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<?covid-19-tdm?>
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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2022.860238</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>COVID-19 Vaccination in Patients With Malignancy; A Systematic Review and Meta-Analysis of the Efficacy and Safety</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Javadinia</surname>
<given-names>Seyed Alireza</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1283066"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Alizadeh</surname>
<given-names>Kimia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mojadadi</surname>
<given-names>Mohammad-Shafi</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/96863"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nikbakht</surname>
<given-names>Fateme</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dashti</surname>
<given-names>Farzaneh</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Joudi</surname>
<given-names>Maryam</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Harati</surname>
<given-names>Hadi</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Welsh</surname>
<given-names>James S.</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/743252"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Farahmand</surname>
<given-names>Seyed Amir</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Attarian</surname>
<given-names>Fahimeh</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1554338"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Non-Communicable Diseases Research Center, Sabzevar University of Medical Sciences</institution>, <addr-line>Sabzevar</addr-line>, <country>Iran</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Diagnostic Medicine &amp; Pathobiology, College of Veterinary Medicine, Kansas State University</institution>, <addr-line>Manhattan, KS</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Leishmaniasis Research Center, Sabzevar University of Medical Sciences</institution>, <addr-line>Sabzevar</addr-line>, <country>Iran</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Epidemiology, School of Health, Mashhad University of Medical Sciences</institution>, <addr-line>Mashhad</addr-line>, <country>Iran</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Faculty of Medicine, Birjand University of Medical Science</institution>, <addr-line>Birjand</addr-line>, <country>Iran</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Pediatrics, School of Medicine, Zabol University of Medical Sciences</institution>, <addr-line>Zabol</addr-line>, <country>Iran</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Pediatric Gastroenterology and Hepatology Research Center, Zabol University of Medical Sciences</institution>, <addr-line>Zabol</addr-line>, <country>Iran</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Radiation Oncology, Edward Hines Jr Veterans Administration (VA) Hospital and Loyola University Chicago Stritch School of Medicine</institution>, <addr-line>Chicago, IL</addr-line>, <country>United States</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Student Research Committee, Sabzevar University of Medical Sciences</institution>, <addr-line>Sabzevar</addr-line>, <country>Iran</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Department of Public Health, School of Health, Torbat Heydariyeh University of Medical Sciences</institution>, <addr-line>Torbat Heydariyeh</addr-line>, <country>Iran</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Rong Li, Guilin Medical University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Bhanu Prasad Venkatesulu, Henry Ford Hospital, United States; Keng Po Lai, Guilin Medical University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Seyed Alireza Javadinia, <email xlink:href="mailto:Javadinia.Alireza@gmail.com">Javadinia.Alireza@gmail.com</email>; Fahimeh Attarian, <email xlink:href="mailto:attarian581@gmail.com">attarian581@gmail.com</email>
</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;ORCID: Seyed Alireza Javadinia, <uri xlink:href="https://orcid.org/0000-0003-2467-837X">orcid.org/0000-0003-2467-837X</uri>; Kimia Alizadeh, <uri xlink:href="https://orcid.org/0000-0002-9096-7463">orcid.org/0000-0002-9096-7463</uri>; Mohammad-Shafi Mojadadi, <uri xlink:href="https://orcid.org/0000-0002-8013-2059">orcid.org/0000-0002-8013-2059</uri>; Fateme Nikbakht, <uri xlink:href="https://orcid.org/0000-0003-1761-0887">orcid.org/0000-0003-1761-0887</uri>; Farzaneh Dashti, <uri xlink:href="https://orcid.org/0000-0002-2178-4428">orcid.org/0000-0002-2178-4428</uri>; Maryam Joudi, <uri xlink:href="https://orcid.org/0000-0002-0468-1590">orcid.org/0000-0002-0468-1590</uri>; James S. Welsh, <uri xlink:href="https://orcid.org/0000-0002-3255-6412">orcid.org/0000-0002-3255-6412</uri>; Seyed Amir Farahmand, <uri xlink:href="https://orcid.org/0000-0001-5791-9614">orcid.org/0000-0001-5791-9614</uri>; Fahimeh Attarian, <uri xlink:href="https://orcid.org/0000-0001-9752-0480">orcid.org/0000-0001-9752-0480</uri>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Cancer Endocrinology, a section of the journal Frontiers in Endocrinology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>860238</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Javadinia, Alizadeh, Mojadadi, Nikbakht, Dashti, Joudi, Harati, Welsh, Farahmand and Attarian</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Javadinia, Alizadeh, Mojadadi, Nikbakht, Dashti, Joudi, Harati, Welsh, Farahmand and Attarian</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>Background</title>
<p>Data on the efficacy and safety of COVID-19 vaccines in patients with malignancy are immature. In this paper, we assessed the literature involving the use of COVID-19 vaccines in cancer patients and reported the seroconversion rates as the main outcome and severity of COVID-19 infection and side effects following COVID-19 vaccination as the secondary outcomes.</p>
</sec>
<sec>
<title>Methods</title>
