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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2024.1380851</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Aging Neuroscience</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Research hotspots and frontiers of essential tremor from 2013 to 2023: a visualization analysis based on CiteSpace</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Linlin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2556103/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Cui</surname> <given-names>Shifang</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Xi</surname> <given-names>Xiaoming</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bi</surname> <given-names>Hongyan</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Huang</surname> <given-names>Bin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Nantong Fourth People&#x2019;s Hospital</institution>, <addr-line>Nantong</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Heilongjiang University of Chinese Medicine</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Beijing Rehabilitation Hospital, Capital Medical University</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Shandong University of Traditional Chinese Medicine Affiliated Hospital</institution>, <addr-line>Jinan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Qiying Sun, Xiangya Hospital, Central South University, China</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Julie M. Barkmeier-Kraemer, The University of Utah, United States</p>
<p>Elan D. Louis, University of Texas Southwestern Medical Center, United States</p>
<p>Yaping Yan, Zhejiang University, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Linlin Zhang, <email>linlin1741@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>16</volume>
<elocation-id>1380851</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Zhang, Cui, Xi, Bi and Huang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhang, Cui, Xi, Bi and Huang</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 id="sec1">
<title>Background</title>
<p>ET, one of the most prevalent neurological disorders, presents a significant challenge in terms of disability. Despite the growing focus on ET in recent years, comprehensive bibliometric analysis has been lacking.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>This study delves into essential tremor research covering the period from 2013 to 2023, utilizing the Web of Science (WOS) database. Employing CiteSpace for quantitative analysis, it examines an array of metrics including annual publication trends, contributions from countries and institutions, authorship patterns, key terminologies, and patterns of reference co-citation. The primary objective is to use CiteSpace for a detailed visual exploration of the literature over the last decade, pinpointing the evolving landscape and key areas of focus in essential tremor research, and thus providing a foundation for future investigative endeavors.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>There were 2,224 literary works included in all. The amount of published works has been steadily rising in recent years. Of them, the majority originate from the United States, Louis, Elan D. is the publisher of the most publications (161 articles), and Movement Disorders is the journal that receives the most citations. The key words contribution and co-cited literatures suggest that the main research hotspots in recent years are the physiological and pathological mechanism of essential tremor, the determination of optimal targets for deep brain stimulation (DBS) and surgery transcranial magnetic resonance-guided focused ultrasound (MRgFUS) in the surgical management of essential tremor and the innovative research of botulinum toxin administration method.</p>
</sec>
</abstract>
<kwd-group>
<kwd>essential tremor</kwd>
<kwd>Citespace</kwd>
<kwd>visualization</kwd>
<kwd>emerging trends</kwd>
<kwd>knowledge graph</kwd>
</kwd-group>
<counts>
<fig-count count="9"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="72"/>
<page-count count="14"/>
<word-count count="7790"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Parkinson&#x2019;s Disease and Aging-related Movement Disorders</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec4">
<label>1</label>
<title>Introduction</title>
<p>Essential tremor is a distinct tremor syndrome marked by bilateral upper limb action tremors persisting for a minimum of 3&#x2009;years, either accompanied or unaccompanied by tremors in other regions (e.g., head, voice, or lower limbs), yet devoid of other neurological manifestations like muscle tone abnormalities, ataxia, or Parkinson&#x2019;s syndrome (<xref ref-type="bibr" rid="ref57">Pandey, 2022</xref>). The worldwide prevalence of essential tremor stands at 0.9%, with the incidence progressively escalating with age, surging by 74% per decade and peaking at 5% among individuals aged 65 and above (<xref ref-type="bibr" rid="ref46">Louis and McCreary, 2021</xref>).</p>
<p>In terms of treatment, pharmacotherapy, primarily with Propranolol and Primidone, has long been the cornerstone of ET management, although only about half of the patient population responds effectively to these medications (<xref ref-type="bibr" rid="ref60">Shanker, 2019</xref>; <xref ref-type="bibr" rid="ref9">Castonguay et al., 2022</xref>; <xref ref-type="bibr" rid="ref23">Frei and Truong, 2022</xref>). Alternative treatments such as Topiramate (<xref ref-type="bibr" rid="ref12">Chang et al., 2015</xref>; <xref ref-type="bibr" rid="ref6">Bruno et al., 2017</xref>) and benzodiazepines (<xref ref-type="bibr" rid="ref7">Bruno et al., 2020</xref>; <xref ref-type="bibr" rid="ref54">Miyamoto and Ito, 2023</xref>) serve as secondary options but carry the risk of exacerbating cognitive issues in ET patients. Surgical interventions, namely deep brain stimulation and focused ultrasound thalamotomy, have emerged as vital options for those resistant to drug therapy, demonstrating promising results in tremor control (<xref ref-type="bibr" rid="ref17">Elble et al., 2018</xref>; <xref ref-type="bibr" rid="ref22">Ferreira et al., 2019</xref>; <xref ref-type="bibr" rid="ref28">Hopfner and Deuschl, 2020</xref>). Concurrently, ongoing research is seeking to identify more efficacious treatment targets (<xref ref-type="bibr" rid="ref20">Fan et al., 2022</xref>; <xref ref-type="bibr" rid="ref34">Kondapavulur et al., 2022</xref>). Additionally, exercise therapies, including resistance training (<xref ref-type="bibr" rid="ref32">Kavanagh et al., 2016</xref>; <xref ref-type="bibr" rid="ref8">Bryant et al., 2018</xref>) and yoga (<xref ref-type="bibr" rid="ref67">Vance et al., 2019</xref>), have shown potential in the amelioration of tremors, though a comprehensive approach to exercise prescription in ET treatment is still in its early stages.</p>
