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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2024.1392844</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Visual analysis of the research frontiers, hotspots and trends of exercise therapy intervention in tumor-related sleep-wake disorders</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Han</surname>
<given-names>Jilei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhang</surname>
<given-names>Jiachen</given-names>
</name>
<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/2315292"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Litao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1885645"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Juan</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Peng</surname>
<given-names>Xitao</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/funding-acquisition/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ying</surname>
<given-names>Chenlin</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Zhiqing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Mu</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Chang</surname>
<given-names>Lihua</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Yani</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2155389"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Sports Center, Xi'an Jiaotong University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Xi'an Jiaotong University Health Science Center</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Dermatologic Allergies (Allergies), Tianjin Academy of Traditional Chinese Medicine Affiliated Hospital</institution>, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Physical Education, The High School Affiliated to Xi&#x2019;an Jiaotong University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Teaching Center for Physical Education, Xi'an Jiaotong University City College</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Obstetrics and Gynecology, the Second Affiliated Hospital of Xi'an Jiaotong University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Preventive Health and Community Service, the Second Affiliated Hospital of Xi'an Jiaotong University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Library of the Academic Affairs Department, the Second Affiliated Hospital of Xi'an Jiaotong University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Philip Rosenberg, National Cancer Institute (NIH), United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Liam Humphreys, Sheffield Hallam University, United Kingdom</p>
<p>Antje Dr. Buettner-Teleaga, Woosuk University, Republic of Korea</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Yani Zhang, <email xlink:href="mailto:603764688@qq.com">603764688@qq.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1392844</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Han, Zhang, Zhang, Guo, Peng, Ying, Li, Li, Chang and Zhang</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Han, Zhang, Zhang, Guo, Peng, Ying, Li, Li, Chang and Zhang</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>Objective</title>
<p>To systematically understand the research frontiers, hotspots and development trends of exercise therapy in the intervention of tumor-related sleep-wake disorders, and to provide scientific basis for follow-up research.</p>
</sec>
<sec>
<title>Methods</title>
<p>Downloaded the original research papers on February 26, 2024, from the Web of Science core collection database, on tumor-associated sleep-wake disorders. The data that met the inclusion criteria were imported into the Bibliometric Analysis Platform (<ext-link ext-link-type="uri" xlink:href="http://biblimetric.com">http://biblimetric.com</ext-link>), CiteSpace 6.3.R1 and VOSviwer1.6.20 software for visual analysis, and imported into Excel2021. Scientometric analysis was performed with Oringin2021 and PyCharm Community Edition 2022.1.3.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 512 original research papers on tumor-related sleep-wake disorders were obtained. The most influential countries in the subject area are the United States, Spain and German, the institutions are the University of California System, Sun Yat Sen University and Northwestern University, et&#xa0;al., the authors are Berger AM, Aaronson NK, Bower JE, et&#xa0;al., and the journals are <italic>Cancer</italic>, <italic>Brit J Cancer</italic> and <italic>Cancer Nurs</italic>. The co-cited references suggest that the current research frontier in the field mainly involves the level, place and program of exercise therapy, including the relationship between physical activity, sedentary behavior and cancer prevention and control. The results of co-occurrence keyword network analysis showed that quality of life, physical activity, breast cancer, exercise, fatigue, and survivors may be the research hotspots in this field, with breast cancer, health, aerobic exercise, adults, and chemotherapy being the most popular.