<p>A systematic review with meta-analysis was performed. Searches were conducted in electronic websites, databases, and journals, including Scopus, PubMed, Embase, and Web of Science from January 01, 2019, to November 30, 2021. Studies reporting data on the safety and efficacy of COVID vaccine in cancer patients using any human samples were included. The risk of bias was assessed using the NEWCASTLE-OTTAWA scale in the included studies.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 724 articles were identified from databases, out of which 201 articles were duplicates and were discarded. Subsequently, 454 articles were excluded through initial screening of the titles and abstracts. Moreover, 41 studies did not report the precise seroconversion rate either based on the type of cancer or after injection of a second dose of COVID vaccine. Finally, 28 articles met all the inclusion criteria and were included in this systematic review. The overall seroconversion rates after receiving a second dose of COVID-19 vaccine, based on type of cancer were 88% (95% CI, 81%-92%) and 70% (95% CI, 60%-79%) in patients with solid tumors and hematologic malignancies, respectively.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Overall, we conclude that vaccination against COVID-19 in patients with active malignancies using activated and inactivated vaccines is a safe and tolerable procedure that is also accompanied by a high efficacy.</p>
</sec>
</abstract>
<kwd-group>
<kwd>COVID-19</kwd>
<kwd>SARS-CoV-2</kwd>
<kwd>COVID-19 vaccines</kwd>
<kwd>neoplasms</kwd>
<kwd>cancer</kwd>
<kwd>vaccine</kwd>
<kwd>seroconversion</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<contract-sponsor id="cn001">Sabzevar University of Medical Sciences<named-content content-type="fundref-id">10.13039/501100013779</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="62"/>
<page-count count="10"/>
<word-count count="3873"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The coronavirus disease 2019 (COVID-19) pandemic has affected many cancer patients worldwide. Besides the impact on delivery of cancer care due to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic, studies have shown that these patients have a higher risk of severe illness from COVID-19 and exhibit poorer outcomes following COVID-19 treatments (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>COVID-19 vaccination is presently the only available and valid option to overcome the pandemic considering the lack of effective treatment and the emerging coronavirus variants, even in patients with malignancies suffering from compromised immune responses (<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). After introducing the first COVID-19 vaccines, patients with cancer have been prioritized for vaccination. Subsequently, numerous cohort and cross-sectional articles reporting the safety and the efficacy of the COVID-19 vaccines have been published. Due to the absence of a clinical trial and various scales to report the efficacy of vaccination, data on the efficacy and safety of COVID-19 vaccines in patients with malignancies are immature. Cancer patients were excluded from many of the clinical trials of COVID-19 vaccination. In this paper, we assessed the literature involving the use of COVID-19 vaccines in cancer patients and reported the seroconversion rates as the main outcome, with severity of COVID-19 infection and side effects following COVID-19 vaccination as the secondary outcomes.</p>
</sec>
<sec id="s2">
<title>2 Methods</title>
<p>This study is the first meta-data analysis to assess the safety and efficacy of COVID vaccine in cancer patients based on available studies published within the last 2 years. This study was conducted under the Guideline of Preferred Reporting Items Systematic Meta-Analyses Checklist (PRISMA) (<xref ref-type="bibr" rid="B8">8</xref>). At the beginning of this systematic review, all articles extracted from various databases were transferred to Endnote software.</p>
<sec id="s2_1">
<title>2.1 Search Strategy</title>
<p>The online search was conducted by two separate authors (S.A.J. and F.A.) from electronic websites, databases, and journals, including Scopus, PubMed, Embase, and Web of Science from January 01, 2019, to November 30, 2021. Additionally, we manually screened references or citations of each article. The keywords used as a search term in this database were: [cancer patients [title] OR solid tumors [title] OR hematological malignancies [title] OR malignancy [title] OR chemotherapy [title] OR radiotherapy [title] OR immunotherapy [title] OR targeted therapy [title]] AND [COVID-19 [title] OR SARS-CoV-2 [title] OR COVID-19 vaccines [title] OR RNA vaccines [title] OR adenovirus-based vaccines [title] OR protein-based vaccines [title] OR inactivated coronavirus vaccines [title] OR seroconversion [title] OR side effects [title]]. After the primary search based on &#x201c;search terms&#x201d;, we removed duplicate studies.</p>
</sec>
<sec id="s2_2">
<title>2.2 Inclusion Criteria</title>
<p>The eligibility criteria for inclusion in this study were the following: (a) Randomized controlled trial (RCT) or Cohort Study design and (b) studies on cancer patients.</p>
</sec>
<sec id="s2_3">
<title>2.3 Exclusion Criteria</title>
<p>We excluded studies that were: (a) Animal studies (b) Evaluating non-cancer patients or healthy people (c) Reviews and book chapters, and (d) Articles written in any languages other than English. Editorials, commentary papers, and presentation reports could be included if they reported the seroconversion rates and prevalence of side effects rather than the author(s)&#x2019; opinion only. Then all remaining studies were screened by titles and abstract and irrelevant studies were excluded. Subsequently, full text versions of the remaining articles were assessed for eligibility independently by two authors (S.A.J. and F.A.). The third researcher (K.A.) evaluated the accuracy of selection of studies independently in all steps. All steps of study selection (PRISMA Flow Diagram) are shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> [<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material (Data Sheet 1)</bold>
</xref>].</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>PRISMA Flow Diagram.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-860238-g001.tif"/>
</fig>
</sec>
<sec id="s2_4">