<p>In recent years, research on essential tremor has progressed, leading to a steady rise in the number of related research publications. However, literature that comprehensively explores, analyzes, and summarizes the advancements in this field is currently lacking. Bibliometrics, a vital academic discipline, is dedicated to evaluating the quantitative characteristics, trends, and academic influence of scientific literature. Researchers utilize bibliographic retrieval systems and metric analyses to gain a comprehensive understanding of publications from various perspectives, enabling the assessment of their historical, current, and future significance, as well as their quantity and quality (<xref ref-type="bibr" rid="ref55">Montazeri et al., 2023</xref>). This study offers a multifaceted examination of ET-related literature published in the Web of Science over the past decade utilizing the bibliometric tool CiteSpace. It involves an analysis of publication output by country and institution, along with co-authorship, co-citation, and co-occurrence analyses to elucidate the developmental trends in this field, identify current research focal points, and predict future research directions. Lastly, the findings are analyzed and synthesized to serve as a reference for future research pathways in ET.</p>
</sec>
<sec sec-type="materials|methods" id="sec5">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec6">
<label>2.1</label>
<title>Data source and search strategy</title>
<p>A comprehensive search for literature pertaining to Essential Tremor was conducted using the Web of Science Core Collection (WOSCC). Inclusion criteria include literature published from 2013 to 2023, peer-reviewed original articles on ET, encompassing both basic and clinical research, reviews on ET, with no language restrictions. And excluding unpublished articles, conference abstracts, conference proceedings, and duplicated publications. A total of 2,224 articles meeting the criteria were ultimately included (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Illustrates the flow chart of the study design.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g001.tif"/>
</fig>
</sec>
<sec id="sec7">
<label>2.2</label>
<title>The parameters for CiteSpace</title>
<p>CiteSpace is a Java-based scientometric software that generates visual maps to vividly display the development patterns, literature element structures, distributions, and other systematic content. It classifies and clusters information in research areas through bibliographic data, enabling a more scientific and intuitive analysis of the development history and trends of specific fields, and establishes co-linear knowledge networks.</p>
<p>Data analysis was conducted by importing 2,224 research papers into the pre-installed Citespace software designed for bibliometric analysis. Time slice was set to 1&#x2009;year; the analysis period spanned from January 2013 to December 2023; the term source included all items, analyzed one node type at a time; all other settings were maintained at their default values.</p>
</sec>
</sec>
<sec sec-type="results" id="sec8">
<label>3</label>
<title>Results</title>
<sec id="sec9">
<label>3.1</label>
<title>Analysis of publication volume</title>
<p>The past decade has witnessed a consistent upward trend in the volume of literature related to Essential Tremor (see <xref ref-type="table" rid="tab1">Table 1</xref>). This trend can be segmented into three distinct phases: The initial phase (2013&#x2013;2017) experienced a steady increase in annual publication volume. This was followed by a second phase (2017&#x2013;2020), marked by a fluctuating rise in publication volume, there was a minor decline in 2019, followed by a peak in 2020 with 261 articles. Since 2021, during the third phase, there has been a gradual decrease in the number of publications.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>The annual number of global publications and citations from 2013 to 2023.</p>
</caption>
<table frame="hsides" rules="groups">
<tbody>
<tr>
<td align="left" valign="top">
<inline-graphic xlink:href="fnagi-16-1380851-i001.tif"/>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec10">
<label>3.2</label>
<title>Country co-occurrence analysis</title>
<p>Through visual analysis using countries and institutions as nodes, a network graph depicting country/institution collaboration was generated (<xref ref-type="fig" rid="fig2">Figures 2</xref>, <xref ref-type="fig" rid="fig3">3</xref>). Eighty-five countries have contributed to research on Essential Tremor. The United States is at the forefront with 971 publications, surpassing the combined total of the next five leading countries. The purple circles outside the main circle represent betweenness centrality, a measure used to assess the likelihood of a node being on the shortest path within the network graph, indicative of the node&#x2019;s significance in the graph (nodes with a betweenness centrality value greater than 0.1 are considered key). Among the top 10 countries in terms of publication volume, Germany boasts the highest betweenness centrality (0.33).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Research collaboration map between countries.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Research collaboration map between institutions.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g003.tif"/>
</fig>
<p>The five institutions leading in publication volume are Columbia University (133 publications), Yale University (109), University of California System (91), University of Toronto (88), and Harvard University (81), all hailing from the United States. However, the betweenness centrality for these institutions is below 0.1, suggesting a relative dispersion in research collaboration among them (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>The top 10 institutes and countries in terms of publication count and centrality.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Country</th>
<th align="center" valign="top">Count</th>
<th align="center" valign="top">Centrality</th>
<th align="left" valign="top">Institute (Country)</th>
<th align="center" valign="top">Count</th>
<th align="center" valign="top">Centrality</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">United States</td>
<td align="center" valign="middle">971</td>
<td align="center" valign="middle">0.24</td>
<td align="left" valign="middle">Columbia University (United States)</td>
<td align="center" valign="middle">133</td>
<td align="center" valign="middle">0.07</td>
</tr>
<tr>
<td align="left" valign="middle">Germany</td>
<td align="center" valign="middle">250</td>
<td align="center" valign="middle">0.33</td>
<td align="left" valign="middle">Yale University (United States)</td>
<td align="center" valign="middle">109</td>
<td align="center" valign="middle">0.02</td>
</tr>
<tr>
<td align="left" valign="middle">China</td>
<td align="center" valign="middle">233</td>
<td align="center" valign="middle">0.03</td>
<td align="left" valign="middle">University of California System (United States)</td>
<td align="center" valign="middle">91</td>
<td align="center" valign="middle">0.02</td>
</tr>
<tr>
<td align="left" valign="middle">Canada</td>
<td align="center" valign="middle">168</td>
<td align="center" valign="middle">0.07</td>
<td align="left" valign="middle">University of Toronto (United States)</td>
<td align="center" valign="middle">88</td>
<td align="center" valign="middle">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">England</td>
<td align="center" valign="middle">159</td>
<td align="center" valign="middle">0.2</td>
<td align="left" valign="middle">Harvard University (United States)</td>
<td align="center" valign="middle">81</td>
<td align="center" valign="middle">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">Italy</td>
<td align="center" valign="middle">143</td>
<td align="center" valign="middle">0.15</td>
<td align="left" valign="middle">University of London (England)</td>
<td align="center" valign="middle">68</td>