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>The number of papers published and the research enthusiasm in this field show a steady upward trend. However, there is a lack of influential institutions and scholars, and there is relatively little research collaboration across countries/regions/institutions. The scientific research influence of institutions and scholars in most European and American countries/regions is significantly ahead of that of institutions and scholars in Asian and African countries/regions. But Sun Yat Sen University in China is a relatively active and influential scientific research institution in recent years, which is worthy of attention. In addition, the research frontier of this discipline is the level, place and program of exercise therapy auxiliary intervention, and the research hotspots involve breast cancer, health, aerobic exercise, adults, chemotherapy, et&#xa0;al. Their clinical efficacy needs to be further demonstrated in multi-center, large-sample and high-quality prospective studies.</p>
</sec>
</abstract>
<kwd-group>
<kwd>sleep-wake disorders</kwd>
<kwd>visualization</kwd>
<kwd>tumor-related</kwd>
<kwd>exercise therapy</kwd>
<kwd>bibliometric analysis platform.</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="59"/>
<page-count count="10"/>
<word-count count="4549"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Cancer Epidemiology and Prevention</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Sleep-wake disorders are one of the most common comorbidities in cancer patients (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>), and there is a bidirectional link between them (<xref ref-type="bibr" rid="B3">3</xref>). It typically presents in the form of &#x201c;clusters&#x201d; of symptoms, including pain, anxiety, depression, fatigue, and decreased morning energy (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). The severity of this syndrome is positively correlated with cognitive dysfunction, quality of life, cancer survival, and disease burden (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>) and, if it does not achieve long-term remission, can cause insomnia (<xref ref-type="bibr" rid="B9">9</xref>), complicating the management of sleep-wake disorders in oncology (<xref ref-type="bibr" rid="B5">5</xref>). The study concluded that: sleep-wake disorders in cancer patients may be independent of the time of diagnosis of the disease and the location of the tumor, but independently related to their quality of life (<xref ref-type="bibr" rid="B10">10</xref>). Sleep-wake disorders are sometimes the most prominent or only initial symptom in patients with autoimmune encephalitis, and this is one of the key factors contributing to the delay in diagnosis (<xref ref-type="bibr" rid="B11">11</xref>). Sleep deprivation-induced GABA can promote the proliferation and migration of colon tumors through the miR-223-3p endogenous and exosomal pathways (<xref ref-type="bibr" rid="B12">12</xref>), and acute and chronic sleep deprivation can not only affect the occurrence and progression of circulating tumor cells (CTCs) through drugs that modulate sleep-wake circadian rhythms (e.g., regular sleep patterns, bedtime, and wake time) (<xref ref-type="bibr" rid="B13">13</xref>). It can also induce immunosuppression in the tumor microenvironment by impairing immune surveillance mechanisms, thereby accelerating disease progression in patients with hepatocellular carcinoma (<xref ref-type="bibr" rid="B14">14</xref>). In addition, it is the most serious complication of prostate cancer patients treated with androgen deprivation therapy (<xref ref-type="bibr" rid="B15">15</xref>). However, in clinical practice, comorbid sleep-wake disorders in cancer patients are often overlooked by clinicians and patients (<xref ref-type="bibr" rid="B16">16</xref>) and are associated with poor prognosis (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>For patients with tumors and sleep-wake disorders, we need to prioritize improving their sleep quality, followed by educating and training relevant personnel on pharmacological and nonpharmacologic treatments for sleep-wake disorders (<xref ref-type="bibr" rid="B19">19</xref>). Previous treatments for these patients have included pharmacological, psychological, behavioral, and motor interventions. Studies have found that complementary therapies such as physical exercise (e.g., aerobic exercise, resistance training, running, et&#xa0;al.), psychological counseling (e.g., cognitive behavioral therapy, psychoeducational interventions, et&#xa0;al.), and psychosomatic interventions (e.g., yoga, mindfulness, hypnosis, et&#xa0;al.) can significantly improve patients&#x2019; sleep and quality of life (<xref ref-type="bibr" rid="B20">20</xref>). Omega-3, cannabidiol, acupuncture, and cognitive behavioral therapy may help improve sleep quality (<xref ref-type="bibr" rid="B21">21</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). Exercise therapy combined with mindfulness-based stress reduction is effective in reducing the incidence of sleep-wake disorders in cancer patients (<xref ref-type="bibr" rid="B19">19</xref>). Flexible living programs can significantly improve the quality of life of patients with brain tumors and their family caregivers (<xref ref-type="bibr" rid="B24">24</xref>). Interestingly: fatigue, morning and evening energy levels, and severity of sleep-wake disturbances have also been found to be significantly