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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.2024.1404753</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Prognostic value of systemic immune-inflammation index in patients with metastatic renal cell carcinoma treated with systemic therapy: a meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Xu</surname>
<given-names>Juan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2695480"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Chen</surname>
<given-names>Pingrun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cao</surname>
<given-names>Shangqi</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Xu</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1437720"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Xiang</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Operating Room, West China Hospital, Sichuan University/West China School of Nursing, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Gastroenterology and Hepatology, West China Hospital, West China Medical School, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Urology, West China Hospital, West China Medical School, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Walter J. Storkus, University of Pittsburgh, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Leonard Joseph Appleman, University of Pittsburgh, United States</p>
<p>Elena Ranieri, University of Foggia, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiang Li, <email xlink:href="mailto:xiangli.87@163.com">xiangli.87@163.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>19</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1404753</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Xu, Chen, Cao, Hu and Li</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Xu, Chen, Cao, Hu and Li</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>A novel systemic immune-inflammation index (SII), based on the neutrophils, lymphocytes, and platelet counts, is associated with the prognosis of several cancers, including non-metastatic renal cell carcinoma (RCC). In the present study, we evaluate the prognostic significance of SII in patients with metastatic RCC (mRCC) treated with systemic therapy.</p>
</sec>
<sec>
<title>Method</title>
<p>Relevant studies were searched comprehensively from Web of Science, PubMed, Embase and the Cochrane Library up to January 2024. The pooled hazard ratio (HR) and 95% confidence interval (CI) were extracted from each study to evaluate the prognostic value of SII in patients with mRCC treated with tyrosine kinase inhibitor (TKI) or immune checkpoint inhibitor (ICI).</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 12 studies including 4,238 patients were included in the final analysis. High SII was significantly correlated to poor overall survival (OS, HR = 1.88; 95% CI 1.60&#x2013;2.21; <italic>P</italic> &lt; 0.001) and progression-free survival (PFS, HR = 1.66; 95% CI 1.39&#x2013;1.99; <italic>P</italic> &lt; 0.001). Stratified by therapy, high SII was also related to the poor OS (TKI: HR = 1.63, <italic>P</italic> &lt; 0.001; ICI: HR = 2.27, <italic>P</italic> &lt; 0.001) and PFS (TKI: HR = 1.67, <italic>P</italic> &lt; 0.001; ICI: HR = 1.88, <italic>P</italic> = 0.002).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>In conclusion, high SII could serve as an unfavorable factor in patients with mRCC treated with systemic therapy. Stratified by therapies, the elevated SII was also associated with worse prognosis. Whereas, more prospective and large-scale studies are warranted to validate our findings.</p>
</sec>
<sec>
<title>Systematic review registration</title>
<p>
<uri xlink:href="https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42024522831">https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42024522831</uri>, identifier CRD42024522831.</p>
</sec>
</abstract>
<kwd-group>
<kwd>prognostic value</kwd>
<kwd>systemic immune-inflammation index</kwd>
<kwd>metastatic renal cell carcinoma</kwd>
<kwd>systemic therapy</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="36"/>
<page-count count="8"/>