<title>2.4 Quality Assessment</title>
<p>The quality of eligible studies was evaluated using the NEWCASTLE-OTTAWA scale (<xref ref-type="bibr" rid="B9">9</xref>). This scale is a good measure of evaluation of the possible risk of bias in individual studies and quality assessment of cohort studies. Each study could be awarded 3 or more &#x201c;stars&#x201d; by S.A.J. and F.A. who read each article and completed the checklists separately. Stars were awarded in the representative selection sample, comparability between groups and completeness. Finally unbiased studies entered the meta-analysis (<xref ref-type="bibr" rid="B10">10</xref>). Provided that the results were discordant, the third author (K.A.) completed the checklist and the best matching results were selected (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Methodological quality summary for each included study.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Col</th>
<th valign="top" align="left">First author</th>
<th valign="top" align="left">Quality assessment</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>1</bold>
</td>
<td valign="top" align="left">Mahil et&#xa0;al. (<xref ref-type="bibr" rid="B11">11</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>2</bold>
</td>
<td valign="top" align="left">Ollila et&#xa0;al. (<xref ref-type="bibr" rid="B12">12</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>3</bold>
</td>
<td valign="top" align="left">Roeker et&#xa0;al. (<xref ref-type="bibr" rid="B13">13</xref>)</td>
<td valign="top" align="left">
<bold>****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>4</bold>
</td>
<td valign="top" align="left">Shah et&#xa0;al. (<xref ref-type="bibr" rid="B14">14</xref>)</td>
<td valign="top" align="left">
<bold>****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>5</bold>
</td>
<td valign="top" align="left">Cavanna et&#xa0;al. (<xref ref-type="bibr" rid="B15">15</xref>)</td>
<td valign="top" align="left">
<bold>*******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>6</bold>
</td>
<td valign="top" align="left">Monin et&#xa0;al. (<xref ref-type="bibr" rid="B16">16</xref>)</td>
<td valign="top" align="left">
<bold>********</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>7</bold>
</td>
<td valign="top" align="left">Shmueli et&#xa0;al. (<xref ref-type="bibr" rid="B17">17</xref>)</td>
<td valign="top" align="left">
<bold>******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>8</bold>
</td>
<td valign="top" align="left">Gounant et&#xa0;al. (<xref ref-type="bibr" rid="B18">18</xref>)</td>
<td valign="top" align="left">
<bold>******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>9</bold>
</td>
<td valign="top" align="left">Perry et&#xa0;al. (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="left">
<bold>*******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>10</bold>
</td>
<td valign="top" align="left">Herishanu et&#xa0;al. (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="left">
<bold>*******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>11</bold>
</td>
<td valign="top" align="left">Massarweh et&#xa0;al. (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="left">
<bold>*******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>12</bold>
</td>
<td valign="top" align="left">Pimpinelli et&#xa0;al. (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="top" align="left">
<bold>*******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>13</bold>
</td>
<td valign="top" align="left">van Oekelen et&#xa0;al. (<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>14</bold>
</td>
<td valign="top" align="left">Karacin et&#xa0;al. (<xref ref-type="bibr" rid="B24">24</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>15</bold>
</td>
<td valign="top" align="left">Ariamanesh et&#xa0;al. (<xref ref-type="bibr" rid="B7">7</xref>)</td>
<td valign="top" align="left">
<bold>****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>16</bold>
</td>
<td valign="top" align="left">Addeo et&#xa0;al. (<xref ref-type="bibr" rid="B25">25</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>17</bold>
</td>
<td valign="top" align="left">Pimpinelli et&#xa0;al. (<xref ref-type="bibr" rid="B26">26</xref>)</td>
<td valign="top" align="left">
<bold>***</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>18</bold>
</td>
<td valign="top" align="left">Oosting et&#xa0;al. (<xref ref-type="bibr" rid="B27">27</xref>)</td>
<td valign="top" align="left">
<bold>******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>19</bold>
</td>
<td valign="top" align="left">Webber et&#xa0;al. (<xref ref-type="bibr" rid="B28">28</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>20</bold>
</td>
<td valign="top" align="left">Barri&#xe8;re et&#xa0;al. (<xref ref-type="bibr" rid="B29">29</xref>)</td>
<td valign="top" align="left">
<bold>****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>21</bold>
</td>
<td valign="top" align="left">Thakkar et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">
<bold>******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>22</bold>
</td>
<td valign="top" align="left">Grinshpun et&#xa0;al. (<xref ref-type="bibr" rid="B31">31</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>23</bold>
</td>
<td valign="top" align="left">Goshen-Lago et&#xa0;al. (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="left">
<bold>******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>24</bold>
</td>
<td valign="top" align="left">Waldhorn et&#xa0;al. (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="left">
<bold>******</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>25</bold>
</td>
<td valign="top" align="left">Agha et&#xa0;al. (<xref ref-type="bibr" rid="B34">34</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>26</bold>
</td>
<td valign="top" align="left">Revon-Riviere et&#xa0;al. (<xref ref-type="bibr" rid="B35">35</xref>)</td>
<td valign="top" align="left">
<bold>*****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>27</bold>
</td>
<td valign="top" align="left">Malard et&#xa0;al. (<xref ref-type="bibr" rid="B36">36</xref>)</td>
<td valign="top" align="left">
<bold>****</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>28</bold>
</td>