correlated with daily physical activity levels and quality of life in cancer patients (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). They believe that increasing the level of daily activities in individuals, even low-intensity daily household activities, repetitive sitting, walking, et&#xa0;al., can also safely and effectively improve sleep-wake disorders in different populations (<xref ref-type="bibr" rid="B27">27</xref>&#x2013;<xref ref-type="bibr" rid="B29">29</xref>), and noted that chemotherapy combined with exercise therapy can effectively reduce adverse effects such as chemotherapy-induced peripheral neuropathy and sleep disturbance (<xref ref-type="bibr" rid="B29">29</xref>). However, the relationship between sleep-wake disorders and specific tumor diseases is still unclear, and the optimal dosage of therapeutic drugs, the clinical efficacy of combination drugs (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>), and the optimal strategy for implementing precision medicine (<xref ref-type="bibr" rid="B13">13</xref>),et al, still need to be further explored or demonstrated. There is still no conclusion on the adjuvant intervention mode and level of exercise therapy, the mechanism of action, the clinical application field, and the doctor&#x2019;s cognition. Therefore, it is of great significance to conduct in-depth investigation studies and clinical trials of tumor-related sleep-wake disorders, and to explore the evaluation, management, and treatment of new technologies.</p>
<p>Bibliometrics is a discipline that takes the bibliometric system and bibliometric characteristics as the research object, and uses econometric research methods such as mathematics and statistics to explore the distribution structure, quantitative relationship, change law and quantitative management of bibliometric information, and then explores some structures, characteristics, and laws of science and technology (<xref ref-type="bibr" rid="B30">30</xref>). Visual analysis is to use a multivariate, time-sharing, and dynamic citation analysis visual language to visualize the vast literature data of a knowledge field, and through an ingenious spatial layout, the evolution process of the field is concentrated on a knowledge graph of the citation network, and the research frontiers represented by citation node literature and co-citation clustering as the knowledge base on the graph are automatically identified, reflecting the interpretability of the graph itself (<xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>At present, the number of papers related to the adjuvant intervention of exercise therapy in the field of tumor-related sleep-wake disorders is gradually increasing, which reflects the increasing attention of scholars in this field. However, no scholars have conducted bibliometric studies and visual analyses on relevant studies in this field. In order to understand the application status and development trend of digital technology in this field, and to explore the research frontiers and hotspots of digital technology in this field, this study intends to conduct bibliometric research and visual analysis of the current status of original research literature related to this topic in the core collection database of Web of Sciences, aiming to explore its research frontiers, hotspots and development trends, provide reference data for follow-up research, and provide new ideas and new methods for relevant departments to formulate sports therapy auxiliary intervention programs.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Data and methodology</title>
<sec id="s2_1">
<label>2.1</label>
<title>Data collection</title>
<p>Log in to the Web of Science database platform (<ext-link ext-link-type="uri" xlink:href="http://apps.webofKnowledge.com/">http://apps.webofKnowledge.com/</ext-link>), select the core collection database, and refer to the existing literature and the procedures and standards of scientometric analysis to formulate a literature retrieval strategy (<xref ref-type="bibr" rid="B31">31</xref>&#x2013;<xref ref-type="bibr" rid="B34">34</xref>), as shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Literature Search Strategy.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1392844-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Research method</title>
<p>Entered the count items, which meet the inclusion criteria, into Excel2021, such as publication time, citation frequency, and number of articles published by different subjects (e.g., authors, institutions, countries/region, et&#xa0;al.). Used Oringin 2021 and PyCharm Community Edition 2022.1.3 to map the publication time and citation frequency characteristics of publications, along with the development trend map in the next 5 years. The H-index obtained from the WoSCC webpage is used to assess the scientific impact of academic outputs of different subjects (<xref ref-type="bibr" rid="B35">35</xref>).Then import the publication information downloaded from the website into CiteSpace6.3R1, VOSviwer1.6.20 or the Bibliometric Analysis Platform (<ext-link ext-link-type="uri" xlink:href="http://biblimetric.com">http://biblimetric.com</ext-link>). To understand the development status of the discipline by drawing the scientific research co-authorship map of countries/regions, institutions and authors, to explore the research hotspots and development trends of the subject by drawing the co-occurrence keyword map and the timeline diagram of co-occurrence keyword clustering, to analyze the high-impact journals in the subject area by drawing the co-cited journal map, and to understand the research frontier and its evolution path of the subject area by drawing the co-cited reference cluster map. We draw the scientific map, and the specific parameters are shown in the parameter information in the upper left corner of the picture.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Interpretation methods of visual knowledge graph</title>