<word-count count="2860"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Genitourinary Oncology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Renal cell carcinoma (RCC) is one of the common urological cancers, accounts for approximately 2% of all malignancies, with an estimated 431,288 new cases and 179,368 deaths in 2020 worldwide (<xref ref-type="bibr" rid="B1">1</xref>). Although most patients are localized disease and could undergo surgical resection with curative intent, about one-third of patients will develop metastatic disease recurrence (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). Furthermore, 30% of patients present regional or distant metastases at initial diagnosis (<xref ref-type="bibr" rid="B2">2</xref>). Over the last decades, advancements in the treatment of&#xa0;metastatic RCC (mRCC) improved patients&#x2019; prognosis dramatically, such as the tyrosine kinase inhibitors (TKI) and immune checkpoint inhibitors (ICIs) (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>With the progress of the management of mRCC, identification of predictive markers would be of great value to patients&#x2019; treatment and long-term outcomes. The International metastatic renal cell carcinoma Database Consortium (IMDC) risk model is widely used for mRCC patients&#x2019; stratification and treatment selection. Recently, other potential biomarkers have been investigated for their prognostic and predictive value, including programmed cell death ligand 1 (PD-L1) expression, tumor mutational burden (TMB), molecular and genomic signatures, and clinical factors (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>Evidences suggested that host inflammation response plays an important role in cancer progression by enhancing tumor angiogenesis and metastasis (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Peripheral blood parameters might reflect the cancer-related inflammatory phenomena. Previous reported have reported that prognostic value of neutrophil-lymphocyte ratio (NLR), platelet-lymphocyte ratio (PLR), prognostic nutrition index (PNI), and systemic immune-inflammation index (SII) in many cancers (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>The SII is defined as follows platelet count &#xd7; neutrophil count/lymphocyte count and has been found to be associated with the prognosis of several cancers, such as urothelial carcinoma, hepatocellular carcinoma, and non-metastatic RCC (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>). The prognostic value of SII in mRCC patients treated with systemic therapy remains unclear. Therefore, we summarized all relevant studies and investigated the prognostic significance of SII in mRCC.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Search strategy</title>
<p>The present study was performed based on the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) Statement (<xref ref-type="bibr" rid="B15">15</xref>). Moreover, present study has been registered in PROSPERO (CRD42024522831). We comprehensively searched Embase, Web of Science, PubMed, and the Cochrane Library up to January 2024. Two independent reviewers performed the study search based on the search strategy (SII, systemic inflammation index, systemic immune-inflammation index) and (kidney cancer, renal cancer). We also screened the references of eligible studies to avoid the omission.</p>
</sec>
<sec id="s2_2">
<title>Inclusion and exclusion criteria</title>
<p>Studies finally enrolled in the present study should meet the following criteria: (1) population-based studies, (2) involved patients with mRCC, (3) patients were treated with TKI or ICI, (4) SII was defined accurately and calculated based on the formula, (5) evaluate the prognostic value of SII, (6) available data such as hazard ratio (HR) and 95% confidence interval (CI) could be extracted. The following studies were excluded: (1) did not involve SII, (2) did not evaluate the prognostic value of SII, (3) insufficient data for HR and 95% CI, and (4) patients weren&#x2019;t treated with systemic therapy. For the same cohort patients, we included the study with the largest and newest data.</p>
</sec>
<sec id="s2_3">
<title>Data extraction and quality assessment</title>
<p>Two reviewers extracted the relevant data from eligible studies independently based on the predefined items: publication year, participant, study design, disease, therapy, number and ages of patients, the cutoff value of SII, clinical outcomes, and duration of follow-up. The Newcastle-Ottawa Quality Assessment Scale (NOS) was used to evaluate the quality of included studies, incorporating three main aspects: selection, comparability, and exposure/outcome. Total scores ranged from 0 to 9, a score of no less than 7 was considered as high quality.</p>
</sec>
<sec id="s2_4">
<title>Statistical analysis</title>
<p>STATA (version 12, StataCorp, College Station, TX, USA) was applied to conduct all statistical analyses. We extracted and pooled&#xa0;HRs and 95% CIs through the inverse-variance method to investigated the prognostic value of SII in patients with mRCC. A random-effects approach was chosen over a fixed-effects approach, because using random effects is often preferred when performing a meta-analysis to guide patient treatment decision (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). For the evaluation of heterogeneity across studies, the Cochran&#x2019;s Q test and the Higgins&#x2019;<italic>I</italic>