<td valign="top" align="left">Ram et&#xa0;al. (<xref ref-type="bibr" rid="B37">37</xref>)</td>
<td valign="top" align="left">
<bold>****</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>*The result of quality assessment based on the NEWCASTLE-OTTAWA scale.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_5">
<title>2.5 Data Extraction</title>
<p>The main variables in the present study include study design, authors&#x2019; name, publication months/year, type of the cancers and treatments administered, the stage of disease, type of COVID-19 vaccine (messenger RNA vaccines, adenovirus-based vaccines, protein-based vaccines and inactivated vaccines), number of doses, follow-up duration, clinical and serological outcomes, and side-effects. The data were extracted by S.A.J., F.D and F.A for each study. The fourth researcher (K.A.) evaluated the accuracy of selection studies independently in all steps.</p>
</sec>
<sec id="s2_6">
<title>2.6 Statistical Analysis</title>
<p>We used the reported overall point estimation of seroconversion rate after more than 2 weeks of the injection of COVID-19 vaccine (second dose), as a measure of immunogenicity of COVID 19 vaccine. We extracted seroconversion rate and confidence intervals (CIs) for studies that provided them separately, then we reported overall seroconversion rate and confidence intervals (CIs) by use of the assumptions of a random-effects model (which considers both within-study and between-study variations) as a measure of immunogenicity of COVID-19 vaccine in cancer patients. The rate of seroconversion estimation from random effects models were used, which incorporates between-study variability, since the tests for heterogeneity were statistically significant in all analyses. Statistical heterogeneity was evaluated with Cochran&#x2019;s Q test and quantified by the I <sup>2</sup> statistic (<xref ref-type="bibr" rid="B38">38</xref>). To assess sources of heterogeneity, we conducted a subgroup analysis. Publication bias was assessed by visual inspection of funnel plot (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) (<xref ref-type="bibr" rid="B39">39</xref>). Statistical analyses were carried out with Comprehensive Meta-Analysis software, Version 3. A value of p&lt;0.05 was considered statistically significant. All statistical tests were two-sided.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>funnel plot of standard error by logit event rate. The Egger&#x2019;s test was used, SE 3.7 (95% CI, 1.03, 6.37), t-valu82, df 32, P = 0.008 indicating a strong publication bias across the articles.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-860238-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<p>The study flowchart (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) summarizes the searching process. A total of 724 articles were identified from databases, including Scopus, PubMed, Embase, Web of Science, and ScienceDirect out of which 201 articles were duplicates and discarded. Of the remaining 523 articles, 454 articles were unrelated and excluded by screening title and abstract, 69 full text articles were assessed for eligibility, 41 studies did not have an exact report of seroconversion rate based on type of cancer or did not report seroconversion rate after injection of the second dose of COVID-19 vaccine. Among the 28 remaining studies, 4 were letters and 24 were original studies. Finally, 28 articles met all the inclusion criteria and were included in this systematic review (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> summarizes the available clinical data (number of patients, disease characteristics, treatment details and outcomes) from the 28 studies that used COVID-19 vaccines in cancer patients. The clinical data evaluated includes 24 cohort studies (17 prospective studies, 11 retrospective studies).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Characteristics of enrolled studies to meta-analysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">First Author, Month/year</th>
<th valign="top" align="center">Country</th>
<th valign="top" align="center">Patients (n)</th>
<th valign="top" align="center">Female/Male</th>
<th valign="top" align="center">Age &gt;18 median</th>
<th valign="top" align="center">Type of Cancer</th>
<th valign="top" align="center">COVID-19 Vaccine  (2 doses)</th>
<th valign="top" align="center">Median Follow up after second dose </th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Mahil et&#xa0;al., Oct 2021 (<xref ref-type="bibr" rid="B11">11</xref>)</td>
<td valign="top" align="center">Italy</td>
<td valign="top" align="center">88</td>
<td valign="top" align="center">23/65</td>
<td valign="top" align="center">68 (61.5-73)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">21 days</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">2</td>
<td valign="top" rowspan="2" align="left">Ollila et&#xa0;al., Nov 2021 (<xref ref-type="bibr" rid="B12">12</xref>)</td>
<td valign="top" rowspan="2" align="center">Island</td>
<td valign="top" rowspan="2" align="center">160</td>
<td valign="top" rowspan="2" align="center">74/86</td>
<td valign="top" rowspan="2" align="center">72 (65&#x2013;79)</td>
<td valign="top" rowspan="2" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2 &amp; mRNA-1273</td>
<td valign="top" rowspan="2" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">Johnson &amp; Johnson</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Roeker et&#xa0;al., May 2021 (<xref ref-type="bibr" rid="B13">13</xref>)</td>
<td valign="top" align="center">USA</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">21/23</td>
<td valign="top" align="center">71 (37-89)</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2 &amp; mRNA-1273</td>
<td valign="top" align="center">21 days</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Shah et&#xa0;al., Nov 2021 (<xref ref-type="bibr" rid="B14">14</xref>)</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">51/38</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BTN162b26 &amp; mRNA-1273</td>
<td valign="top" align="center">14 days</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Cavanna et&#xa0;al., Sep 2021 (<xref ref-type="bibr" rid="B15">15</xref>)</td>