<td align="center" valign="middle">0.03</td>
</tr>
<tr>
<td align="left" valign="middle">Spain</td>
<td align="center" valign="middle">143</td>
<td align="center" valign="middle">0.06</td>
<td align="left" valign="middle">University of Texas System (United States)</td>
<td align="center" valign="middle">66</td>
<td align="center" valign="middle">0.02</td>
</tr>
<tr>
<td align="left" valign="middle">Japan</td>
<td align="center" valign="middle">104</td>
<td align="center" valign="middle">0.09</td>
<td align="left" valign="middle">State University System of Florida (United States)</td>
<td align="center" valign="middle">66</td>
<td align="center" valign="middle">0.03</td>
</tr>
<tr>
<td align="left" valign="middle">France</td>
<td align="center" valign="middle">98</td>
<td align="center" valign="middle">0.15</td>
<td align="left" valign="middle">Harvard Medical School (United States)</td>
<td align="center" valign="middle">60</td>
<td align="center" valign="middle">0.04</td>
</tr>
<tr>
<td align="left" valign="middle">South Korea</td>
<td align="center" valign="middle">98</td>
<td align="center" valign="middle">0.01</td>
<td align="left" valign="middle">Center National de la Recherche Scientifique (France)</td>
<td align="center" valign="middle">58</td>
<td align="center" valign="middle">0.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Centrality: Centrality represents the importance of countries and institutions. The greater the Centrality, the more connections countries and institutions have with others, indicating a central position among them.</p>
</table-wrap-foot>
</table-wrap>
<p>Annotation: Within the diagram, the varying sizes of the dots reflect the publication output of each institution; a larger dot signifies a higher number of publications. The connecting lines between these dots symbolize the collaborative ties between institutions, where thicker lines represent more extensive collaboration. Surrounding these dots are purple circles, indicative of betweenness centrality. The thickness of these purple rings correlates with the level of centrality, with a thicker ring denoting a higher degree of centrality.</p>
</sec>
<sec id="sec11">
<label>3.3</label>
<title>Analysis of the authors&#x2019; collaboration network map</title>
<p>Employing &#x201C;authors&#x201D; as the focal nodes, a comprehensive visual analysis produced an intricate network map showcasing author collaborations, encompassing 507 nodes and 955 connecting lines (refer to <xref ref-type="fig" rid="fig4">Figure 4</xref>; <xref ref-type="table" rid="tab3">Table 3</xref>). Over the past decade, the most distinguished author in Essential Tremor research has been Louis, Elan D from the University of Texas Southwestern Medical Center, contributing an impressive 161 publications and also achieving the highest betweenness centrality score of 0.25. This highlights Louis, Elan D&#x2019;s extensive collaborations with other leading authors in the field, including Kuo, Sheng-Han (39 publications), Faust, Phyllis L (29 publications), and Cosentino, Stephanie (27 publications), who rank second, fourth, sixth, and seventh, respectively, in terms of publication volume. Such collaborations underscore Louis, Elan D&#x2019;s pivotal role and substantial influence in Essential Tremor research. Notably, the third most prolific author, Lozano, Andres M (35 publications), maintains close collaborative relationships with the ninth and tenth-ranked authors, Fasano, Alfonso (24 publications), and Hynynen, Kullervo (20 publications), indicating the formation of a robust international academic coalition centered around Louis, Elan D and Lozano, Andres M.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Author co-occurrence.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g004.tif"/>
</fig>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>The top 10 authors and their organizations.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author</th>
<th align="left" valign="top">Institute, Country</th>
<th align="center" valign="top">Count</th>
<th align="center" valign="top">Centrality</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Louis, Elan D</td>
<td align="left" valign="top">University of Texas Southwestern Medical Center, United States</td>
<td align="center" valign="top">161</td>
<td align="char" valign="top" char=".">0.25</td>
</tr>
<tr>
<td align="left" valign="top">Kuo, Sheng-Han</td>
<td align="left" valign="top">Columbia University, United States</td>
<td align="center" valign="top">39</td>
<td align="char" valign="top" char=".">0.07</td>
</tr>
<tr>
<td align="left" valign="top">Lozano, Andres M</td>
<td align="left" valign="top">University Toronto, Canada</td>
<td align="center" valign="top">35</td>
<td align="char" valign="top" char=".">0.08</td>
</tr>
<tr>
<td align="left" valign="top">Benito-Leon, Julian</td>
<td align="left" valign="top">Complutense University of Madrid, Spain</td>
<td align="center" valign="top">29</td>
<td align="char" valign="top" char=".">0.05</td>
</tr>
<tr>
<td align="left" valign="top">Okun, Michael S</td>
<td align="left" valign="top">University Florida, United States</td>
<td align="center" valign="top">29</td>
<td align="char" valign="top" char=".">0.15</td>
</tr>
<tr>
<td align="left" valign="top">Faust, Phyllis L</td>
<td align="left" valign="top">Columbia University, United States</td>
<td align="center" valign="top">27</td>
<td align="char" valign="top" char=".">0.04</td>
</tr>
<tr>
<td align="left" valign="top">Cosentino, Stephanie</td>
<td align="left" valign="top">Yale University, United States</td>
<td align="center" valign="top">27</td>
<td align="char" valign="top" char=".">0.01</td>
</tr>
<tr>
<td align="left" valign="top">Chang, Jin Woo</td>
<td align="left" valign="top">Yonsei Univ, South Korea</td>
<td align="center" valign="top">25</td>
<td align="char" valign="top" char=".">0.09</td>
</tr>
<tr>
<td align="left" valign="top">Fasano, Alfonso</td>
<td align="left" valign="top">University Toronto, Canada</td>
<td align="center" valign="top">24</td>
<td align="char" valign="top" char=".">0.13</td>
</tr>
<tr>
<td align="left" valign="top">Hynynen, Kullervo</td>
<td align="left" valign="top">Sunnybrook Res Inst, Canada</td>
<td align="center" valign="top">20</td>
<td align="char" valign="top" char=".">0.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Centrality represents the importance of authors. The greater the Centrality, the more connections the author has with other authors, indicating a central position among them.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec12">
<label>3.4</label>
<title>Advanced visual analysis of journal dual map overlays</title>
<p>The innovative dual map overlay functionality offers a detailed visual representation of the knowledge exchange between cited and citing articles, as showcased in <xref ref-type="fig" rid="fig5">Figure 5</xref>. The collection of citing journals described on the left side of the image represents the forefront of essential tremor research field. Conversely, the right side is grounded in the disciplines of the cited literature, establishing the foundational research landscape in the essential tremor field. The depicted curves elegantly trace the routes of citation paths.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Journal dual map overlays.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g005.tif"/>
</fig>