<sup>2</sup> statistic were calculated. If the <italic>I</italic>
<sup>2</sup> &#x2265; 50% or <italic>P</italic> &lt; 0.10, the between-study heterogeneity was considered as significant (<xref ref-type="bibr" rid="B18">18</xref>). The sensitivity analyses were conducted to validate the stability of the final results by omitting each study in sequence. We also performed subgroup analysis and meta-regression to explore the potential source of heterogeneity. A two-sided <italic>P</italic>-value of &lt; 0.05 was considered significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>At first, 594 articles were identified based on the electronic database search. After excluding the 74 duplicated articles, the remaining 520 records were screened. According to the titles and abstracts, 66 studies were further reviewed detailedly. At last, a total of 12 studies incorporating 4,238 patients were included in the final analysis (<xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B30">30</xref>). The detailed information was illustrated in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flowchart of the literature search.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1404753-g001.tif"/>
</fig>
<sec id="s3_1">
<title>Clinical characteristic of the enrolled studies</title>
<p>Most studies were retrospective, while two studies were prospective (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B28">28</xref>). Eight of the studies were multicenter. Half of studies included mRCC patients treated with ICIs, and the other six studies involved mRCC patients treated with TKIs. Most studies have a quite large sample size, ranging from 49 to 1,034. SII was calculated based on the formula (platelet&#xd7;neutrophil/lymphocyte). The cutoff value of SII in each study is not consistent. All studies reported the overall survival (OS), seven studies reported progression-free survival (PFS). All studies were regarded as high quality (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). The detailed information was summarized in <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>Clinical characteristics of enrolled studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Study</th>
<th valign="middle" align="center">Enrollment date/location</th>
<th valign="middle" align="center">Study type</th>
<th valign="middle" align="left">Intervention</th>
<th valign="middle" align="left">Outcome</th>
<th valign="middle" align="left">Number of patients</th>
<th valign="middle" align="left">Age (years)<break/>Median (range)</th>
<th valign="middle" align="left">Cutoff of SII (&#xd7;10<sup>9</sup>/L)</th>
<th valign="middle" align="left">Newcastle&#x2013;Ottawa Quality Assessment Scale</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Monteiro 2024 (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="middle" align="left">1 January 2017 to 1 February 2023/56 centers</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">First-line immune combinations</td>
<td valign="middle" align="left">Overall survival<break/>Progression-free survival</td>
<td valign="middle" align="center">1,034</td>
<td valign="middle" align="left">64 (25&#x2013;88)</td>
<td valign="middle" align="left">1265</td>
<td valign="middle" align="left">8</td>
</tr>
<tr>
<td valign="middle" align="left">Anpalakhan 2023 (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="middle" align="left">October 2019 to January 2020/63 centers</td>
<td valign="middle" align="left">Prospective</td>
<td valign="middle" align="left">Immune checkpoint inhibitor</td>
<td valign="middle" align="left">Overall survival</td>
<td valign="middle" align="center">200</td>
<td valign="middle" align="left">Not report</td>
<td valign="middle" align="left">831</td>
<td valign="middle" align="left">7</td>
</tr>
<tr>
<td valign="middle" align="left">Korkmaz 2023 (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="middle" align="left">January 2015 to December 2021/Turkey/single center</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">First-line tyrosine kinase inhibitor</td>
<td valign="middle" align="left">Overall survival<break/>Progression-free survival</td>
<td valign="middle" align="center">110</td>
<td valign="middle" align="left">Not report</td>
<td valign="middle" align="left">782.56</td>
<td valign="middle" align="left">7</td>
</tr>
<tr>
<td valign="middle" align="left">Li 2022 (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="middle" align="left">1 June 2018 to 30 June 2022/China/single center</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">Immune checkpoint inhibitor</td>