<p>In the scientific knowledge graph, each node represents an element, representing the country/region, institution, author, co-cited author, co-cited journal, co-cited reference, and co-occurrence keyword. There is a positive correlation between node size and the number of published papers, co-occurrence frequency or co-citation frequency. The node color represents the time when it first appears, and the evolution process from cool color to warm color represents the development path of its appearance time from far to near. The outermost purple circle of a node represents the betweeness centrality&#x2265;0.1, which is generally considered to be a key node in its domain, that is, it has an important &#x201c;bridge&#x201d; role. The annual rings of a node represent its citation history, the size of the annual rings reflects the number of times it has been cited, the color of the annual rings represents the citation time, and the thickness of the annual rings is proportional to the number of citations in the corresponding time partition. The diameter of the connection between nodes is positively correlated with the number of co-authored papers, co-occurrence frequency or co-citation frequency. The color of the connection represents the time when it was first co-authored, co-appeared, or co-cited, and the evolution process of the network connection from cool to warm represents the evolution of the research field from far to near in time (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>In a clustered view, the larger the number of members contained in a clustered cluster, the smaller its number. (1) The larger the Modularity value, the better the clustering effect, and when Q&gt;0.3, the structure of each clustered cluster is significant. (2) The larger the Silhouette value, the higher the similarity of the members within the clustering cluster (when there are few members within the cluster, its reliability will decrease); when the Silhouette &gt; 0.7, it indicates that the reliability of the clustering results is higher, when it is 0.5~0.7, the clustering results are considered reasonable, and the closer the Silhouette value is to 1, the higher the homogeneity within the cluster. (3) The more nodes contained in the clustered cluster, the more important the research field involved in the clustered cluster, and its time span is positively correlated with the duration of its research popularity. (4) The more burst nodes contained in the clustered cluster, the more active the research content involved in this field is, and it also suggests that it may be an emerging trend in the field of research (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>).</p>
<p>In the emergent map, the burst node is filled with red in the corresponding burst year, and its time span is positively correlated with the duration of the research enthusiasm of the node. In the timeline view, nodes in the same clustered cluster are placed on the same horizontal line, and the node occurrence time is placed at the top of the graph, and the nodes on the right are more recent. It is worth noting that burst detection is often used to find nodes with &#x201c;bridge&#x201d; role in different clustered clusters in cluster maps and time views (<xref ref-type="bibr" rid="B36">36</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Search results</title>
<p>We found a total of 512 relevant publications, which were cited a total of 12013 times, with an h-index of 57. The distribution characteristics of their publication time and citation times are shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>, and predict their development trends over the next 5 years as shown in <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2B, C</bold>
</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Publication Time and Citation Distribution Characteristics of Publications <bold>(A)</bold>, Publication <bold>(B)</bold> and Citation Frequency <bold>(C)</bold> in the Next 5 Years.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1392844-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Network analysis of co-cited references</title>
<p>There are a total of 17091 co-cited references, of which only 27 are cited more than or equal to 28 times. The clustering map of the co-cited references was well structured, and the internal consistency of each cluster was high (Q=0.8634, S=0.9471, <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). The 14 clusters the evolution process of cluster names from cool to warm colors represents the evolution path of the research frontier in this discipline from far to near in time) were constructed into six main research trends(<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). The 1<sup>st</sup> item: identified in 1997 and mainly involved &#x201c;following stem
