<?xml version="1.0" encoding="UTF-8"?>
<?covid-19-tdm?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<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.2021.667847</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Retrospective Study of Brain Metastases From Solid Malignancies: The Effect of Immune Checkpoint Inhibitors</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Du</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sirbu</surname>
<given-names>Cristian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lucas</surname>
<given-names>B. Daniel</given-names> <suffix>Jr.</suffix>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jubelirer</surname>
<given-names>Steven J.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Khalid</surname>
<given-names>Ahmed</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mei</surname>
<given-names>Lin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1226556"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Charleston Area Medical Center (CAMC) Health Education and Research Institute</institution>, <addr-line>Charleston, WV</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>CAMC Cancer Center</institution>, <addr-line>Charleston, WV</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Terrance Johns, University of Western Australia, Australia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Alessia Pellerino, University Hospital of the City of Health and Science of Turin, Italy; Zhijian Chen, Virginia Commonwealth University, United States; Sen Sheng, University of Arkansas for Medical Sciences, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Lin Mei, <email xlink:href="mailto:lin.mei@camc.org">lin.mei@camc.org</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Neuro-Oncology and Neurosurgical Oncology, a section of the journal Frontiers in Oncology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>11</volume>
<elocation-id>667847</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>02</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>08</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Du, Sirbu, Lucas, Jubelirer, Khalid and Mei</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Du, Sirbu, Lucas, Jubelirer, Khalid and Mei</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Brain metastases (BM) are associated with dismal prognosis, and there is a dearth of effective systemic therapy. In this study, patients with BM from multiple solid tumors were identified from TriNetX databases, their clinicopathological features were evaluated, and the effects of immune checkpoint inhibitor (ICI) therapy were assessed.</p>
</sec>
<sec>
<title>Methods</title>
<p>Variables, including median overall survival (OS), Eastern Cooperative Oncology Group (ECOG) performance status, primary diagnosis, and date of diagnosis, were retrieved from TriNetX, a real-world database. Kaplan-Meier plots and log-rank tests were applied to assess significance of differences in survival. Hazard ratio (HR) and 95% confidence interval (CI) values were calculated. All patient data were deidentified.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 227,255 patients with BM were identified in the TriNetX database; median OS was 12.3 months from initial cancer diagnosis and 7.1 months from development of BM. OS of BM from nonsmall-cell lung cancer (NSCLC), triple-negative breast cancer (TNBC), melanoma, and renal cell carcinoma (RCC) were 8.7, 14.7, 17.8, and 15.6 months, respectively. After matching patient baseline characteristics, OS of cohorts with or without exposure to ICIs was evaluated. For all types of cancer, median OS durations for the ICI and no-ICI cohorts were 14.0 and 7.9 months, respectively (HR: 0.88; 95% CI: 0.85&#x2013;0.91). More specifically, OS was remarkably prolonged in patients with NSCLC (14.4 <italic>vs</italic>. 8.2 months; HR: 0.86; 95% CI: 0.82&#x2013;0.90), TNBC (23.9 <italic>vs</italic>. 11.6 months; HR: 0.87; 95% CI: 0.82&#x2013;0.92), and melanoma (27.6 <italic>vs</italic>. 16.8 months; HR: 0.80; 95% CI: 0.73&#x2013;0.88) if patients had exposure to ICIs. In contrast, there was no significant difference in OS of patients with RCC treated with and without ICIs (16.7 <italic>vs</italic>. 14.0 months; HR: 0.96; 95% CI: 0.86&#x2013;1.10).</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Overall, BM indicates poor patient outcome. Treatment with ICIs improves survival of patients with NSCLC, TNBC, and melanoma and BM; however, no significant improvement was observed in RCC. Investigations to identify prognostic features, oncogenomic profiles, and predictive biomarkers are warranted.</p>
</sec>
</abstract>
<kwd-group>
<kwd>brain metastases</kwd>
<kwd>TriNetX database</kwd>
<kwd>immune check point inhibitor</kwd>
<kwd>immunotherapy</kwd>
<kwd>PD-1 inhibitor</kwd>
<kwd>PD-L1 inhibitor</kwd>
<kwd>CTLA-4 inhibitor</kwd>