<td valign="middle" align="left">Overall survival<break/>Progression-free survival</td>
<td valign="middle" align="center">52</td>
<td valign="middle" align="left">56 (27&#x2013;74)</td>
<td valign="middle" align="left">1388.73</td>
<td valign="middle" align="left">7</td>
</tr>
<tr>
<td valign="middle" align="left">Stuhler 2022 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="middle" align="left">As of May 2018/Germany/single center</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">First-line ipilimumab +nivolumab</td>
<td valign="middle" align="left">Overall survival<break/>Progression-free survival</td>
<td valign="middle" align="center">49</td>
<td valign="middle" align="left">64.6<break/>(39.9&#x2013;83.5)</td>
<td valign="middle" align="left">788</td>
<td valign="middle" align="left">7</td>
</tr>
<tr>
<td valign="middle" align="left">Yucel 2022 (<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="middle" align="left">January 2007 to June 2020/Turkey/13 centers</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">First-line tyrosine kinase inhibitor</td>
<td valign="middle" align="left">Overall survival<break/>Progression-free survival</td>
<td valign="middle" align="center">706</td>
<td valign="middle" align="left">Median (interquartile range)<break/>60 (53&#x2013;67)</td>
<td valign="middle" align="left">756</td>
<td valign="middle" align="left">7</td>
</tr>
<tr>
<td valign="middle" align="left">Bugdayci Basal 2021 (<xref ref-type="bibr" rid="B24">24</xref>)</td>
<td valign="middle" align="left">January 2012 to December 2019/Turkey/single center</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">First-line tyrosine kinase inhibitor</td>
<td valign="middle" align="left">Overall survival</td>
<td valign="middle" align="center">187</td>
<td valign="middle" align="left">61 (34&#x2013;86)</td>
<td valign="middle" align="left">730</td>
<td valign="middle" align="left">7</td>
</tr>
<tr>
<td valign="middle" align="left">Rebuzzi 2021 (<xref ref-type="bibr" rid="B25">25</xref>)</td>
<td valign="middle" align="left">October 2015 to November 2019/Italy/multicenter</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">Nivolumab</td>
<td valign="middle" align="left">Overall survival<break/>Progression-free survival</td>
<td valign="middle" align="center">571</td>
<td valign="middle" align="left">61 (49&#x2013;73)</td>
<td valign="middle" align="left">720</td>
<td valign="middle" align="left">8</td>
</tr>
<tr>
<td valign="middle" align="left">Teishima 2020 (<xref ref-type="bibr" rid="B26">26</xref>)</td>
<td valign="middle" align="left">January 2008 to January 2018/Japan/multicenter</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">First-line tyrosine kinase inhibitor</td>
<td valign="middle" align="left">Overall survival</td>
<td valign="middle" align="center">179</td>
<td valign="middle" align="left">Median 65</td>
<td valign="middle" align="left">730</td>
<td valign="middle" align="left">8</td>
</tr>
<tr>
<td valign="middle" align="left">Chrom 2019 (<xref ref-type="bibr" rid="B27">27</xref>)</td>
<td valign="middle" align="left">2008&#x2013;2016/Poland/two centers</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">First-line tyrosine kinase inhibitor</td>
<td valign="middle" align="left">Overall survival</td>
<td valign="middle" align="center">502</td>
<td valign="middle" align="left">62 (22&#x2013;88)</td>
<td valign="middle" align="left">730</td>
<td valign="middle" align="left">8</td>
</tr>
<tr>
<td valign="middle" align="left">De Giorgi 2019 (<xref ref-type="bibr" rid="B28">28</xref>)</td>
<td valign="middle" align="left">July 2015 to April 2016/Italy/multicenter</td>
<td valign="middle" align="left">Prospective</td>
<td valign="middle" align="left">Nivolumab</td>
<td valign="middle" align="left">Overall survival</td>
<td valign="middle" align="center">313</td>
<td valign="middle" align="left">65 (40&#x2013;84)</td>
<td valign="middle" align="left">1375</td>
<td valign="middle" align="left">8</td>
</tr>
<tr>
<td valign="middle" align="left">Lolli 2016 (<xref ref-type="bibr" rid="B29">29</xref>)</td>
<td valign="middle" align="left">January 2006 to December 2014/Italy/seven centers</td>
<td valign="middle" align="left">Retrospective</td>
<td valign="middle" align="left">First-line sunitinib</td>
<td valign="middle" align="left">Overall survival<break/>Progression-free survival</td>
<td valign="middle" align="center">335</td>
<td valign="middle" align="left">63 (27&#x2013;88)</td>
<td valign="middle" align="left">730</td>
<td valign="middle" align="left">7</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Overall survival</title>