<td valign="top" align="center">Italy</td>
<td valign="top" align="center">257</td>
<td valign="top" align="center">144/113</td>
<td valign="top" align="center">65 (57&#x2013;72)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2 &amp; mRNA-1273</td>
<td valign="top" align="center">28 days</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Monin et&#xa0;al., Aug 2021 (<xref ref-type="bibr" rid="B16">16</xref>)</td>
<td valign="top" align="center">UK</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">73 (64.5-79.5)</td>
<td valign="top" align="left">Solid &amp; Hematologic tumors</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">12 weeks</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Shmueli et&#xa0;al., Sep 2021 (<xref ref-type="bibr" rid="B17">17</xref>)</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">129</td>
<td valign="top" align="center">67/62</td>
<td valign="top" align="center">62 (32-84)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Gounant et&#xa0;al., Nov 2021 (<xref ref-type="bibr" rid="B18">18</xref>)</td>
<td valign="top" align="center">French</td>
<td valign="top" align="center">325</td>
<td valign="top" align="center">181/125</td>
<td valign="top" align="center">67 (27-92)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center"> 2-9 weeks</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Perry et&#xa0;al., Aug 2021 (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">149</td>
<td valign="top" align="center">61/88</td>
<td valign="top" align="center">64 (1)</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">14-21 days</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Herishanu et&#xa0;al., Jun 2021 (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">167</td>
<td valign="top" align="center">55/112</td>
<td valign="top" align="center">71 (1)</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center"> 15 days</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left">Massarweh et&#xa0;al., May 2021 (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">102</td>
<td valign="top" align="center">44/58</td>
<td valign="top" align="center">66 (64-80)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">3- 54 days</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left">Pimpinelli et&#xa0;al., May 2021 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="top" align="center">Italy</td>
<td valign="top" align="center">92</td>
<td valign="top" align="center">43/49</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left">Van Oekelen et&#xa0;al., Aug 2021 (25)</td>
<td valign="top" align="center">USA</td>
<td valign="top" align="center">260</td>
<td valign="top" align="center">135/185</td>
<td valign="top" align="center">68 (1)</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="left">Karacin et&#xa0;al., Aug 2021 (<xref ref-type="bibr" rid="B24">24</xref>)</td>
<td valign="top" align="center">Turkey</td>
<td valign="top" align="center">47</td>
<td valign="top" align="center">18/29</td>
<td valign="top" align="center">73 (64&#x2013;80)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">inactivated vaccine</td>
<td valign="top" align="center">4 weeks</td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="left">Ariamanesh et&#xa0;al., Oct 2021 (<xref ref-type="bibr" rid="B7">7</xref>)</td>
<td valign="top" align="center">Iran</td>
<td valign="top" align="center">364</td>
<td valign="top" align="center">217/147</td>
<td valign="top" align="center">54 (18&#x2013;85)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BBIBP-CorV</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="left">Addeo et&#xa0;al., August 2021 (<xref ref-type="bibr" rid="B25">25</xref>)</td>
<td valign="top" align="center">US/Europe</td>
<td valign="top" align="center">131</td>
<td valign="top" align="center">59/72</td>
<td valign="top" align="center">63 (55&#x2013;69)</td>
<td valign="top" align="left">Solid &amp; Hematologic tumors</td>
<td valign="top" align="left">BNT162b2&amp;mRNA-1273</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="left">Pimpinelli, et&#xa0;al. July 2021 (<xref ref-type="bibr" rid="B26">26</xref>)</td>
<td valign="top" align="center">Italy</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="left">Oosting et&#xa0;al., Dec 2021 (<xref ref-type="bibr" rid="B27">27</xref>)</td>
<td valign="top" align="center">Netherlands</td>
<td valign="top" align="center">503</td>
<td valign="top" align="center">260/243</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">mRNA-1273</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="left">Webber et&#xa0;al., Dec 2021 (<xref ref-type="bibr" rid="B28">28</xref>)</td>
<td valign="top" align="center">Italy</td>
<td valign="top" align="center">291</td>
<td valign="top" align="center">173/118</td>
<td valign="top" align="center">68.2 (60&#x2013;75)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center"> 21 days</td>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="left">Barri&#xe8;re et&#xa0;al., April 2021 (<xref ref-type="bibr" rid="B29">29</xref>)</td>
<td valign="top" align="center">France</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">21</td>
<td valign="top" rowspan="2" align="left">Astha Thakkar, Aug 2021 (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" rowspan="2" align="center">USA</td>
<td valign="top" rowspan="2" align="center">200</td>
<td valign="top" rowspan="2" align="center">116/84</td>
<td valign="top" rowspan="2" align="center">67 (27&#x2013;90)</td>
<td valign="top" rowspan="2" align="left">Solid &amp; Hematologic tumors</td>
<td valign="top" align="left">BNT162b2&amp;mRNA-1273</td>
<td valign="top" rowspan="2" align="center"> 30 days</td>
</tr>
<tr>
<td valign="top" align="left">AD26.COV2. S</td>
</tr>
<tr>
<td valign="top" align="left">22</td>
<td valign="top" align="left">A. Grinshpun, Sep 2021 (<xref ref-type="bibr" rid="B31">31</xref>)</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">172</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">62 (23&#x2013;91)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center"> 77 days</td>
</tr>
<tr>
<td valign="top" align="left">23</td>
<td valign="top" align="left">Tal Goshen-Lago, July 2021 (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">232</td>