<p>A noteworthy highlight is the journal &#x2018;Movement Disorders&#x2019; (Impact Factor&#x2009;=&#x2009;9.698), which emerges as the most frequently cited publication in this domain. The analysis identifies three principal citation trajectories. The orange trajectory reveals a significant influence of journals in the Molecular/Biological/Immunology fields by works published in Molecular/Bio/Genetics (<italic>z</italic>&#x2009;=&#x2009;5.824, <italic>f</italic>&#x2009;=&#x2009;3,152) and Psychology/Education/Sociology (<italic>z</italic>&#x2009;=&#x2009;2.443, <italic>f</italic>&#x2009;=&#x2009;1,420). Similarly, the green trajectory underscores how publications in the Medicine/Medical/Clinical spheres are substantially shaped by insights from the Psychology/Education/Sociology (<italic>z</italic>&#x2009;=&#x2009;1.771, f&#x2009;=&#x2009;1,076) disciplines. The Journal Dual Map Overlays prediction of journal maps suggests that the hotspots and trends in essential tremor research will converge in the molecular/biological/pharmacological domain.</p>
<p>Annotation: In the figure, each ellipse symbolizes the volume of publications associated with a specific journal. The length of an ellipse&#x2019;s horizontal axis represents the number of authors involved, whereas its vertical axis length indicates the quantity of papers published by the journal. Z: The Z-score is a statistical metric employed to ascertain the relative position of a specific data point within a dataset. F: Frequency of citations.</p>
</sec>
<sec id="sec13">
<label>3.5</label>
<title>Keyword co-occurrence analysis</title>
<p>The network map showcasing co-occurring keywords vividly illustrates the principal research areas (as seen in <xref ref-type="fig" rid="fig6">Figure 6</xref>; <xref ref-type="table" rid="tab4">Table 4</xref>), This analysis principally revolves around the frequency of occurrence of these keywords, Moving beyond central thematic terms, the most recurrent keywords over the past decade have been &#x201C;Parkinson&#x2019;s disease,&#x201D; &#x201C;deep brain stimulation,&#x201D; &#x201C;movement disorders,&#x201D; &#x201C;prevalence,&#x201D; &#x201C;disease,&#x201D; &#x201C;subthalamic nucleus,&#x201D; &#x201C;diagnosis,&#x201D; &#x201C;thalamotomy,&#x201D; and &#x201C;surgery&#x201D;.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>A network map of co-occurring keywords.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g006.tif"/>
</fig>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>The top 10 most frequent keywords.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Rank</th>
<th align="left" valign="top">Keywords</th>
<th align="center" valign="top">Count</th>
<th align="center" valign="top">Centrality</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1</td>
<td align="left" valign="middle">Essential tremor</td>
<td align="center" valign="middle">1,366</td>
<td align="char" valign="middle" char=".">0</td>
</tr>
<tr>
<td align="left" valign="middle">2</td>
<td align="left" valign="middle">Parkinsons disease</td>
<td align="center" valign="middle">775</td>
<td align="char" valign="middle" char=".">0</td>
</tr>
<tr>
<td align="left" valign="middle">3</td>
<td align="left" valign="middle">Deep brain stimulation</td>
<td align="center" valign="middle">542</td>
<td align="char" valign="middle" char=".">0.02</td>
</tr>
<tr>
<td align="left" valign="middle">4</td>
<td align="left" valign="middle">Movement disorders</td>
<td align="center" valign="middle">206</td>
<td align="char" valign="middle" char=".">0.03</td>
</tr>
<tr>
<td align="left" valign="middle">5</td>
<td align="left" valign="middle">Prevalence</td>
<td align="center" valign="middle">195</td>
<td align="char" valign="middle" char=".">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">6</td>
<td align="left" valign="middle">Disease</td>
<td align="center" valign="middle">186</td>
<td align="char" valign="middle" char=".">0.02</td>
</tr>
<tr>
<td align="left" valign="middle">7</td>
<td align="left" valign="middle">Subthalamic nucleus</td>
<td align="center" valign="middle">149</td>
<td align="char" valign="middle" char=".">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">8</td>
<td align="left" valign="middle">Diagnosis</td>
<td align="center" valign="middle">131</td>
<td align="char" valign="middle" char=".">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">9</td>
<td align="left" valign="middle">Thalamotomy</td>
<td align="center" valign="middle">117</td>
<td align="char" valign="middle" char=".">0.03</td>
</tr>
<tr>
<td align="left" valign="middle">10</td>
<td align="left" valign="middle">Surgery</td>
<td align="center" valign="middle">114</td>
<td align="char" valign="middle" char=".">0.03</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec14">
<label>3.6</label>
<title>Keyword clustering analysis</title>
<p>Clustering map of co-occurring keywords presents a clustering map of co-occurring keywords, visually depicting the interconnectedness and thematic grouping of these research areas.</p>
<p>The keyword clustering analysis reveals a Q value of 0.4616, surpassing the threshold of 0.3, and an S value of 0.7363, exceeding 0.7. These values collectively suggest a high level of trustworthiness in the clustering outcomes. Specifically, a Q value above 0.3 indicates a pronounced community structure within the clustering, while an S value greater than 0.7 reflects a robust credibility in the results. The analysis successfully identified 11 distinct clustering labels, each representing a unique subfield in the study of essential tremor. These labels are further grouped into thematic classes: #0, #2, #3, #6, and #8 form the first class, focusing primarily on the treatment research of essential tremor; #4, #5, #7, and #10 constitute the second class, centered on exploring the mechanisms of essential tremor; and #1 and #9 make up the third class, dedicated to investigating the symptoms and epidemiological aspects of essential tremor. These classifications are illustrated in <xref ref-type="fig" rid="fig7">Figure 7</xref> and detailed in <xref ref-type="table" rid="tab5">Table 5</xref>.</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Clustering map of co-occurring keywords.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g007.tif"/>
</fig>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>List of keywords cluster labels of postural control studies in ET.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Cluster-ID</th>
<th align="center" valign="top">Size</th>
<th align="center" valign="top">Silhouette</th>
<th align="left" valign="top">Cluster name</th>
<th align="left" valign="top">Cluster labels (LLR)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">#0</td>
<td align="center" valign="top">77</td>
<td align="char" valign="top" char=".">0.696</td>
<td align="left" valign="top">Deep brain stimulation</td>
<td align="left" valign="top">Deep brain stimulation; gene; mutations; genetics; purkinje cell</td>
</tr>
<tr>
<td align="left" valign="top">#1</td>
<td align="center" valign="top">71</td>
<td align="char" valign="top" char=".">0.764</td>
<td align="left" valign="top">Cognition</td>
<td align="left" valign="top">Deep brain stimulation; cognition; clinical; depression; dementia</td>
</tr>
<tr>
<td align="left" valign="top">#2</td>
<td align="center" valign="top">66</td>
<td align="char" valign="top" char=".">0.691</td>
<td align="left" valign="top">Focused ultrasound</td>