cell transplantation&#x201d; (#12). The 2<sup>nd</sup> item: identified in 2015 as a reference to
&#x201c;life&#x201d; (#26). It continues to be the most active research area throughout the development of the subject area. The 3<sup>rd</sup> item: identified separately in 2012- 2019. It mainly involves the intervention research on cancer fatigue and sleep quality in cancer patients, including exercise level, venue, program, et&#xa0;al. (#0, #1, #3, #6, #8, #9), and is also the most popular and cutting-edge research content in this field. The 4<sup>th</sup> item: identified in 2008-2010. It primarily deals with the clinical practice of exercise therapy (#4, #5). The 5<sup>th</sup> item: identified separately in 2005-2007. It primarily involves studies of nursing intervention programs in exercise therapy (#7, #11). The 6<sup>th</sup> item: Identified in 1999, mainly related to &#x201c;multiple myeloma&#x201d;. Moreover, the emergent map of co-cited reference clustering suggests (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>): Campbell et&#xa0;al. (<xref ref-type="bibr" rid="B37">37</xref>) published in <italic>Med Sci Sports Exerc</italic> in 2019 had the highest number of co-citations (research popularity), and Mustian et&#xa0;al. (<xref ref-type="bibr" rid="B38">38</xref>) published in <italic>JAMA Oncol</italic> in 2017 was the most cited and pointed out that the combination of exercise intervention and psychotherapy can significantly reduce chronic renal failure during and after cancer treatment, and recommended that clinicians should use it as the first choice for first-line treatment of cancer. In addition, the current research frontiers in this field also focus on the relationship between physical activity, sedentary behavior, and cancer prevention and control (<xref ref-type="bibr" rid="B39">39</xref>), as well as the active assessment and management of the medical and psychosocial needs of cancer patients at all stages (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Co-cited reference cluster analysis map <bold>(A)</bold> and timeline view <bold>(B)</bold> drawn by Citespace.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1392844-g003.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Co-occurrence keyword network analysis</title>
<p>The high-frequency co-occurrence keywords of the subject area reflect its main research hotspots. A total of 508 keywords were extracted by CiteSpace software (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>), of which 208 keywords appeared at least 5 times, and the top 10 keywords in terms of frequency were: quality of life (253 times), physical activity (158 times), and breast cancer (120 times), exercise (112 times), fatigue (92 times), survivors (75 times), women (62 times), depression (58 times), Prevalence (57 times), health (56 times), sleep (56times). Therefore, we believe that these co-occurrence keywords may be the research hotspots in the field of tumor-related sleep-wake disorders. In addition, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref> also suggests that the top 10 co-occurrence keywords of subject influence are: breast cancer (betweeness centrality: 0.21), health(0.21), aerobic exercise (0.2), adults (0.17), chemotherapy (0.16), cancer(0.15), quality of life (0.13), exercise (0.12), fatigue (0.11), cancer-related fatigue (0.11), children (0.11). In the timeline diagram of co-occurrence keyword clustering (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), the transformation process of cluster names from cool to warm colors reflects the development trend of research hotspots in this discipline. The co-occurrence keyword emergence map suggests that &#x201c;adjuvant chemotherapy&#x201d; has been the long-term concern of scholars (1995-2012), and &#x201c;fatigue&#x201d; has been the most popular (2012-2015). However, at present, there is no co-occurrence keyword with the highest research enthusiasm and active state.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Scientific knowledge graph of co-occurring keywords drawn by VOSviewer <bold>(A)</bold> and timeline diagram of keywords <bold>(B)</bold> drawn by Citespace.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1392844-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Scientific Co-authorship Network Analysis</title>
<sec id="s3_4_1">
<label>3.4.1</label>
<title>Countries/regions</title>
<p>Among the 47 countries/regions which published papers, only 18 countries/regions have published 5 papers or more, among which the United States(251 papers), China(74 papers), and Canada(55 papers) have published the most papers. In addition, the countries with academic influence (betweeness centrality) greater than 0.1 were USA (0.84), Spain (0.17), England (0.17), and Germany(0.15), refer to <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>. However, China, along with countries such as England, Australia and Netherlands, is currently the most active cluster.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Research co-authorship map of countries/regions <bold>(A)</bold> and institutions <bold>(B)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1392844-g005.tif"/>