<td valign="top" align="center">100/132</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">Solid &amp; Hematologic tumors</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center"> 14 days</td>
</tr>
<tr>
<td valign="top" align="left">24</td>
<td valign="top" align="left">Ithai Waldhorn, Oct 2021 (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="center">USA</td>
<td valign="top" align="center">154</td>
<td valign="top" align="center">70/884</td>
<td valign="top" align="center">67 (32&#x2013;87)</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">25</td>
<td valign="top" align="left">Mounzer Agha, Jan 2021 (<xref ref-type="bibr" rid="B34">34</xref>)</td>
<td valign="top" align="center">France</td>
<td valign="top" align="center">67</td>
<td valign="top" align="center">32/35</td>
<td valign="top" align="center">65 (57&#x2013;72)</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2 &amp; mRNA-1273</td>
<td valign="top" align="center">23 days</td>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="left">Gabriel Revon-Riviere, June 2021 (<xref ref-type="bibr" rid="B35">35</xref>)</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">11/2</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="left">Solid tumor</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">N/M</td>
</tr>
<tr>
<td valign="top" align="left">27</td>
<td valign="top" align="left">Florent Malard, Aug 2021 (<xref ref-type="bibr" rid="B36">36</xref>)</td>
<td valign="top" align="center">French</td>
<td valign="top" align="center">195</td>
<td valign="top" align="center">117/78</td>
<td valign="top" align="center">69 (21.5-91.7)</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">14 days</td>
</tr>
<tr>
<td valign="top" align="left">28</td>
<td valign="top" align="left">Ron Ram, June 2021 (<xref ref-type="bibr" rid="B37">37</xref>)</td>
<td valign="top" align="center">Israel</td>
<td valign="top" align="center">80</td>
<td valign="top" align="center">36/44</td>
<td valign="top" align="center">65 (23&#x2013;83)</td>
<td valign="top" align="left">Hematologic</td>
<td valign="top" align="left">BNT162b2</td>
<td valign="top" align="center">N/M</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>N/M, Not mentioned; NA, Not available.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The overall point estimation of seroconversion after more than 2 weeks beyond the second dose of COVID-19 vaccine injection was 81% (95% CI, 75%-86%) (Random effect), although heterogeneity between studies was significant (I<sup>2 =</sup> 93%, P <sub>heterogeneity</sub>&lt;0.001) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). In subgroup meta-analyses conducted by the type of cancer, the overall seroconversion rate after receiving the second dose of COVID-19 vaccine-based type of cancer were 88% (95% CI 81%-92%) and 70% (95% CI, 60%-79%) in patients with solid tumor and hematologic malignancy, respectively. Heterogeneity between subgroups categorizing the types of cancer was also significant (I<sup>2 =</sup> 93.9%, P <sub>heterogeneity</sub>&lt;0.001 and I<sup>2 =</sup> 91.5%, P&#xa0;<sub>heterogeneity</sub>&lt;0.001, respectively) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Seroconversion rate after more than 2 weeks of receiving second dose of COVID-19 vaccine in cancer patients. Addeo et al. (<xref ref-type="bibr" rid="B25">25</xref>), Agha et al. (<xref ref-type="bibr" rid="B34">34</xref>), Ariamanesh et al. (<xref ref-type="bibr" rid="B7">7</xref>), Barri&#xe8;re et al. (<xref ref-type="bibr" rid="B29">29</xref>), Cavanna et al. (<xref ref-type="bibr" rid="B15">15</xref>), Goshen-Lago et al. (<xref ref-type="bibr" rid="B32">32</xref>), Gounant et al. (<xref ref-type="bibr" rid="B18">18</xref>), Grinshpun et al. (<xref ref-type="bibr" rid="B31">31</xref>), Herishanu et al. (<xref ref-type="bibr" rid="B20">20</xref>), Karacin et al. (<xref ref-type="bibr" rid="B24">24</xref>), Mahil et al. (<xref ref-type="bibr" rid="B11">11</xref>), Malard et al. (<xref ref-type="bibr" rid="B36">36</xref>), Massarweh et al. (<xref ref-type="bibr" rid="B21">21</xref>), Monin et al. (<xref ref-type="bibr" rid="B16">16</xref>), Ollila et al. (<xref ref-type="bibr" rid="B12">12</xref>), Oosting et al. (<xref ref-type="bibr" rid="B27">27</xref>), Perry et al. (<xref ref-type="bibr" rid="B19">19</xref>), Pimpinelli et al. (<xref ref-type="bibr" rid="B22">22</xref>), Pimpinelli et al. (<xref ref-type="bibr" rid="B26">26</xref>), Ram et al. (<xref ref-type="bibr" rid="B37">37</xref>), Revon-Riviere et al. (<xref ref-type="bibr" rid="B35">35</xref>), Roeker et al. (<xref ref-type="bibr" rid="B13">13</xref>), Shah et al. (<xref ref-type="bibr" rid="B14">14</xref>), Shmueli et al. (<xref ref-type="bibr" rid="B17">17</xref>), Thakkar et al. (<xref ref-type="bibr" rid="B30">30</xref>), van Oekelen et al. (<xref ref-type="bibr" rid="B23">23</xref>), Waldhorn et al. (<xref ref-type="bibr" rid="B33">33</xref>), Webber et al. (<xref ref-type="bibr" rid="B28">28</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-860238-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>subgroup analysis of Seroconversion rate after more than 2 weeks of receiving second dose of COVID-19 vaccine in cancer patients. Addeo et al. (<xref ref-type="bibr" rid="B25">25</xref>), Agha et al. (<xref ref-type="bibr" rid="B34">34</xref>), Ariamanesh et al. (<xref ref-type="bibr" rid="B7">7</xref>), Barri&#xe8;re et al. (<xref ref-type="bibr" rid="B29">29</xref>), Cavanna et al. (<xref ref-type="bibr" rid="B15">15</xref>), Goshen-Lago et al. (<xref ref-type="bibr" rid="B32">32</xref>), Gounant et al. (<xref ref-type="bibr" rid="B18">18</xref>), Grinshpun et al. (<xref ref-type="bibr" rid="B31">31</xref>), Herishanu et al. (<xref ref-type="bibr" rid="B20">20</xref>), Karacin et al. (<xref ref-type="bibr" rid="B24">24</xref>), Mahil et al. (<xref ref-type="bibr" rid="B11">11</xref>), Malard et al. (<xref ref-type="bibr" rid="B36">36</xref>), Massarweh et al. (<xref ref-type="bibr" rid="B21">21</xref>), Monin et al. (<xref ref-type="bibr" rid="B16">16</xref>), Ollila et al. (<xref ref-type="bibr" rid="B12">12</xref>), Oosting et al. (<xref ref-type="bibr" rid="B27">27</xref>), Perry et al. (<xref ref-type="bibr" rid="B19">19</xref>), Pimpinelli et al. (<xref ref-type="bibr" rid="B22">22</xref>), Pimpinelli et al. (<xref ref-type="bibr" rid="B26">26</xref>), Ram et al. (<xref ref-type="bibr" rid="B37">37</xref>), Revon-Riviere et al. (<xref ref-type="bibr" rid="B35">35</xref>), Roeker et al. (<xref ref-type="bibr" rid="B13">13</xref>), Shah et al. (<xref ref-type="bibr" rid="B14">14</xref>), Shmueli et al. (<xref ref-type="bibr" rid="B17">17</xref>), Thakkar et al. (<xref ref-type="bibr" rid="B30">30</xref>), van Oekelen et al. (<xref ref-type="bibr" rid="B23">23</xref>), Waldhorn et al. (<xref ref-type="bibr" rid="B33">33</xref>), Webber et al. (<xref ref-type="bibr" rid="B28">28</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-13-860238-g004.tif"/>