</kwd-group>    <contract-sponsor id="cn001">Office of Research Infrastructure Programs, National Institutes of Health<named-content content-type="fundref-id">10.13039/100016958</named-content>
</contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="29"/>
<page-count count="7"/>
<word-count count="3565"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Brain metastases (BM) are estimated to occur in approximately 20% of patients with all types of cancer and are generally associated with poor outcomes (<xref ref-type="bibr" rid="B1">1</xref>); however, population-based analysis of prognosis is lacking. A historical cohort study, conducted from 1973 to 2001 in the Detroit metropolitan area, showed that the incidence of all types of cancer was 9.6% (<xref ref-type="bibr" rid="B2">2</xref>). According to data from the Surveillance, Epidemiology and End Results (SEER) database, BM was present in 1.7% of cases at diagnosis of cancer from 2010 to 2013 (<xref ref-type="bibr" rid="B3">3</xref>). Lung, breast, melanoma, and renal cell carcinoma are the most common types of cancer associated with BM (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B4">4</xref>). In stage IV nonsmall-cell lung cancer (NSCLC), approximately 10%&#x2013;25% of cases present with BM at diagnosis and another 10%&#x2013;30% subsequently develop BM (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). Hence, patients with BM represent a substantial population with unmet needs.</p>
<p>For many years, therapeutic strategies for patients with BM were mainly palliative in nature and failed to improve survival in the majority of cases. For example, in the population with BM when newly diagnosed with cancer after 2010, the median overall survival (OS) durations were only 4.0 and 6.0 months for patients with squamous cell and NSCLC adenocarcinoma, respectively (<xref ref-type="bibr" rid="B4">4</xref>), with 6.0 months recorded for those with triple-negative breast cancer (TNBC) (<xref ref-type="bibr" rid="B7">7</xref>); there was no significant improvement in outcomes compared with the historical cohort (1973&#x2013;1993) (<xref ref-type="bibr" rid="B8">8</xref>), indicating an urgent need for effective treatments. Although radiotherapy and surgery remain the cornerstones of treatment regimens, emerging new modalities, such as immunotherapy (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>) and targeted therapy (<xref ref-type="bibr" rid="B11">11</xref>), have slowly improved survival outcomes for patients with several cancer subtypes. In addition, unraveling the biological profiles and driver mutations in BM is crucial to facilitate identification of therapeutic targets. An increasing number of systemic treatment options are becoming available, including human epidermal growth factor receptor 2 (HER2)-targeted therapies and tyrosine kinase inhibitors for NSCLC with driver mutations; however, tumors without druggable mutations lack effective approaches, partially given the molecular divergence of primary tumors and BM, as well as the limitations caused by the blood-brain barrier (<xref ref-type="bibr" rid="B6">6</xref>). Immune checkpoint inhibitors (ICIs) have great promise for treatment of all types of cancer, including BM. Therefore, a better understanding of the epidemiology of BM, and particularly comparison of the survival benefit of treatment with or without ICIs, are important to inform tailored therapeutic approaches. Accordingly, the objective of this study was to investigate survival differences of patients with BM treated with and without ICIs and explore the efficacy of immunotherapy using real-world data.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Ethics Approval</title>
<p>This study was a retrospective analysis of patient data obtained from deidentified databases. The research was conducted in accordance with the Declaration of Helsinki. The protocol was approved by the Institutional Review Board at CAMC (IRB Number: 20-662). For this type of study, formal patient consent was not required.</p>
</sec>
<sec id="s2_2">
<title>Data Source</title>
<p>The TriNetX Research Network (TriNetX Inc., Cambridge, MA) is a real-world and in-house database; it is a global-federated health research network, combining real-time access to longitudinal electronic medical records and administrative claims data. Participating healthcare organizations (HCOs) span patients from a wide range of geographic locations, age groups, and income levels. Details of and use of the network by our team has been described previously (<xref ref-type="bibr" rid="B12">12</xref>). The TriNetX platform is Health Insurance Portability and Accountability Act (HIPPA) and General Data Protection Regulation (GDPR) compliant. The majority of contributing HCOs are located in the USA and the European Union.</p>
</sec>
<sec id="s2_3">
<title>Data Collection</title>