</fig>
</sec>
<sec id="s3_4_2">
<label>3.4.2</label>
<title>Institutions</title>
<p>Among the 1124 institutions that published papers, only 72 institutions published 5 papers or more (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). The University of California System was once the most influential institution in its field, ranking first in the world in terms of the number of published papers (32 papers), the number of co-authored papers (28 papers), and its betweeness centrality (0.2) in the institutional research co-authorship network. The second and third largest institutions in the world in terms of the number of papers published are the University of Texas System (23 papers), Harvard University (22 papers), and Pennsylvania Commonwealth System of Higher Education Pcshe (PCSHE, 22 papers). In addition, Sun Yat Sen University (0.17) and Northwestern University (0.16) ranked second and third respectively in terms of influence in the institutional co-authorship network. However, the number of papers co-authored and published by the two institutions is only 7 and 5. The University of Amsterdam, which used to be the institution with the highest burst intensity, is currently the university of Pittsburgh with the highest burst intensity, along with the German Cancer Research Center (DKFZ), Harvard University, Fred Hutchinson Cancer Center, University of The cluster of 12 institutions, including Washington, remains the most active research institution.</p>
</sec>
<sec id="s3_4_3">
<label>3.4.3</label>
<title>Authors</title>
<p>Among the 3209 authors who published papers, only 20 authors published 5 papers or more. Courneya
KS, Lin CC, Miaskowski C, et&#xa0;al. published the largest number of papers, and Courneya KS,
Miaskowski C and Levine JD published the highest number of co-authored papers. Bower JE, Buysse DJ,
and Berger AM had the highest co-citation frequency, and Berger AM, Aaronson NK, and Bower JE had
the highest co-citation impact. The author&#x2019;s co-authorship spectrum emergence-analysis found that Miaskowski C was the only and still active author in the subject area. The authors co-cited map emergent analysis (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>) found that: Mock V had the highest burst intensity (10.29) and that it had been highly watched for the longest time (1999-2014) along with Dimeo F, Broeckel JA, and Morrow GR, et&#xa0;al.; Campbell KL, Jemal A, Harris PA, Abrahams HJG, Sung H, Miller KD, and Irwin MR continue to be the authors who are currently receiving a high level of interest.</p>
<p>Courneya KS, Miaskowski C, and Levine JD co-authored the highest number of papers. Bower JE, Buysse DJ, and Berger AM had the highest co-citation frequency, and Berger AM, Aaronson NK, and Bower JE had the highest co-citation impact. The author&#x2019;s co-authorship spectrum emergence-analysis found that Miaskowski C was the only and still active author in the subject area. The authors were found to have the highest burst intensity (10.29) with Mock V, which together with Dimeo F, Broeckel JA, and Morrow GR and others were the most highly visible (1999-2014), Campbell KL, Jemal A, Harris PA, Abrahams HJG, Sung H, Miller KD, and Irwin MR continues to be the author of the highest interest at present.</p>
</sec>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Network analysis of co-cited journals</title>
<p>Among the 97 journals that published papers, only 24 journals published 5 papers or more, with
<italic>Support Care Cance</italic> (71 papers), <italic>Cancer Nurs</italic> (42 papers),
<italic>Psycho-Oncol</italic> (30 papers) publishing the largest number of papers, <italic>J Clin Oncol</italic> (366 papers), <italic>Support Care Cancer</italic> (320papers), and <italic>Cancer</italic> (301 papers) was the most frequently cited, with <italic>Cancer</italic> (betweeness centrality: 0.1), <italic>Brit J Cancer</italic> (0.09) and <italic>Cancer Nurs</italic> (0.08) having the highest impact. The emergent map of the co-cited journals (<xref ref-type="supplementary-material" rid="SF3">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>) showed that <italic>Cancer</italic> had the highest emergence intensity (10.47) and the longest duration (1992-2013). <italic>Cancers</italic> also had the highest emergence-intensity (9.15), with <italic>Medicine</italic>, <italic>JAMA Netw Open</italic>, <italic>Nutrients</italic>, <italic>Int J Env Res Pub He</italic>, <italic>SCI Rep-UK</italic>, and <italic>Jnci Cancer Spect</italic> remain the most active journals currently (2021-2024).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Our findings show a clear upward trend in both the number of papers published and the total number of citations in this subject area from 2019 to 2023. We also predict that this significant upward trend will continue over the next 5 years, indicating that the subject area is receiving a lot of attention from scholars around the world. In addition, although the United States ranks first in the world in the number of papers published, the number of papers published in this field in China in the past three years and the total number of citations of papers have been more than double the average annual number of papers in the previous period. Importantly, our research also found that Sun Yat-sen University in China is second only to Northwestern University in the United States in terms of global academic power, and it is still active in research. This may be related to the fact that the Chinese government attaches great importance to the prevention and treatment of chronic diseases and malignant tumors caused by the aging of the social population (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>).</p>