<td align="left" valign="top">Focused ultrasound; thalamotomy; mr-guided focused ultrasound; mrgfus; thermal ablation</td>
</tr>
<tr>
<td align="left" valign="top">#3</td>
<td align="center" valign="top">63</td>
<td align="char" valign="top" char=".">0.742</td>
<td align="left" valign="top">Functional neurosurgery</td>
<td align="left" valign="top">Deep brain stimulation; functional neurosurgery; tractography; zona incerta; ventral intermediate nucleus</td>
</tr>
<tr>
<td align="left" valign="top">#4</td>
<td align="center" valign="top">62</td>
<td align="char" valign="top" char=".">0.692</td>
<td align="left" valign="top">Magnetic resonance imaging</td>
<td align="left" valign="top">Magnetic resonance imaging; cortical thickness; motor cortex; connectivity; voxel-based morphometry</td>
</tr>
<tr>
<td align="left" valign="top">#5</td>
<td align="center" valign="top">54</td>
<td align="char" valign="top" char=".">0.617</td>
<td align="left" valign="top">Local field potentials</td>
<td align="left" valign="top">Local field potentials; synchrony; oscillations; parkinsonian tremor; neuronal oscillations</td>
</tr>
<tr>
<td align="left" valign="top">#6</td>
<td align="center" valign="top">53</td>
<td align="char" valign="top" char=".">0.8</td>
<td align="left" valign="top">Transcranial sonography</td>
<td align="left" valign="top">Transcranial sonography; substantia nigra; datscan; deep brain stimulation; multiple system atrophy</td>
</tr>
<tr>
<td align="left" valign="top">#7</td>
<td align="center" valign="top">30</td>
<td align="char" valign="top" char=".">0.869</td>
<td align="left" valign="top">Essential tremor</td>
<td align="left" valign="top">Essential tremor; validation; neurons; deterministic tractography; probabilistic tractography</td>
</tr>
<tr>
<td align="left" valign="top">#8</td>
<td align="center" valign="top">20</td>
<td align="char" valign="top" char=".">0.902</td>
<td align="left" valign="top">Neurostimulation</td>
<td align="left" valign="top">Deep brain stimulation (dbs); neurostimulation; gait; intention tremor; kinematic analysis</td>
</tr>
<tr>
<td align="left" valign="top">#9</td>
<td align="center" valign="top">17</td>
<td align="char" valign="top" char=".">0.889</td>
<td align="left" valign="top">Epidemiology</td>
<td align="left" valign="top">Epidemiology; population-based study; elderly; death certificates; premotor symptoms</td>
</tr>
<tr>
<td align="left" valign="top">#10</td>
<td align="center" valign="top">5</td>
<td align="char" valign="top" char=".">0.99</td>
<td align="left" valign="top">Harmane</td>
<td align="left" valign="top">Harmane; toxicant; toxin; beta-carboline alkaloid; epidemiology</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;LLR is Log-Likelihood Ratio.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec15">
<label>3.7</label>
<title>Analysis of keyword bursts</title>
<p>Research on keyword citation bursts provides a clear reflection of the predominant research topics within a field&#x2019;s literature over a specific period, as depicted in <xref ref-type="fig" rid="fig8">Figure 8</xref>. Analyzing the timeframe from 2013 to 2016, the prominent keywords that surged were gene, Alzheimer&#x2019;s disease, population, risk factors, subthalamic nucleus, stimulation, dysfunction, dementia, and mechanism. This highlights a focus on functional disorders and epidemiological characteristics of essential tremor. From 2017 to 2019, the emerging keywords shifted to &#x2018;expression, botulinum toxin, disorders, gamma knife thalamotomy, posterior subthalamic area, DBS, connectivity,&#x2019; signaling a global research interest in the mechanisms and surgical interventions for essential tremor. Botulinum toxin, a treatment option for essential tremor since the 1990s (<xref ref-type="bibr" rid="ref14">Demiryurek, 2021</xref>; <xref ref-type="bibr" rid="ref53">Mittal and Pandey, 2022</xref>), had not been widely adopted due to side effects such as muscle weakness following injection. However, recent advancements in injection techniques have revitalized interest in botulinum toxin as a potential treatment (<xref ref-type="bibr" rid="ref51">Mittal et al., 2020</xref>). &#x201C;Gamma knife thalamotomy and dbs&#x201D; is the surgical treatment for idiopathic tremor (<xref ref-type="bibr" rid="ref22">Ferreira et al., 2019</xref>; <xref ref-type="bibr" rid="ref29">Horisawa et al., 2023</xref>)&#x201D;. Posterior subthalamic area&#x201D; is one of the common targets for DBS (<xref ref-type="bibr" rid="ref22">Ferreira et al., 2019</xref>).</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>The top keywords with the strongest citation bursts.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g008.tif"/>
</fig>
<p>The period from 2020 to 2023 marks the third phase, with key terms including consensus statement, classification, trial, network, disease, ventral intermediate nucleus, functional neurosurgery, scale, outcome, and MR-guided focused ultrasound. This era witnessed the maturation of research in essential tremor, notably marked by the development of consensus statements. Comparative studies of different surgical techniques also increased. <xref ref-type="bibr" rid="ref20">Fan et al. (2022)</xref> conducted a review of recent clinical research on the ventral intermediate nucleus (VIM) and posterior subthalamic area (PSA) deep brain stimulation (DBS). Their findings suggest that while both PSA-DBS and VIM-DBS are effective in reducing tremors, PSA-DBS is more effective and safer over a 12&#x2013;24&#x2009;month period. Furthermore, MR-guided focused ultrasound (MRgFUS) has gained significant attention in recent years. This incision-free surgical technique, which utilizes focused ultrasound for thalamotomy, poses fewer risks and offers substantial improvement in tremor symptoms (<xref ref-type="bibr" rid="ref24">Gallay et al., 2020</xref>; <xref ref-type="bibr" rid="ref71">W&#x00FC;llner, 2020</xref>). However, it is associated with considerable side effects, as reports indicate that up to 15% of patients may experience permanent deficits such as sensory issues, weakness, and gait instability post-surgery (<xref ref-type="bibr" rid="ref24">Gallay et al., 2020</xref>; <xref ref-type="bibr" rid="ref62">Sinai et al., 2020</xref>; <xref ref-type="bibr" rid="ref1">Abe et al., 2021</xref>; <xref ref-type="bibr" rid="ref2">Agrawal et al., 2021</xref>; <xref ref-type="bibr" rid="ref47">Lu et al., 2022</xref>).</p>
</sec>
<sec id="sec16">
<label>3.8</label>
<title>Co-citation analysis</title>
<p>In instances where two or more papers are referenced by another publication, a co-citation relationship is established among these referenced works in the academic literature. This phenomenon of co-citation is visually represented through a network map, where &#x2018;references&#x2019; serve as nodes, culminating in a total of 613 nodes (<xref ref-type="fig" rid="fig9">Figure 9</xref>).</p>
<fig position="float" id="fig9">
<label>Figure 9</label>
<caption>
<p>Highly-cited publications and co-cited references.</p>
</caption>
<graphic xlink:href="fnagi-16-1380851-g009.tif"/>
</fig>