<p>Data were retrieved from the Diamond Network subnet, which comprises HCOs contributing online patient information from &gt;200 million individuals. The study period for patients with diagnosis of BM was between January 1st, 2015 and June 30th, 2020, with follow-up until December 31st, 2020 for the primary end point (death). Patients were identified using the ICD-10 code for brain metastasis (C79.3), and primary cancers were also identified using the relevant ICD-10 codes. Only patients &#x2265;18 years old were enrolled. Benign tumors and primary brain tumors were excluded from our study. Baseline demographic characteristics, comorbidities, treatment history, and Eastern Cooperative Oncology Group (ECOG) performance status data were collected. Patients with primary NSCLC, TNBC, melanoma, and RCC were included, which were the tumors most commonly treated with ICIs during the period of the study. Exposure to ICIs was defined as treatment with at least one dose with inhibitors of programmed cell death 1 (PD-1) or its ligand (PD-L1) (nivolumab, pembrolizumab, atezolizumab, avelumab, and durvalumab) or the cytotoxic T-lymphocyte antigen 4 (CTLA-4) inhibitor, ipilimumab. In patients with NSCLC, tumors with driver mutations (of EGFR, ALK, or ROS) were excluded. In the breast cancer cohort, only patients with TNBC for which ICI treatment was indicated were included. In the melanoma cohort, tumors with the BRAF V600E mutation were excluded. For all cohort and patient data, results and patient information were extracted from TriNetX by constructing queries including appropriate ICD-10 codes and procedure codes.</p>
</sec>
<sec id="s2_4">
<title>Data Analysis</title>
<p>Analyses were conducted by the authors. Categorical and continuous parameters were analyzed using Chi-square and analysis of variance (ANOVA), respectively, to determine the statistical significance of differences. Kaplan-Meier plots were generated for univariate analysis comparisons and the log-rank test used to evaluate the significance of differences in OS. For&#xa0;multivariate analysis, Cox proportional hazard regression modeling was employed, based on the results of univariate analyses. Hazard ratio (HR) and 95% confidence interval (CI) values were calculated. To account for differences in baseline characteristics between groups, a propensity score matching (PSM) model was developed using logistic regression to derive well-matched groups for comparative outcomes analysis. Verification was conducted using the nearest-neighbor matching algorithm, with a tolerance level of 0.01 and difference between a propensity score of &#x2264;0.1. GraphPad Prism 6 was used to conduct statistical analysis and generate figures. All tests were two sided, and statistical significance was defined as <italic>p</italic>&#xa0;&lt; 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Overall Survival in Patients With Brain Metastasis</title>
<p>A total of 227,255 patients diagnosed with BM between January 1st, 2015 and June 30th, 2020 were identified in the TriNetX database. Of identified cases, 103,248 died before December 31st, 2020, with a median OS of 12.3 months from initial diagnosis of primary cancer and 7.1 months from the development of BM (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). Furthermore, we analyzed the survival times of patients with different types of cancer. Specifically, patients with NSCLC, TNBC, melanoma, and RCC were investigated, since ICIs were more commonly used to treat these types of tumor. A total of 104,765 patients were diagnosed with NSCLC, and 48,894 reached the primary end point (death). Median OS in patients with NSCLC was significantly shorter than that in patients with malignancies in all sites (8.7 <italic>vs</italic>. 12.3 months; HR: 1.30; 95% CI: 1.28&#x2013;1.32). A total of 30,820 patients diagnosed with TNBC with BM were identified, with a median OS of 14.7 months. The median OS durations of patients with melanoma (<italic>n</italic>&#xa0;= 11,338) and RCC (<italic>n</italic> = 6,973) were 17.8 and 15.6 months, respectively (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>); all of which represented better than average prognosis.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Overall survival (OS) of all patients with brain metastases (BM). <bold>(B)</bold> OS of patients with nonsmall-cell lung cancer (NSCLC), triple-negative breast cancer (TNBC), melanoma, and renal cell carcinoma (RCC). <bold>(C)</bold> Difference in survival between cohorts treated with and without immune checkpoint inhibitors (ICIs) among all patients with BM.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-667847-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Influence of Immune Checkpoint Inhibitors on Overall Survival of Patients With Brain Metastasis</title>