<sec id="s4_1">
<label>4.1</label>
<title>Research frontiers and evolutionary paths</title>
<p>Through the analysis of the co-cited reference network, our study identified the following research frontiers in this discipline: the efficacy goals of exercise therapy in the adjuvant treatment of patients after tumor resection (<xref ref-type="bibr" rid="B43">43</xref>), physical behavior and activity levels (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>), exercise levels (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>), exercise patterns (<xref ref-type="bibr" rid="B46">46</xref>), exercise sites (<xref ref-type="bibr" rid="B47">47</xref>), treatment regimens (<xref ref-type="bibr" rid="B48">48</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>), and the clinical efficacy and mechanism of exercise therapy in improving sleep therapy and living standards in chemotherapy patients (<xref ref-type="bibr" rid="B51">51</xref>). Typical representative studies suggest: cancer patients should be helped to establish healthy eating behaviors and develop individualized exercise behavior and exercise level intervention strategies (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B45">45</xref>). Although moderate-intensity walking is effective in improving sleep in cancer patients (<xref ref-type="bibr" rid="B45">45</xref>), aerobic exercise combined with resistance exercise may be more clinically effective (<xref ref-type="bibr" rid="B46">46</xref>), and exercise therapy interventions are best tailored to the patient&#x2019;s physical impairments at baseline, such as: loss of muscle strength, cardiopulmonary decline, or sleep disturbances, et&#xa0;al (<xref ref-type="bibr" rid="B48">48</xref>). In addition, insomnia is a predictor of cancer progression and quality of life, and vestibular stimulation is particularly appropriate for the treatment of its accompanying symptoms (<xref ref-type="bibr" rid="B49">49</xref>). Menopausal symptoms are the strongest predictors of menopausal symptoms in patients with gynecologic cancers, and assessment of menopausal symptoms and sleep quality during and after cancer treatment, timely intervention (<xref ref-type="bibr" rid="B51">51</xref>), reduction of exercise-induced discomfort, and control of insomnia can effectively improve their health-related quality of life (<xref ref-type="bibr" rid="B43">43</xref>). We also found that &#x201c;life&#x201d; is the research frontier which runs through the subject area from beginning to end, and it is still active. Recent studies have concluded that the quality of life of cancer patients is positively correlated with their income and physical activity level (<xref ref-type="bibr" rid="B52">52</xref>), and the symptom management system (SMILE) can improve their life and have a positive clinical effect on fatigue and sleep disturbance after adjuvant or palliative chemotherapy (<xref ref-type="bibr" rid="B53">53</xref>). In short, mastering the above research frontiers in this discipline will help clinicians and relevant health care personnel to formulate targeted exercise therapy intervention programs and measures according to patients&#x2019; personality characteristics, so as to scientifically guide and supervise patients to implement exercise therapy scientifically and efficiently, which will be of great significance for managing patient compliance and promoting the healthy development of the discipline.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Research hotspots and development trends</title>
<p>In this study, we identified a total of 111 keywords that appeared 5 times or more. The results showed that the co-occurrence keywords, such as: quality of life, physical activity, breast cancer, exercise, fatigue, and survivors, appeared most frequently. So we thought that thy may have been the research hotspots in this subject area. From the perspective of the connection strength and node size of co-occurrence keywords in the scientific knowledge graph, we also found that breast cancer, quality of life, exercise, physical activity, fatigue, chemotherapy, health, adjuvant chemotherapy, etc. have had significant academic influence in this discipline. Therefore, we believe that they deserve special attention and in-depth study. A representative study suggests that symptom clusters in Asian-American breast cancer survivors may improve with the duration of individual/group/supportive technology interventions (<xref ref-type="bibr" rid="B54">54</xref>). High-intensity aerobic interval training (HIIT) combined with resistance training (RES) has been shown to improve adverse effects such as depression, daytime sleepiness, and insomnia in patients undergoing radiotherapy and chemotherapy for rectal cancer (<xref ref-type="bibr" rid="B55">55</xref>). Regular endurance training combined with resistance training can improve mental health, sleep, quality of life, and physical health in cancer survivors (<xref ref-type="bibr" rid="B56">56</xref>). Providing telehealth cognitive and behavioral training for insomnia may also help improve sleep quality in cancer survivors in rural or economically disadvantaged areas (<xref ref-type="bibr" rid="B57">57</xref>). Moderate- to high-intensity physical activity may be of greater benefit to patients with bone metastases. Reducing sedentary behavior may be a key goal for patients with a history of fractures (<xref ref-type="bibr" rid="B58">58</xref>). Oncology nurses play a key role in providing education about the benefits of exercise, overcoming barriers to physical activity, and timely referral (<xref ref-type="bibr" rid="B59">59</xref>). In addition, it can be seen from the timeline diagram of co-occurrence keyword clustering that the transformation process of cluster names from cold to warm reflects the development trend of research hotspots in this discipline from far to near in time, and also suggests that the research topics related to &#x201c;radiotherapy-related fatigue&#x201d;, &#x201c;controlled trial&#x201d; and &#x201c;nutritional state metabolism&#x201d; are still the current research hotspots. They may be involved in survivors, prevalence, breast cancer, physical activity, sleep, fatigue, health, depression, et&#xa0;al. This is also consistent with the visualization results of the co-occurrence keyword scientific knowledge graph.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Limitations</title>
<p>Although our study elaborates the research status of exercise intervention in tumor-related sleep-wake disorder through bibliometric and visual analysis, and provides a relatively objective and detailed basis, there are still some unavoidable limitations. First of all, the literature data of this study came from the WoSCC database, and there are still some excellent publications that have not been included. Second, our study excluded non-English publications and papers other than original research.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>Overall, in the past five years, the number of publications in research on exercise intervention for tumor-associated sleep-wake disorders has shown a continuous upward trend. The United States is a pioneer country in this field, and China is a relatively active country in the past three years, which has made important contributions to the development of this field. However, we also see that the scientific research collaboration of institutions and individuals in Europe and the United States is also crucial for the productivity of research on exercise therapy intervention in tumor-related sleep-wake disorders, which will also be an important force in future research in this field. In summary, this study provides a scientific basis for follow-up research in the field of exercise therapy intervention in tumor-related sleep-wake disorders through quantitative research and visual analysis of the publication trends, research frontiers, research hotspots and scientific research collaborations, so that readers can quickly and effectively obtain relevant knowledge and important information in the field.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>JH: Writing &#x2013; original draft, Conceptualization, Data curation, Methodology, Software, Visualization. JZ: Writing &#x2013; original draft, Conceptualization, Data curation, Methodology, Software, Visualization. LZ: Writing &#x2013; review &amp; editing, Resources, Supervision, Validation. JG: Data curation, Resources, Software, Validation, Writing &#x2013; review &amp; editing. XP: Conceptualization, Funding acquisition, Supervision, Validation, Writing &#x2013; review &amp; editing. CY: Funding acquisition, Resources, Validation, Writing &#x2013; review &amp; editing. ZL: Funding acquisition, Supervision, Validation, Writing &#x2013; review &amp; editing. ML: Data curation, Funding acquisition, Visualization, Writing &#x2013; review &amp; editing. LC: Funding acquisition, Resources, Supervision, Validation, Writing &#x2013; review &amp; editing. YZ: Writing &#x2013; review &amp; editing, Conceptualization, Data curation, Methodology, Software, Supervision, Visualization.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<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 id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fonc.2024.1392844/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2024.1392844/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.jpeg" id="SF1" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Emergent analysis of the clustering map of co-cited references</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_2.jpeg" id="SF2" mimetype="image/jpeg"/>
<supplementary-material xlink:href="Image_3.jpeg" id="SF3" mimetype="image/jpeg"/>
</sec>
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