<p>The primary metric employed in this analysis is the frequency of co-citations, as outlined in <xref ref-type="table" rid="tab6">Table 6</xref>. Citation frequency stands as a crucial metric for assessing the significance of academic literature, reflecting its scholarly impact within the corresponding field. The top 10 co-cited publications predominantly consist of 1 consensus paper (<xref ref-type="bibr" rid="ref4">Bhatia et al., 2018</xref>), 3 review articles (<xref ref-type="bibr" rid="ref44">Louis and Ferreira, 2010</xref>; <xref ref-type="bibr" rid="ref26">Haubenberger and Hallett, 2018</xref>; <xref ref-type="bibr" rid="ref41">Louis and Faust, 2020a</xref>), 2 Cross-S studies (<xref ref-type="bibr" rid="ref5">Boutet et al., 2018</xref>; <xref ref-type="bibr" rid="ref11">Chang et al., 2018</xref>), 1 RCT (<xref ref-type="bibr" rid="ref19">Elias et al., 2016</xref>), and 3 SAT papers (<xref ref-type="bibr" rid="ref18">Elias et al., 2013</xref>; <xref ref-type="bibr" rid="ref37">Lipsman et al., 2013</xref>; <xref ref-type="bibr" rid="ref10">Chang et al., 2015</xref>).</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>The top 10 highly cited studies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Rank</th>
<th align="left" valign="top">Title</th>
<th align="left" valign="top">Type</th>
<th align="center" valign="top">Year</th>
<th align="center" valign="top">Centrality</th>
<th align="left" valign="top">Journal</th>
<th align="center" valign="top">IF</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="left" valign="top">Consensus Statement on the Classification of Tremors. From the Task Force on Tremor of the International Parkinson and Movement Disorder Society</td>
<td align="left" valign="top">Consensus</td>
<td align="center" valign="top">2018</td>
<td align="char" valign="top" char=".">0.23</td>
<td align="left" valign="top">Movement Disorders</td>
<td align="char" valign="top" char=".">8.5</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="left" valign="top">A Randomized Trial of Focused Ultrasound Thalamotomy for Essential Tremor</td>
<td align="left" valign="top">RCT</td>
<td align="center" valign="top">2016</td>
<td align="char" valign="top" char=".">0.15</td>
<td align="left" valign="top">New England Journal of Medicine</td>
<td align="char" valign="top" char=".">158.5</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="left" valign="top">MR-guided focused ultrasound thalamotomy for essential tremor: a proof-of-concept study</td>
<td align="left" valign="top">SAT</td>
<td align="center" valign="top">2013</td>
<td align="char" valign="top" char=".">0.12</td>
<td align="left" valign="top">Lancet Neurology</td>
<td align="char" valign="top" char=".">48</td>
</tr>
<tr>
<td align="left" valign="top">4</td>
<td align="left" valign="top">A Pilot Study of Focused Ultrasound Thalamotomy for Essential Tremor</td>
<td align="left" valign="top">SAT</td>
<td align="center" valign="top">2013</td>
<td align="char" valign="top" char=".">0.06</td>
<td align="left" valign="top">New England Journal of Medicine</td>
<td align="char" valign="top" char=".">158.5</td>
</tr>
<tr>
<td align="left" valign="top">5</td>
<td align="left" valign="top">Essential Tremor</td>
<td align="left" valign="top">Review</td>
<td align="center" valign="top">2018</td>
<td align="char" valign="top" char=".">0.04</td>
<td align="left" valign="top">New England Journal of Medicine</td>
<td align="char" valign="top" char=".">158.5</td>
</tr>
<tr>
<td align="left" valign="top">6</td>
<td align="left" valign="top">How Common Is the Most Common Adult Movement Disorder? Update on the Worldwide Prevalence of Essential Tremor</td>
<td align="left" valign="top">Review</td>
<td align="center" valign="top">2010</td>
<td align="char" valign="top" char=".">0.06</td>
<td align="left" valign="top">Movement Disorders</td>
<td align="char" valign="top" char=".">8.6</td>
</tr>
<tr>
<td align="left" valign="top">7</td>
<td align="left" valign="top">A Prospective Trial of Magnetic Resonance-Guided Focused Ultrasound Thalamotomy for Essential Tremor: Results at the 2-Year Follow-up</td>
<td align="left" valign="top">Cross-S</td>
<td align="center" valign="top">2018</td>
<td align="char" valign="top" char=".">0.03</td>
<td align="left" valign="top">Annals of Neurology</td>
<td align="char" valign="top" char=".">11.2</td>
</tr>
<tr>
<td align="left" valign="top">8</td>
<td align="left" valign="top">Unilateral magnetic resonance guided focused ultrasound thalamotomy for essential tremor: practices and clinicoradiological outcomes</td>
<td align="left" valign="top">SAT</td>
<td align="center" valign="top">2015</td>
<td align="char" valign="top" char=".">0.01</td>
<td align="left" valign="top">Journal of Neurology Neurosurgery And Psychiatry</td>
<td align="char" valign="top" char=".">11.8</td>
</tr>
<tr>
<td align="left" valign="top">9</td>
<td align="left" valign="top">Focused ultrasound thalamotomy location determines clinical benefits in patients with essential tremor</td>
<td align="left" valign="top">Cross-S</td>
<td align="center" valign="top">2018</td>
<td align="char" valign="top" char=".">0.03</td>
<td align="left" valign="top">Brain</td>
<td align="char" valign="top" char=".">14.5</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="left" valign="top">Essential tremor pathology: neurodegeneration and reorganization of neuronal connections</td>
<td align="left" valign="top">Review</td>
<td align="center" valign="top">2020</td>
<td align="char" valign="top" char=".">0.03</td>
<td align="left" valign="top">Nature Reviews Neurology</td>
<td align="char" valign="top" char=".">38.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>These top 10 most frequently cited references reveal the pivotal themes dominating essential tremor research over the last decade. An analysis of the literature&#x2019;s content shows a predominant focus on surgical treatments among researchers. Within this group of papers, 6 specifically address focused ultrasound thalamotomy, encompassing 1 RCT (<xref ref-type="bibr" rid="ref19">Elias et al., 2016</xref>), 2 Cross-S studies (<xref ref-type="bibr" rid="ref5">Boutet et al., 2018</xref>; <xref ref-type="bibr" rid="ref11">Chang et al., 2018</xref>), and 3 SAT papers (<xref ref-type="bibr" rid="ref18">Elias et al., 2013</xref>; <xref ref-type="bibr" rid="ref37">Lipsman et al., 2013</xref>; <xref ref-type="bibr" rid="ref10">Chang et al., 2015</xref>). This demonstrates the rising prominence of MRgFUS as a favored surgical intervention for essential tremor. Notably, Elias WJ published clinical trials on MRgFUS in the New England Journal of Medicine (IF&#x2009;=&#x2009;158.5) in 2013 (<xref ref-type="bibr" rid="ref18">Elias et al., 2013</xref>) and 2016 (<xref ref-type="bibr" rid="ref19">Elias et al., 2016</xref>). The outcomes of these trials highlight the efficacy of MRgFUS in reducing hand tremor scores, ameliorating disability, and enhancing the quality of life for patients with essential tremor. However, it is also important to note the potential side effects, including sensory disturbances and gait disorders, associated with this treatment.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec17">
<label>4</label>
<title>Discussion</title>
<p>This study employed the Web of Science (WOS) database to retrieve literature relevant to essential tremor spanning the years 2013 to 2023. Citespace 6.2.R6 software was then utilized for an in-depth analysis of the literature, aiming to identify current research hotspots and emerging frontiers in the study of essential tremor.</p>
<sec id="sec18">
<label>4.1</label>
<title>Current state of research</title>