<p>To further investigate the influence of ICIs on patient outcome, we matched patients according to baseline demographic characteristics, comorbidities, prior radiotherapy, and surgery, as well as ECOG performance status using a PSM model (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). For all types of cancer, the cohort with ICI exposure included 25,220 patients and the non-ICI-exposed group included 25,243 patients. A total of 37,169 events reached the primary end point. The OS durations of patients in the ICI and no-ICI cohorts were 14.0 <italic>vs</italic>. 7.9 months (HR: 0.88; 95% CI: 0.85&#x2013;0.91), indicating a significant improvement in survival of patients exposed to ICIs (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>). In the NSCLC group, 13,401 cases were included in each of the ICI and no-ICI cohorts and median OS durations were 14.4 <italic>vs</italic>. 8.2 months, respectively (HR: 0.86; 95% CI: 0.82&#x2013;0.90). In the TNBC group, 3,449 and 3,461 cases were included in the ICI and no-ICI cohorts, with respective median OS of 23.9 <italic>vs</italic>. 11.6 months (HR: 0.87; 95% CI: 0.82&#x2013;0.92). Similarly, 3,617 cases with melanoma and BM were included in the ICI and no-ICI cohorts, with median OS of 27.6 <italic>vs</italic>. 16.8 months, respectively (HR: 0.80; 95% CI: 0.73&#x2013;0.88). These data reveal significant benefits of ICI exposure in these cancer types; however, analysis of patients with RCC with BM, including 1,333 and 5,624 cases in the ICI and no-ICI cohorts, respectively, failed to demonstrate a significant benefit of ICI treatment, with median OS duration of 16.7 <italic>vs</italic>. 14.0 months (HR: 0.96; 95% CI: 0.86&#x2013;1.10) (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A&#x2013;D</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Demographic and clinical characteristics of patients with brain metastases.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Demographic</th>
<th valign="top" colspan="3" align="center">NSCLC (nondriven mutation)</th>
<th valign="top" colspan="3" align="center">Melanoma (non-BRAF mutated)</th>
<th valign="top" colspan="3" align="center">RCC</th>
<th valign="top" colspan="3" align="center">TNBC</th>
</tr>
<tr>
<th valign="top" align="left"> </th>
<th valign="top" align="center">ICIs</th>
<th valign="top" align="center">Non-ICIs</th>
<th valign="top" align="center">
<italic>p</italic>-Value</th>
<th valign="top" align="center">ICIs</th>
<th valign="top" align="center">Non-ICIs</th>
<th valign="top" align="center">
<italic>p</italic>-Value</th>
<th valign="top" align="center">ICIs</th>
<th valign="top" align="center">Non-ICIs</th>
<th valign="top" align="center">
<italic>p</italic>-Value</th>
<th valign="top" align="center">ICIs</th>
<th valign="top" align="center">Non-ICIs</th>
<th valign="top" align="center">
<italic>p</italic>-Value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Number</td>
<td valign="top" align="center">13,401</td>
<td valign="top" align="center">13,429</td>
<td valign="top" align="center"/>
<td valign="top" align="center">3,617</td>
<td valign="top" align="center">3,702</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1,333</td>
<td valign="top" align="center">5,624</td>
<td valign="top" align="center"/>
<td valign="top" align="center">3,449</td>
<td valign="top" align="center">3,461</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">65.0 &#xb1; 10.1</td>
<td valign="top" align="center">64.8 &#xb1; 11</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">63.5 &#xb1; 13.7</td>
<td valign="top" align="center">62.6 &#xb1; 14.3</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">63.7 &#xb1; 10.3</td>
<td valign="top" align="center">63.3 &#xb1; 10.8</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">59.0 &#xb1; 12.4</td>
<td valign="top" align="center">61.8 &#xb1; 12.7</td>
<td valign="top" align="center">0.33</td>
</tr>
<tr>
<td valign="top" colspan="13" align="left">Sex</td>
</tr>
<tr>
<td valign="top" align="left"> Female</td>
<td valign="top" align="center">51.6%</td>
<td valign="top" align="center">52.6%</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">32.8%</td>
<td valign="top" align="center">33.3%</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">27.1%</td>
<td valign="top" align="center">28.5%</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">99.8%</td>
<td valign="top" align="center">99.8%</td>
<td valign="top" align="center">0.97</td>
</tr>
<tr>
<td valign="top" align="left"> Male</td>
<td valign="top" align="center">48.3%</td>
<td valign="top" align="center">47.4%</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">67.1%</td>
<td valign="top" align="center">66.6%</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">72.8%</td>
<td valign="top" align="center">71.4%</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">0.2%</td>
<td valign="top" align="center">0.2%</td>