<p>All studies including 4,238 patients reported OS. We observed moderate heterogeneity among studies, so the random effect was applied (<italic>I</italic>
<sup>2</sup> = 51.2%; <italic>P</italic> = 0.021). A higher SII was significantly related to the worse OS compared with lower SII (HR = 1.88; 95% CI 1.60&#x2013;2.21; <italic>P</italic> &lt; 0.001; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Higher SII was associated with worse OS <bold>(A)</bold> and PFS <bold>(B)</bold> in mRCC patients treated with systemic therapies. Right side (HR &gt; 1) favors low SII, left side (HR &lt; 1) favors high SII.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1404753-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Progression-free survival</title>
<p>Regarding PFS, seven studies involving 2,857 patients revealed relevant data. We also observed the evidence of heterogeneity (<italic>I</italic>
<sup>2</sup> = 48.4%; <italic>P</italic> = 0.071). Using the random-effect model, we found that the patients with higher SII had a worse PFS compared with the patients with lower SII (HR = 1.66; 95% CI 1.39&#x2013;1.99; <italic>P</italic> &lt; 0.001; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<title>Sensitivity analysis</title>
<p>The sensitivity analysis for OS and PFS was conducted by eliminating each study to reflect the impact of the individual to overall. Consistently, we observed that removing any single study would not dramatically alter the trend of our results (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Sensitivity analysis for OS <bold>(A)</bold> and PFS <bold>(B)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1404753-g003.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Subgroup analysis and meta-regression</title>
<p>We performed subgroup analysis stratified by number of patients, study type, therapy, and enrollment. For the different types of studies, we both observed that high SII was significantly associated with poor OS. In the subgroup with large than 300 patients, high SII was also associated with the inferior OS and PFS, and in the &lt;300 patients, we also detected the prognostic significance of SII. As for therapy, high SII was an unfavorable factor in patients treated with ICI or TKI. In addition, in studies from multicenter or single center, high SII was significantly related to the poor OS and PFS. Meta-regression revealed that none of these variables are significantly associated with the heterogeneity. The detailed information was summarized in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Subgroup analyses of overall survival and progression-free survival.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Subgroup</th>
<th valign="middle" align="left">Variable</th>
<th valign="middle" align="left">Number of<break/>studies</th>
<th valign="middle" align="left">Model</th>
<th valign="middle" align="left">HR (95% CI) <italic>P</italic>-value</th>
<th valign="middle" align="left">
<italic>I</italic>
<sup>2</sup>
</th>
<th valign="top" align="left">
<italic>P</italic>-value of meta-regression</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Overall survival</td>
<td valign="top" align="left">All</td>
<td valign="top" align="left">12</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.88 (1.60&#x2013;2.21) &lt; 0.001</td>
<td valign="top" align="left">51.2%</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Type</td>
<td valign="top" align="left">Prospective</td>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">2.38 (1.46&#x2013;3.89) 0.001</td>
<td valign="top" align="left">63.0%</td>
<td valign="top" align="left">0.148</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Retrospective</td>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.77 (1.51&#x2013;2.07) &lt; 0.001</td>
<td valign="top" align="left">39.5%</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">No. of patients</td>
<td valign="top" align="left">&lt; 300</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">2.06 (1.51&#x2013;2.80) &lt; 0.001</td>
<td valign="top" align="left">37.1%</td>
<td valign="top" align="left">0.573</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&gt; 300</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.81 (1.48&#x2013;2.21) &lt; 0.001</td>
<td valign="top" align="left">63.8%</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Therapy</td>
<td valign="top" align="left">Immune checkpoint inhibitor</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">2.27 (1.68&#x2013;3.06) &lt; 0.001</td>
<td valign="top" align="left">59.7%</td>
<td valign="top" align="left">0.121</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Tyrosine kinase inhibitor</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.63 (1.41&#x2013;1.88) &lt; 0.001</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Enrollment</td>