<p>Over the past decade, research on essential tremor has been on the rise, with the highest volume of publications occurring from 2020 to 2022. Essential tremor is progressively emerging as a focal point of research interest. The United States leads in publication volume, with the top five contributing institutions all based in the United States, thus establishing a dominant position in this field. However, inter-institutional collaborations appear to be limited.</p>
<p>Keyword co-occurrence and clustering analysis indicate&#xFF0C;recent trends suggest research on ET has predominantly concentrated on epidemiology, pathophysiology, and treatment. Notably, treatment studies have garnered the most attention including advanced surgical techniques like DBS and MR-guided focused ultrasound thalamotomy. Analysis of keyword bursts reveals, significant shifts in the prevailing topics of ET research have occurred over the past decade. Ten years ago, burst keywords suggested that ET research primarily centered on genetics, symptoms, risk factors, and pathogenesis. At this stage, international understanding of ET was still in its exploratory stage. Subsequently, the focus of research gradually shifted to treatment, with medications and surgical interventions becoming mainstream areas of study. Presently, research on ET has progressed beyond the initial understanding of the disease to explore its mechanistic underpinnings more deeply. Technological advancements have also paved the way for advancements in surgical procedures.</p>
<p>In the visualization analysis conducted Elan D. Louis from the University of Texas Southwestern Medical Center stands out with the highest number of publications (69 papers) focusing on the pathomechanism of essential tremor. Louis&#x2019;s work includes a review of previous studies that link essential tremor to cerebellar dysfunction suggesting that essential tremor may be the most prevalent form of cerebellar degeneration (<xref ref-type="bibr" rid="ref38">Louis, 2016a</xref>,<xref ref-type="bibr" rid="ref39">b</xref>; <xref ref-type="bibr" rid="ref42">Louis and Faust, 2020b</xref>,<xref ref-type="bibr" rid="ref43">c</xref>).</p>
<p>Regarding journals, Movement Disorders is distinguished by leading in both publication volume and citation count. In the last decade, Movement Disorders published 581 articles on essential tremor, representing 1/4 of the total publications in this field. The most frequently co-cited paper is the &#x201C;Consensus Statement on the Classification of Tremors from the Task Force on Tremor of the International Parkinson and Movement Disorder Society,&#x201D; also featured in Movement Disorders. This underscores the pivotal role of the Movement Disorders journal in the realm of essential tremor research.</p>
</sec>
<sec id="sec19">
<label>4.2</label>
<title>Research hotspots and frontiers</title>
<p>The visualization research results, including keyword co-occurrence, burst analysis, and co-citation clustering, effectively reveal the evolving research trends and focal points in essential tremor. The findings of bibliometric analysis reveal a substantial increase in academic publications over the past decade pertaining to the biological mechanisms, epidemiology, genetics, and treatment modalities of ET.</p>
<p>The incidence rates of ET vary geographically, with differences observed among countries and regions. In 2021, Louis and McCreary conducted an extensive review of the most recent epidemiological data related to ET. Their comprehensive analysis integrated findings from 42 studies conducted in 23 countries across six continents, revealing a global prevalence of ET at 1.33%, showing an association with age. Surprisingly, the study discounted any correlation between ET and gender. However, the amalgamated literature in this study exhibited significant heterogeneity, potentially compromising the reliability of the outcomes. Notably, an investigation into the prevalence of pediatric ET reported an incidence rate of 0.41%.</p>
<p>The genetics of ET remains a longstanding and significant topic within the field. Research on genetic testing for ET is crucial and has the potential to enhance our understanding of the pathophysiology of ET. The growing body of literature in recent years reflects an increasing interest in this area. Reports indicate that 30&#x2013;70% of individuals with ET have a positive family history (<xref ref-type="bibr" rid="ref68">Wagle, 2022</xref>). So far, genetic association studies have pinpointed a minimum of 20 genes that may confer either increased protection or heightened risk for developing ET. However, current genetic studies often yield conflicting results, potentially due to ethnic disparities, necessitating further research for validation (<xref ref-type="bibr" rid="ref15">Deng et al., 2019</xref>; <xref ref-type="bibr" rid="ref63">Siokas et al., 2020</xref>).</p>
<p>The investigation into the pathophysiological mechanisms of ET remains at the forefront of research. The specific mechanisms driving tremor generation in ET are still not fully elucidated. Currently, prominent hypotheses include the neurodegenerative, central oscillatory network, and GABAergic hypotheses (<xref ref-type="bibr" rid="ref27">Helmich et al., 2013</xref>). Recent bibliometric findings indicate an increasing involvement of the cerebellum in the pathophysiology of primary tremor (<xref ref-type="bibr" rid="ref3">Benito-Le&#x00F3;n and Labiano-Fontcuberta, 2016</xref>; <xref ref-type="bibr" rid="ref49">Marin-Lahoz and Gironell, 2016</xref>; <xref ref-type="bibr" rid="ref40">Louis, 2018</xref>). Postmortem analysis of ET patients&#x2019; brains has revealed cerebellar damage, with significant pathological alterations in Purkinje fibers, such as Purkinje cell loss and axonal swelling. Neurons in proximity to Purkinje fibers may also be impacted (<xref ref-type="bibr" rid="ref41">Louis and Faust, 2020a</xref>; <xref ref-type="bibr" rid="ref65">Van den Berg and Helmich, 2021</xref>; <xref ref-type="bibr" rid="ref45">Louis et al., 2023</xref>). Alongside cerebellar morphological changes, research is delving into molecular pathways encompassing calcium signaling, synaptic transmission, axonal guidance, microtubule activity, and intracellular transport pathways between the endoplasmic reticulum and the Golgi apparatus (<xref ref-type="bibr" rid="ref41">Louis and Faust, 2020a</xref>; <xref ref-type="bibr" rid="ref65">Van den Berg and Helmich, 2021</xref>). Furthermore, the locus coeruleus (LC) represents a promising target. The recent implementation of neuromelanin-sensitive MRI (NM-MRI) techniques has furnished quantitative tools for assessing the LC and substantia nigra (SN) (<xref ref-type="bibr" rid="ref61">Shill et al., 2008</xref>; <xref ref-type="bibr" rid="ref13">Chen et al., 2014</xref>). Research has identified marked LC degeneration in individuals with ET (<xref ref-type="bibr" rid="ref69">Wang et al., 2023</xref>). Additionally, <xref ref-type="bibr" rid="ref48">Lv et al. (2023)</xref> noted a heightened severity of LC degeneration in non-head tremor subtype of essential tremor.</p>