<td valign="top" align="center">0.83</td>
</tr>
<tr>
<td valign="top" colspan="13" align="left">Race</td>
</tr>
<tr>
<td valign="top" align="left"> White</td>
<td valign="top" align="center">75.1%</td>
<td valign="top" align="center">76.0%</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">78.7%</td>
<td valign="top" align="center">78.2%</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">71.0%</td>
<td valign="top" align="center">75.0%</td>
<td valign="top" align="center">0.36</td>
<td valign="top" align="center">77.3%</td>
<td valign="top" align="center">77.1%</td>
<td valign="top" align="center">0.88</td>
</tr>
<tr>
<td valign="top" align="left"> Non-White</td>
<td valign="top" align="center">24.9%</td>
<td valign="top" align="center">24.0%</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">21.3%</td>
<td valign="top" align="center">21.7%</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">29.0%</td>
<td valign="top" align="center">25.0%</td>
<td valign="top" align="center">0.40</td>
<td valign="top" align="center">22.7%</td>
<td valign="top" align="center">22.9%</td>
<td valign="top" align="center">0.61</td>
</tr>
<tr>
<td valign="top" align="left">Smoking</td>
<td valign="top" align="center">93.2%</td>
<td valign="top" align="center">94.1%</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">46.9%</td>
<td valign="top" align="center">51.2%</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">31.8%</td>
<td valign="top" align="center">40.3%</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">13.2%</td>
<td valign="top" align="center">12.9%</td>
<td valign="top" align="center">0.30</td>
</tr>
<tr>
<td valign="top" align="left">Cardiovascular</td>
<td valign="top" align="center">52.3%</td>
<td valign="top" align="center">55.6%</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">56.2%</td>
<td valign="top" align="center">55.5%</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">67.8%</td>
<td valign="top" align="center">66.4%</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">51.5%</td>
<td valign="top" align="center">55.4%</td>
<td valign="top" align="center">0.25</td>
</tr>
<tr>
<td valign="top" align="left">COPD</td>
<td valign="top" align="center">41.4%</td>
<td valign="top" align="center">42.6%</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">19.4%</td>
<td valign="top" align="center">19.2%</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">10.7%</td>
<td valign="top" align="center">8.9%</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">14.3%</td>
<td valign="top" align="center">13.6%</td>
<td valign="top" align="center">0.41</td>
</tr>
<tr>
<td valign="top" align="left">Liver disease</td>
<td valign="top" align="center">9.9%</td>
<td valign="top" align="center">9.2%</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">21.4%</td>
<td valign="top" align="center">21.5%</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">18.8%</td>
<td valign="top" align="center">19.0%</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">13.4%</td>
<td valign="top" align="center">12.0%</td>
<td valign="top" align="center">0.13</td>
</tr>
<tr>
<td valign="top" align="left">ECOG &#x2265;2</td>
<td valign="top" align="center">15.0%</td>
<td valign="top" align="center">16.2%</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">26.7%</td>
<td valign="top" align="center">28.9%</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">13.1%</td>
<td valign="top" align="center">11.3%</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">32.1%</td>
<td valign="top" align="center">26.5%</td>
<td valign="top" align="center">0.21</td>
</tr>
<tr>
<td valign="top" align="left">Brain radiation</td>
<td valign="top" align="center">62.5%</td>
<td valign="top" align="center">64.1%</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">40.7%</td>
<td valign="top" align="center">40.5%</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">28.1%</td>
<td valign="top" align="center">27.9%</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">37.2%</td>
<td valign="top" align="center">43.5%</td>
<td valign="top" align="center">0.19</td>
</tr>
<tr>
<td valign="top" align="left">Brain surgery</td>
<td valign="top" align="center">10.1%</td>
<td valign="top" align="center">9.7%</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">9.3%</td>
<td valign="top" align="center">8.7%</td>
<td valign="top" align="center">0.56</td>
<td valign="top" align="center">6.2%</td>
<td valign="top" align="center">5.3%</td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">6.3%</td>
<td valign="top" align="center">3.5%</td>
<td valign="top" align="center">0.46</td>
</tr>
<tr>
<td valign="top" align="left">Chemo/targeted therapy</td>
<td valign="top" align="center">38.0%</td>
<td valign="top" align="center">35.2%</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">3.5%</td>