<td valign="top" align="left">Single center</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">2.68 (1.47&#x2013;4.88) 0.001</td>
<td valign="top" align="left">57.6%</td>
<td valign="top" align="left">0.355</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Multicenter</td>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.80 (1.53&#x2013;2.12) &lt; 0.001</td>
<td valign="top" align="left">49.5%</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Progression-free survival</td>
<td valign="top" align="left">All</td>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.66 (1.39&#x2013;1.99) &lt; 0.001</td>
<td valign="top" align="left">48.4%</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">No. of patients</td>
<td valign="top" align="left">&lt; 300</td>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">3.65 (1.21&#x2013;11.05) 0.022</td>
<td valign="top" align="left">73.0%</td>
<td valign="top" align="left">0.264</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&gt; 300</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.57 (1.40&#x2013;1.76) &lt; 0.001</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Therapy</td>
<td valign="top" align="left">Tyrosine kinase inhibitor</td>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.67 (1.41&#x2013;1.98) &lt; 0.001</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">0.680</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Immune checkpoint inhibitor</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.88 (1.26&#x2013;2.80) 0.002</td>
<td valign="top" align="left">73.1%</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Enrollment</td>
<td valign="top" align="left">Single center</td>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">3.65 (1.21&#x2013;11.05) 0.022</td>
<td valign="top" align="left">73.0%</td>
<td valign="top" align="left">0.264</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Multicenter</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Random</td>
<td valign="top" align="left">1.57 (1.40&#x2013;1.76) &lt; 0.001</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In the present study, we evaluate the association between SII and mRCC patients, observing that high SII was associated with the poor prognosis of mRCC. When stratified by therapies, high SII also predicts an inferior OS and PFS in mRCC patients treated with TKI or ICI. Moreover, we performed subgroup analysis and found all subgroup results are consistent with overall results. We only included the studies that provided the largest and newest data, which may affect the totality of data. However, this would likely be non-differential given the prognostic nature of the studies.</p>
<p>Local recurrence or metastasis is highly likely to occur in the RCC, nearly 30% of patients will develop local or distant recurrence after surgery (<xref ref-type="bibr" rid="B3">3</xref>). Meanwhile, one-third of patients suffer from metastasis initially (<xref ref-type="bibr" rid="B2">2</xref>). Although systemic therapy achieved great improvement of mRCC patients&#x2019; survival, not all patients could respond to these therapies. Many efforts to explore predictive markers are continuing.</p>
<p>The association between inflammation and malignancy has been&#xa0;widely explored in the past decades. Lots of studies have revealed an immunogenic nature of RCC (<xref ref-type="bibr" rid="B31">31</xref>). This immunogenic microenvironment may explain the antitumor efficacy of immune-related therapy used in mRCC treatment. While, the tumor infiltrating cells and their secretions may play a role in tumorigenesis, progression and clinical outcomes (<xref ref-type="bibr" rid="B32">32</xref>). It has been revealed that some peripheral markers of inflammation, NLR, PLR, and CRP were associated with prognosis of mRCC patients (<xref ref-type="bibr" rid="B33">33</xref>). Yucel et&#xa0;al. collected 706 mRCC patients treated with first-line TKI from multicenter and observed that pre-treatment high SII was considered a predictor of poor OS (HR = 1.39; <italic>P</italic> = 0.01) and PFS (HR = 1.60; <italic>P</italic> &lt; 0.001) (<xref ref-type="bibr" rid="B23">23</xref>). In addition, SII might provide the similar predictive value as the IMDC and MSKCC, with the similar C-index values for OS and PFS in SII, IMDC, and MSKCC risk scores (<xref ref-type="bibr" rid="B23">23</xref>). Bugdayci Basal et&#xa0;al. demonstrated that in different IMDC risk groups, the patients with higher SII had a significantly worse OS compared with those with lower SII. And the SII may increase the predictive value of IMDC