</fig>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>In this review and analysis, we assessed the literature involving the use of COVID-19 vaccines in cancer patients and reported the seroconversion rates, clinical COVID-19 infection rates, severity of COVID-19 infection and side effects following COVID-19 vaccination.</p>
<sec id="s4_1">
<title>4.1 Efficacy of COVID-19 Vaccination</title>
<p>The overall seroconversion rate beyond 2 weeks after the second dose of a COVID-19 vaccine was 81%. However, we found that the seroconversion rate was significantly higher in patients with solid tumors compared to patients with hematologic malignancies [88% (95% CI, 81%-92%) vs 70% (95% CI, 60%-79%), respectively].</p>
<sec id="s4_1_1">
<title>4.1.1 Factors Affecting the Seroconversion Rates After COVID-19 Vaccination in Patients With Cancer</title>
<p>We observed evidence of seroconversion and antibody production against the SARS-CoV-2 virus in about 80% of cancer patients who were vaccinated. Nevertheless, the intensity of humoral response depends on several factors including type of malignancy (solid tumors versus hematologic malignancies), type of cancer treatment administered, demographic characteristics of the patient and other underlying factors, which will be discussed in the following sections.</p>
<sec id="s4_1_1_1">
<title>4.1.1.1 Type of Malignancy</title>
<p>In the studies which only investigated patients with solid tumors (n=17), authors in general reported a seroconversion rate of 0.817 to 0.923. Moreover, in the studies exclusively on hematologic malignancies (n=11) seroconversion rates were between 0.608 and 0.792. Finally, in studies performed by Monin et&#xa0;al. (<xref ref-type="bibr" rid="B16">16</xref>), Pimpinelli et&#xa0;al. (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B26">26</xref>), Ariamanesh et&#xa0;al. (<xref ref-type="bibr" rid="B7">7</xref>), Addeo et&#xa0;al. (<xref ref-type="bibr" rid="B25">25</xref>) and Thakkar et&#xa0;al. (<xref ref-type="bibr" rid="B30">30</xref>) on patients with both solid tumors and hematologic malignancies, the seroconversion rate was significantly lower in patients with hematologic malignancies (60-81.7% vs 93.8-98%). A proper immune response to either vaccines or viral infections requires both cellular and humoral immunity. An adequate antibody response can, in turn, increase T lymphocyte activity (CD4+ T helper) and lead to higher stimulation of B lymphocytes to produce higher levels of antibodies (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>). It has been shown that there is a correlation between CD4+ T helper cell response to viral spike protein and anti-SARS-CoV-2 IgG and IgA titer levels (<xref ref-type="bibr" rid="B42">42</xref>&#x2013;<xref ref-type="bibr" rid="B46">46</xref>). In general, based on our findings, it can be concluded that seroconversion rates in patients with hematologic malignancies are lower than in patients with solid tumors. It has been previously shown that, compared to patients with solid tumors and healthy individuals, in patients with hematologic malignancies, T cell immune responses are reduced both after COVID-19 infection and post-vaccination, with CD4+ T cells playing a principal role in comparison to CD8+ (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B35">35</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B40">40</xref>). Furthermore, patients with hematologic malignancies undergo somewhat more significant immunosuppression, mainly due to cancer-induced immune dysregulation or because they receive therapies that can provoke myelosuppression and lymphodepletion. These factors collectively are not only involved in a greater risk for infection and mortality, but also a poorer response to vaccination (<xref ref-type="bibr" rid="B47">47</xref>&#x2013;<xref ref-type="bibr" rid="B51">51</xref>). Our findings, indicating differences in immune responses based on type of malignancy, are in agreement with previous publications investigating vaccination-based immune responses against seasonal influenza (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>).</p>
</sec>
<sec id="s4_1_1_2">
<title>4.1.1.2 Type of Treatment</title>
<p>In the studies performed by Cavanna et&#xa0;al., (<xref ref-type="bibr" rid="B15">15</xref>) (15 seroconversion to 22, 68.18%), Addeo et&#xa0;al., (<xref ref-type="bibr" rid="B25">25</xref>) (13 to 14, 93%) and Oosting et&#xa0;al., (<xref ref-type="bibr" rid="B27">27</xref>) (122 to 131, 93%) on cancer patients receiving only immunotherapy as their anticancer therapeutic regimen, seroconversion rate was 68.18-93%. Additionally, in patients only receiving chemotherapy investigated in the studies by Oosting et&#xa0;al., (<xref ref-type="bibr" rid="B27">27</xref>), (192 of 229, 84%), Webber et&#xa0;al., (<xref ref-type="bibr" rid="B28">28</xref>) (99 to 115, 86%) and Grinshpun et&#xa0;al., (<xref ref-type="bibr" rid="B31">31</xref>), (81.3%) seroconversion rates of 81.3-86% were reported. Although vaccinated patients receiving immunotherapy comprise a small portion of most of previous researches, it appears that in patients who underwent immunological manipulation, seroconversion rate is weakened. As an example, it has been previously reported that active treatment with B cell-depleting agents such as rituximab and obinutuzumab (anti-CD20), or plasma cell depleting-agents such as daratumumab (anti-CD38) can decrease antibody production following COVID-19 vaccination, especially in patients with lymphoid malignancies. This is mainly a consequence of peripheral B cell depletion and B cell signaling pathway disruption caused by anti-CD20 agents, and anti-CD38-induced reduction of normal plasma cells, followed by a decrease in polyclonal immunoglobulin levels which are vital for humoral immunity (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B54">54</xref>&#x2013;<xref ref-type="bibr" rid="B57">57</xref>). Furthermore, impaired response to vaccination induced by anti-CD20 therapy in patients with cancer has been similarly reported in the case of influenza or <italic>Streptococcus pneumonia</italic> vaccines (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B58">58</xref>).</p>