<td valign="top" align="center">2.6%</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">33.0%</td>
<td valign="top" align="center">30.8%</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">80.6%</td>
<td valign="top" align="center">81.4%</td>
<td valign="top" align="center">0.53</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Overall survival (OS) in patients with different cancer subtypes [<bold>(A)</bold> nonsmall-cell lung cancer (NSCLC), <bold>(B)</bold> triple-negative breast cancer (TNBC), <bold>(C)</bold> melanoma and <bold>(D)</bold> renal cell carcinoma (RCC)], with and without immune checkpoint inhibitor (ICI) treatment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-667847-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Development of BM usually indicates poor prognosis, with 2- and 5-year OS rates of only 8.1% and 2.4%, respectively, across all types of cancer (<xref ref-type="bibr" rid="B13">13</xref>). Patients who present with BM at initial diagnosis have even worse outcomes (<xref ref-type="bibr" rid="B3">3</xref>). In this study, we found that median OS of patients with BM was 12.3 months from initial cancer diagnosis and 7.1 months from the development of BM. Compared with a single-center report from the University of Minnesota of a study conducted between 1973 and 1993, which revealed a median OS of approximately 4 months from the development of BM (<xref ref-type="bibr" rid="B14">14</xref>), our data indicate very limited improvement in patient outcomes, even with the tremendous changes in antitumor therapies over the intervening period.</p>
<p>Lung cancer, including NSCLC and SCLC, remains the most common type of cancer presenting with BM and accounts for &gt;60% of BM cases (<xref ref-type="bibr" rid="B5">5</xref>). Similarly, in our study, NSCLC accounted for 46.1% of total BM cases in the TriNetX database. In addition, 10%&#x2013;25% of patients with NSCLC may present with BM at initial diagnosis (<xref ref-type="bibr" rid="B6">6</xref>) and up to 50% of patients with NSCLC develop BM during the course of their illness (<xref ref-type="bibr" rid="B15">15</xref>). This number may continue to rise, due to early screening for BM using brain magnetic resonance imaging. We found that the median OS of patients with NSCLC with BM was only 8.7 months, which was similar to a previous report of approximately 7.0 months, based on analysis of multi-institutional retrospective database between 2006 and 2014 (<xref ref-type="bibr" rid="B16">16</xref>). Breast cancer is the second most common type of cancer from which BM develops. A recent report from Martin et&#xa0;al. demonstrated that the median OS of patients with TNBC was approximately 6 months from diagnosis of BM (<xref ref-type="bibr" rid="B7">7</xref>) with an OS of 12.5 months for patients with hormone receptor-positive breast cancer (<xref ref-type="bibr" rid="B17">17</xref>). With the development of anti-HER2 treatment, patients with HER2-positive breast cancer also achieve significantly superior outcomes compared with their counterparts with TNBC (12 <italic>vs</italic>. 5 months) (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Melanoma and RCC are also common types of cancer which can develop BM and for which there were no major therapeutic advances in the preimmunotherapy era (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>A revolution in anti-cancer treatment has occurred since the approval of ipilimumab in 2011. Notably, nivolumab and pembrolizumab have been available since late 2014 and were widely accessible from 2015. Since then, the development of ICIs represents a paradigm shift in oncology therapy and prompted us to further study the role of ICIs in treatment of patients with BM. The Checkmate 204 trial of dual ICI therapy showed a dramatic intracranial response rate of 57% of BM from melanoma (<xref ref-type="bibr" rid="B10">10</xref>), as did the randomized phase II ABC trial (<xref ref-type="bibr" rid="B20">20</xref>). Hence, dual ICI therapy is established as a cornerstone regimen for patients with small asymptomatic BM from melanoma. In contrast, there is limited evidence supporting the efficacy of PD-1/PD-L1 inhibitor treatment for NSCLC. Goldberg et&#xa0;al. reported an approximately 30% intracranial response rate of treatment with pembrolizumab; however, only in the PD-L1-positive patient cohort (<xref ref-type="bibr" rid="B9">9</xref>). In contrast, a population study from Italy reported an intracranial response rate of only 17% (<xref ref-type="bibr" rid="B21">21</xref>). Unfortunately, untreated BM from RCC failed to show any response to nivolumab in a phase II trial (<xref ref-type="bibr" rid="B22">22</xref>). In addition, there is a lack of evidence for the effectiveness of ICIs for treating BM from TNBC, since approval for their use in this context was only obtained relatively recently (<xref ref-type="bibr" rid="B23">23</xref>). The efficacy or benefit of ICIs for BM remains controversial to date. Hence, in our study, we sought to validate previously reported results using real-world data.</p>