<p>With the advancement of technology and further research into the pathophysiological mechanisms, surgical techniques for ET have been rapidly updated. Deep brain stimulation (DBS) has recently overtaken thalamotomy as the preferred surgical approach for treating essential tremor (<xref ref-type="bibr" rid="ref33">Kiss et al., 2003</xref>). Conventionally, DBS has targeted the ventral intermediate nucleus (ViM) of the thalamus, involving the placement of unilateral or bilateral leads (<xref ref-type="bibr" rid="ref16">Diaz et al., 2020</xref>; <xref ref-type="bibr" rid="ref70">Wong et al., 2020</xref>). The efficacy of this method has been well-established through extensive clinical use (<xref ref-type="bibr" rid="ref22">Ferreira et al., 2019</xref>; <xref ref-type="bibr" rid="ref35">Krauss et al., 2021</xref>). However, the posterior subthalamic area (PSA) has gained attention as an alternative target (<xref ref-type="bibr" rid="ref30">Iorio-Morin et al., 2020</xref>). A meta-analysis by <xref ref-type="bibr" rid="ref20">Fan et al. (2022)</xref> reviewed recent DBS studies targeting both ViM and PSA, revealing that PSA is superior to ViM in terms of tremor improvement and sensitivity, and has fewer stimulation-related complications (SRC). Nonetheless, the incidence of common DBS complications, such as dysarthria and gait ataxia, does not significantly differ between the two targets. It is noteworthy that previous studies on the ViM target were primarily small-scale or single-sample, potentially affecting their reliability. Therefore, the asserted superiority of ViM necessitates further validation through large-scale, multi-center randomized controlled trials&#x201D;.</p>
<p>In addition, transcranial magnetic resonance-guided focused ultrasound (MRgFUS) has emerged as a promising surgical technique. This innovative method allows the focused ultrasound to penetrate the skull without heating the bone (<xref ref-type="bibr" rid="ref66">van der Stouwe et al., 2023</xref>). The VIM nucleus of thalamus is a typical ablation target (<xref ref-type="bibr" rid="ref64">Su et al., 2020</xref>; <xref ref-type="bibr" rid="ref31">Jameel et al., 2022</xref>). The non-invasive nature of transcranial MRgFUS significantly reduces surgical risks (<xref ref-type="bibr" rid="ref21">Ferreira Felloni Borges et al., 2023</xref>). However, it&#x2019;s important to note that the current efficacy of MRgFUS does not seem to be satisfactory. In studies to date, unilateral MRgFUS thalamectomy in patients with essential tremor resulted in only about 40% improvement on the Clinical Rating Scale for tremor (CRST) at 3&#x2009;months after treatment (<xref ref-type="bibr" rid="ref19">Elias et al., 2016</xref>), which is less than the improvements observed with traditional deep brain stimulation (DBS) and radiofrequency thalamotomy. Additionally, side effects such as sensory, motor, and gait abnormalities can occur in up to 40% of MRgFUS thalamotomy cases (<xref ref-type="bibr" rid="ref25">Germann et al., 2024</xref>). Interestingly, the efficacy of MRgFUS also appears to be related to the target of action (<xref ref-type="bibr" rid="ref31">Jameel et al., 2022</xref>). Research by Alexandre and colleagues suggests that the effectiveness and acute adverse reactions of MRgFUS in essential tremor patients highly depend on the precise location and size of the focused ultrasound thalamotomy. A cross-sectional study (<xref ref-type="bibr" rid="ref25">Germann et al., 2024</xref>) using diffusion-weighted imaging after MRgFUS surgery identified lesions associated with sensory abnormalities, gait/discrimination impairments, motor disorders, and speech abnormalities, affecting the medial lemniscus, dentato-rubro-thalamic tract, and corticospinal tract. Jurgen and colleagues (<xref ref-type="bibr" rid="ref25">Germann et al., 2024</xref>) also confirmed that variations in the location of MRgFUS lesions influence the rate of adverse reactions. However, the identification of optimal targeting locations for better efficacy and fewer adverse reactions requires further research.</p>
<p>In movement disorders, the use of botulinum toxin is relatively widespread, as evidenced in conditions like Parkinson&#x2019;s disease, multiple sclerosis, and essential tremor (<xref ref-type="bibr" rid="ref56">Niemann and Jankovic, 2018</xref>; <xref ref-type="bibr" rid="ref72">Zheng et al., 2020</xref>; <xref ref-type="bibr" rid="ref59">Samotus et al., 2022</xref>). Botulinum toxin works by inhibiting acetylcholine release at neuromuscular junctions, thus blocking nerve impulses between nerves and muscles and effectively reducing tremors (<xref ref-type="bibr" rid="ref36">Liao et al., 2022</xref>; <xref ref-type="bibr" rid="ref50">Marques et al., 2023</xref>). However, when used in essential tremor, it may lead to muscle weakness at the injection site. Recently, principles of precision medicine have been applied to botulinum toxin treatments. The Yale protocol (<xref ref-type="bibr" rid="ref52">Mittal et al., 2017</xref>) and computerized kinematic tremor assessment (<xref ref-type="bibr" rid="ref58">Samotus et al., 2017</xref>) have substantially improved the management of side effects. The Yale protocol involves pre-injection electromyography screening of 8&#x2013;10 forearm muscles, including two proximal and lumbar muscles, to plan the treatment strategy. The computerized kinematic tremor assessment uses multi-sensor kinematic technology on the entire arm to identify tremor-affected muscle groups, enabling the customization of BoNT injections for 7 forearm and 6 proximal muscles. Studies (<xref ref-type="bibr" rid="ref58">Samotus et al., 2017</xref>; <xref ref-type="bibr" rid="ref51">Mittal et al., 2020</xref>) have shown that customized toxin dosing offers superior treatment effectiveness and reduced side effects compared to fixed-dose, fixed-muscle injections. However, there are currently no updated protocols for botulinum toxin injections targeting head tremors. In a study by Ana and colleagues (<xref ref-type="bibr" rid="ref50">Marques et al., 2023</xref>) involving injections into the sternocleidomastoid muscle, a significant effect was observed in 31% of patients, but over 50% experienced side effects such as neck pain, muscle weakness, and swallowing difficulties.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec20">
<label>5</label>
<title>Conclusion</title>
<p>In a groundbreaking initiative, this study utilizes Citespace for an extensive visual analysis of the literature on essential tremor. It offers a clear and intuitive overview of the current research landscape, highlighting key areas of focus and potential future development trends in the field. The notable research areas and emerging trends identified include: firstly, analyzing the global epidemiology of ET to determine its prevalence across diverse regions and age groups; secondly, conducting genetic testing to pinpoint genetic loci linked to ET and investigate interethnic variations; thirdly, delving into the pathophysiological mechanisms of essential tremor, placing particular emphasis on the correlation between cerebellar function and molecular underpinnings; fourthly, exploring alternative surgical strategies for treating essential tremor and identifying optimal targets for DBS and MRgFUS; and lastly, advancing the treatment of essential tremor through innovations in botulinum toxin injections.</p>
</sec>
<sec sec-type="author-contributions" id="sec21">
<title>Author contributions</title>
<p>LZ: Writing &#x2013; original draft. SC: Writing &#x2013; review &#x0026; editing. XX: Conceptualization, Writing &#x2013; original draft. HB: Software, Writing &#x2013; review &#x0026; editing. BH: Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec22">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec23">
<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 sec-type="disclaimer" id="sec24">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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