risk model in mRCC patients treated with TKI (<xref ref-type="bibr" rid="B24">24</xref>). Chrom et&#xa0;al. demonstrated that the addition of the SII to the IMDC model in place of neutrophil and platelet counts increased the model&#x2019;s prognostic performance (<xref ref-type="bibr" rid="B27">27</xref>). Moreover, for mRCC patients received ipilimumab plus nivolumab in the first-line setting, high SII was also an unfavorable factor for OS and PFS (<xref ref-type="bibr" rid="B22">22</xref>). A prospective cohort of patients with mRCC treated with nivolumab also revealed that SII independently predicted OS (HR = 2.99; <italic>P</italic> &lt; 0.001) (<xref ref-type="bibr" rid="B28">28</xref>). Recently, a retrospective study of 1,034 mRCC patients from 56 centers also revealed that a high SII is associated with poor oncological outcomes in patients treated with first-line immune combinations therapy (<xref ref-type="bibr" rid="B30">30</xref>). Wang et&#xa0;al. performed a meta-analysis and explored the prognostic value of SII in cancer patients receiving ICI. They found SII could predictive OS and PFS irrespective the cancer type, ICIs type and cutoff value of SII (<xref ref-type="bibr" rid="B34">34</xref>). Based on the abovementioned evidence, high SII could be served as an unfavorable factor in mRCC patients treated with systemic therapies. However, more large-scale studies are required to verify our findings.</p>
<p>The potential mechanism for the prognostic significance of this combination might be explained by the functions of neutrophil, platelet, and lymphocyte. Neutrophils can promote cancer development through directly interacting with tumor cells. Neutrophils can secrete proinflammatory cytokine and chemokine related to the remodeling of the tumor microenvironment and have a tumor-promoting effect (<xref ref-type="bibr" rid="B35">35</xref>). Platelets have been reported to regulate tumor angiogenesis, protect tumor cells from cytolysis, and contribute to tumor metastasis (<xref ref-type="bibr" rid="B36">36</xref>). As a major cellular immunity component in humans, lymphocytes are implicated in killing the host cancer cells by cell-mediated immunization. Therefore, the decreased lymphocytes may cause a weak anti-tumor activity and lead to cancer progression (<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>SII had significance in clinical practice. SII was calculated based on the neutrophil, platelet, and lymphocyte, which is convenient, easily obtained and commonly tested before the treatment. SII could predict the prognosis of patients, which could be used for mRCC patients&#x2019; managements. However, the individual conditions should be considered during the treatment strategy decision.</p>
<p>Our study is not devoid of shortcomings. First of all, total 12 studies consisting of 4,238 patients were included, which is not a relatively large sample and may limit the power of final results. Next, almost all studies were retrospective studies with the potential inherent bias, resulting heterogeneity. Therefore, we conducted sensitivity analysis and subgroup analysis. We only included the studies that provided the largest and newest data, which may affect the totality of data. But this would likely be non-differential given the prognostic nature of the studies. At last, although we performed subgroup analyses and meta-regression, there are several factors that are not available and may result heterogeneity such as detailed treatments and comorbidity, so we could not conduct additional analyses.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusion</title>
<p>In conclusion, high SII could serve as an unfavorable factor in patients with mRCC treated with systemic therapy. Stratified by therapies, the elevated SII was also associated with worse prognosis. Whereas, more prospective and large-scale studies are warranted to validate our findings.</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.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>JX: Writing &#x2013; original draft, Methodology, Formal analysis, Data curation. PC: Writing &#x2013; original draft, Methodology, Formal analysis, Data curation. SC: Writing &#x2013; original draft, Methodology, Formal analysis, Data curation. XH: Writing &#x2013; original draft, Data&#xa0;curation. XL: Writing &#x2013; review &amp; editing, Supervision, Investigation, Conceptualization.</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&#xa0;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.2024.1404753/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2024.1404753/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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