<p>Using the TriNetX database, we identified patient cohorts with NSCLC, TNBC, melanoma, and RCC, four types of cancer commonly treated with ICIs during 2015&#x2013;2020. The cohorts were matched for baseline characteristics, including age, sex, race, cardiovascular disease, lung and liver disease, ECOG performance status, prior brain radiotherapy, brain surgery, chemotherapy, and target therapy, which are important prognostic factors. First, our analysis revealed that exposure to ICIs led to improvement of OS by approximately 6 months for all patients with BM. In subtype studies, we specifically excluded NSCLC with driver mutations and melanoma with BRAF V600E mutation, to avoid bias. The results showed that exposure to ICIs significantly prolonged survival of patients with NSCLC, TNBC, and melanoma (HR: 0.80&#x2013;0.87); however, no significant therapeutic effect was observed for patients with RCC (HR: 0.96). Amin et&#xa0;al. reported an association between immunotherapy and BM after definitive surgery using data from the National Cancer Database from 2010 to 2016 (<xref ref-type="bibr" rid="B24">24</xref>). Similarly, they found that exposure to ICIs was associated with improved OS (HR: 0.62), with variable outcomes for patients with different types of tumor, although the number of cases who received immunotherapy was small (<italic>n</italic> = 183). Thus, we conclude that exposure to ICIs prolongs OS for patients with BM overall; however, the efficacy of this type of therapy may be cancer specific.</p>
</sec>
<sec id="s5">
<title>Limitations of the Study</title>
<p>This study has several limitations, due to its retrospective design. First, our dataset has a lack of detailed tumor burden information, particularly intracranial tumor burden, which is an important prognostic factor contributing to patient survival. Second, several other important clinical information is absent. For example, percentage of symptomatic BM, extracranial tumor status, number of resection, and use of steroid could all be important prognostic factors. Third, although the database includes information on patient history of radiotherapy, it does not include the types and timing of radiotherapy. In addition, the sequence of radiotherapy and administration of ICIs is deficient. Especially, several studies have reported significant impacts on survival outcomes of different sequences of ICIs and radiotherapy (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). Fourth, several newer PD-1/PD-L1 inhibitors were not included in this study, including cemiplimab, due to their relatively late approval. Finally, oncogenomic profiles were not included in this database, such as intra- and extracranial PD-1/PD-L1 expression. Although PD-L1 expression has been validated as a predictor of response in patients with NSCLC, its role in other types of cancer is still very controversial (<xref ref-type="bibr" rid="B27">27</xref>). Report from Goldberg et&#xa0;al. (<xref ref-type="bibr" rid="B9">9</xref>) showed the intracranial response was only observed in PD-L1-positive cohort. However, the sample was obtained from extracranial lesion that is generally not concordant with intracranial tissue (<xref ref-type="bibr" rid="B28">28</xref>). Furthermore, systemic and CNS response can be very discordant as well (<xref ref-type="bibr" rid="B29">29</xref>). Currently, it is unknown yet about the association of PD-L1 expression and predictive response rate of BM. Other valuable predictive or prognostic biomarkers are also lacking, despite tremendous efforts to identify such factors. The difficulty involved in accessing human BM samples is invariably a major barrier to many neuro-oncology studies. Retrospective study may not be able to fully address these questions. In the future, there is continuous need of prospective, biomarker driven, multidisciplinary, and innovative clinical trial design to overcome these barriers.</p>
</sec>
<sec id="s6" sec-type="conclusions">
<title>Conclusions</title>
<p>In conclusion, large-scale data from TriNetX demonstrated a median OS of 12.3 months for patients with all types of cancer with BM, and of 7.1 months from development of BM. More specifically, median OS for patients with NSCLC, TNBC, melanoma, and RCC with BM were 8.7, 14.7, 17.8, and 15.6 months, respectively. We further investigated the efficacy of ICIs in patients with these malignancies, using cohorts matched for baseline characteristics. The results suggest that ICIs are effective for prolonging OS of patients with NSCLC, TNBC, and melanoma; however, this may not be the case in RCC, indicating that the antitumor immune effects of ICIs may be cancer specific. Further studies of underlying molecular mechanisms, better understanding of the intracranial immune microenvironment, and innovative clinical trial design are warranted to further improve BM management.</p>