</sec>
<sec id="s4_1_1_3">
<title>4.1.1.3 Other Factors</title>
<p>In addition to the type of malignancy and anticancer treatment, patient&#x2019;s demographic factors such as age and gender might also contribute to the rate of seroconversion in response to vaccination against COVID-19. Ma et al. have shown that age is the most prominent predicting factor with regards to the failure of anti-COVID-19 vaccine in cancer patients and negatively correlates with seroconversion rate in these individuals (<xref ref-type="bibr" rid="B59">59</xref>). These results are consistent with another study on BNT162b2 vaccine which shows a remarkable difference between the seroconversion rate of young, versus elderly cancer patients, with the titer levels also being significantly different (<xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>Gender has been shown to be another contributing factor in seroconversion rate among patients with cancer. In a study on seroprevalence against COVID-19 in cancer patients, Javadinia et al. has shown that seropositivity against COVID-19 is greater in females, with higher rates in patients with breast cancer and gynecologic cancers (<xref ref-type="bibr" rid="B60">60</xref>). Female hormones are known to enhance the immune system, and sex steroids have been shown to correlate with different immune responses to COVID-19 (<xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B62">62</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4_2">
<title>4.2 Safety of COVID-19 Vaccination</title>
<p>Studies have shown that COVID-19 vaccination in patients with malignancy is safe and tolerable regardless of their types. Both systemic and locoregional side-effects including fatigue, hypersensitivity reactions, fever, asthenia, vomiting, headaches, muscle and joint pain, chills, transient lymphadenopathy and injection site reactions (pain, erythema, itchiness, swelling, and redness) were reported. Although the various instruments and methods which were used for assessment of frequency, severity, and extend of the side-effects make it difficult to perform a meta-analysis investigation in this context, most of reported vaccines related side-effects were grade II, maximally (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B35">35</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>).</p>
</sec>
<sec id="s4_3">
<title>4.3 Limitations</title>
<p>This meta-analysis harbors a strong publication bias which we believe is due to the high verity of published articles&#x2019; methodologies and extent of factors affecting the immune response in this population [age, type of cancer (solid tumors and hematologic malignancies) or status of treatment (receiving chemotherapy or bone marrow transplant vs radiotherapy or follow-up)]. Moreover, not reporting the exact prevalence of PCR-confirmed COVID-19 infection and the its outcome is another important limitation of previous studies affecting the results of present review.</p>
</sec>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>In general, we can conclude that vaccination against COVID-19 in patients dealing with malignancies is a safe and tolerable procedure, which is also accompanied by a high efficacy. Nevertheless, a number of factors such as type of malignancy, type of anti-cancer therapy administered, and demographic factors of the patient can influence the efficiency of anti-covid vaccination in these patients. There are a couple of suggestions to improve the efficiency of anti-covid vaccination in cancer patients, particularly patients with hematologic malignancies, and subsequent to receiving immunosuppressive anti-cancer therapies such as anti-CD20 or anti-CD38 therapies. These patients can take advantage of passive immunization using anti-COVID-19 antibodies. Moreover, booster doses or higher doses of some vaccines, or taking benefit from mixed vaccine types are suggested in these individuals. Additional studies are required to investigate the efficacy of the aforementioned approaches in these patients, especially in the individuals who were vaccinated in the course of active treatment.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics Statement</title>
<p>The Ethic Committee of Sabzevar University of Medical Sciences approved the study protocol (ID IR.MEDSAB.REC.1400.148).</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author Contributions</title>
<p>Conceptualization; SJ and SF. Data curation; KA and FA. Funding acquisition; SJ. Investigation; FA and M-SM. Methodology; FA, FN, and FD. Project administration; SJ. Software; FA, SJ, FN, and FD. Supervision; SJ and JW. Validation; FA and HH. Visualization; SJ, FA. Roles/Writing original draft; FA, SJ, and KA. Writing - review &amp; editing; FA, SJ, M-SM, and KA. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>Sabzevar University of Medical Sciences (grant number 400237).</p>
</sec>
<sec id="s10" 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="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>Authors sincerely thank form Vasei Clinical Research Development Unit in Sabzevar University of Medical Sciences, for providing advice and guidance in conducting this research.</p>
</ack>
<sec id="s12" 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/fendo.2022.860238/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2022.860238/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
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