italic>Acetatifactor</italic>, <italic>Flavonifractor</italic>, <italic>Oscillibacter</italic>, and <italic>Anaerotruncus</italic> genus, while SCFA-associated bacteria increased, including <italic>Porphyromonadaceae</italic> family, <italic>Barnesiella</italic>, <italic>Alloprevotella</italic>, and <italic>Bifidobacterium</italic> genus (<xref ref-type="bibr" rid="B106">Wang et&#xa0;al., 2022</xref>). Likewise, intra-peritoneal injected SCFAs can be detected in the eye by crossing the blood-eye barrier and inhibiting lipopolysaccharide-induced intraocular inflammation (<xref ref-type="bibr" rid="B22">Chen et&#xa0;al., 2021</xref>). Oral propionic acid has been reported to inhibit the migration of gut-spleen effector T cells and prevent the transport of leukocytes between the intestine and extra-intestinal tissues, thereby alleviating the severity of uveitis in EAU mice (<xref ref-type="bibr" rid="B76">Nakamura et&#xa0;al., 2017</xref>). Similarly, gut-derived butyrate was proposed to potentially suppress ocular surface inflammation, which is beneficial to the dry eye mouse model (<xref ref-type="bibr" rid="B90">Schaefer et&#xa0;al., 2022a</xref>). Besides, in the feces of acute anterior uveitis patients, Huang et&#xa0;al. (<xref ref-type="bibr" rid="B50">Huang et&#xa0;al., 2018</xref>) identified seven elevated metabolites which are associated with certain inflammatory or immune-mediated diseases, such as inflammatory bowel disease and non-alcoholic fatty liver disease. Still, the link to the eye needs further discovery. Since commensal microbiota produces thousands of metabolites, our understanding of them must be clarified. Identifying ophthalmic-specific metabolites and the regulatory gut microbes may be one direction of future efforts.</p>
</sec>
<sec id="s4_7">
<label>4.7</label>
<title>Fungal mycobiome may play a role in ocular diseases</title>
<p>By now, dysbiosis in the bacterial microbiome (cluster #7) is the most studied and described. However, other agents, such as viral and fungal communities, are also resident in the intestine, and their dysregulation can lead to various diseases. However, sequencing studies of fungal microbiota are gradually emerging. Alterations in bacterial and fungal microbiomes, as well as their interaction networks, were analyzed (<xref ref-type="bibr" rid="B53">Jayasudha et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Chakravarthy et&#xa0;al., 2018a</xref>; <xref ref-type="bibr" rid="B18">Chakravarthy et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B54">Jayasudha et&#xa0;al., 2019</xref>). In the future, the gut virus and the fungal microbiota deserve more findings to improve our knowledge and understanding of gut dysbiosis.</p>
<p>Overall, based on bibliometric methods, by integrating nearly 15 years of relevant literature, our study displays the research process, research hotspots, and developmental research directions of the involvement of gut microbiota in the pathogenesis and treatment of ocular diseases and provides an overview of the dynamic evolution and structural relationships in the field. The link between the eye and commensals in the gut has further significance and value. With the addition of more high-quality results, future research on microbiota and eye disorders will be conducted continuously and dynamically.</p>
</sec>
<sec id="s4_8">
<label>4.8</label>
<title>Limitations of this study</title>
<p>There are some limitations in our study. (1) All publications we included come only from the WoS Core Collection database, and other commonly used databases, such as Scopus, PubMed, Embase, and Medline, may help provide more comprehensive literature coverage. (2) The study of intestinal microbiota is an emerging field, so the number of articles we have retrieved and the corresponding time still need to be improved, and the analysis and prediction of trends and hotspots also need to undergo a more extended period of verification. (3)Our bibliometric study and visualization analysis mainly rely on two software, CiteSpace, and VOSviewer. The software algorithm sometimes has some deviations. For example, in the cluster analysis, references from clusters #1 and #3 have a strong correlation in content, and it can be seen that the documents of the two clusters are continuous on the timeline. But in the cluster diagram, these documents are divided into two non-overlapping parts (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, B</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>We are amidst an explosion of research on gut microbiota in ocular diseases. The United States, where most prominent authors come from, is leading the way in this field. Papers or abstracts published in the ophthalmology journal IOVS, receive the most attention. Intestinal dysbiosis is involved in various common immune- and inflammation-mediated ocular diseases, including but not limited to uveitis, diabetic retinopathy, age-related macular degeneration, dry eye, and Graves&#x2019; orbitopathy. With the deepening of the understanding of gut microbiota, other eye diseases, such as glaucoma, retinopathy of prematurity, retinitis pigmentosa and retinal artery occlusion, on which related studies are still limited. Indeed, the relationship between these ocular diseases and gut dysbiosis needs to be further investigated.</p>
<p>Meanwhile, the study of microbiomes is no longer limited to bacterial populations. Several studies suggested that the gut fungal mycobiome may be involved in the development of uveitis and keratitis. Even though fungi are much less than bacteria in the gut, commensal fungi have essential roles in human health and disease, and their role in ocular diseases should be carefully explored. In terms of the therapeutic strategies that target the gut microbiota, including probiotics, healthy diet patterns, FMT, and SCFAs, these data are mainly from experimental animal models, and there is a need for more human-based clinical trials to determine their efficacy in clinical settings.</p>
</sec>
<sec id="s6" 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 authors.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>XF and DC designed the study and wrote the first draft of the manuscript. XF, HT, LH, WC, XR, and DC revised the manuscript. All authors participated in the literature search and data analysis, and have read and approved the final manuscript.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (81870665, 82171063 to DC) and the Natural Science Foundation of Sichuan Province (2022NSFSC1285 to XR). The funders had no role in study design, data collection and analysis, publication decision, or manuscript preparation.</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>
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