</sec>
<sec id="s7" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s8">
<title>Ethics Statement</title>
<p>This study was a retrospective study of patients from de-identified databases. It was conducted in accordance with the Declaration of Helsinki. The protocol was approved by Institutional Review Board at CAMC (IRB Number: 20-662). For this type of study, formal consent was not required.</p>
</sec>
<sec id="s9">
<title>Author Contributions</title>
<p>WD, CS, and LM designed and conceptualized this study. WD, CS, and LM conducted the literature research and wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s10" sec-type="funding-information">
<title>Funding</title>
<p>The research was supported by the NIGMS of the National Institutes of Health under award number 2U54GM104942-02.</p>
</sec>
<sec id="s11">
<title>Author Disclaimer</title>
<p>The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.</p>
</sec>
<sec id="s12" 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="s13" 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>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Achrol</surname> <given-names>AS</given-names>
</name>
<name>
<surname>Rennert</surname> <given-names>RC</given-names>
</name>
<name>
<surname>Anders</surname> <given-names>C</given-names>
</name>
<name>
<surname>Soffietti</surname> <given-names>R</given-names>
</name>
<name>
<surname>Ahluwalia</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Nayak</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Brain Metastases</article-title>. <source>Nat Rev Dis Primers</source> (<year>2019</year>) <volume>5</volume>(<issue>1</issue>):<elocation-id>5</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41572-018-0055-y</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barnholtz-Sloan</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Sloan</surname> <given-names>AE</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>FG</given-names>
</name>
<name>
<surname>Vigneau</surname> <given-names>FD</given-names>
</name>
<name>
<surname>Lai</surname> <given-names>P</given-names>
</name>
<name>
<surname>Sawaya</surname> <given-names>RE</given-names>
</name>
</person-group>. <article-title>Incidence Proportions of Brain Metastases in Patients Diagnosed (1973 to 2001) in the Metropolitan Detroit Cancer Surveillance System</article-title>. <source>J Clin Oncol Off J Am Soc Clin Oncol</source> (<year>2004</year>) <volume>22</volume>(<issue>14</issue>):<page-range>2865&#x2013;72</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/jco.2004.12.149</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kromer</surname> <given-names>C</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Ostrom</surname> <given-names>QT</given-names>
</name>
<name>
<surname>Gittleman</surname> <given-names>H</given-names>
</name>
<name>
<surname>Kruchko</surname> <given-names>C</given-names>
</name>
<name>
<surname>Sawaya</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Estimating the Annual Frequency of Synchronous Brain Metastasis in the United States 2010-2013: A Population-Based Study</article-title>. <source>J Neurooncol</source> (<year>2017</year>) <volume>134</volume>(<issue>1</issue>):<fpage>55</fpage>&#x2013;<lpage>64</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s11060-017-2516-7</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cagney</surname> <given-names>DN</given-names>
</name>
<name>
<surname>Martin</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Catalano</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Redig</surname> <given-names>AJ</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>NU</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>EQ</given-names>
</name>
<etal/>
</person-group>. <article-title>Incidence and Prognosis of Patients With Brain Metastases at Diagnosis of Systemic Malignancy: A Population-Based Study</article-title>. <source>Neuro Oncol</source> (<year>2017</year>) <volume>19</volume>(<issue>11</issue>):<page-range>1511&#x2013;21</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/neuonc/nox077</pub-id>
</citation>
</ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Siegel</surname> <given-names>RL</given-names>
</name>
<name>
<surname>Miller</surname> <given-names>KD</given-names>
</name>
<name>
<surname>Jemal</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Cancer Statistics, 2020</article-title>. <source>CA Cancer J Clin</source> (<year>2020</year>) <volume>70</volume>(<issue>1</issue>):<fpage>7</fpage>&#x2013;<lpage>30</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3322/caac.21590</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Soffietti</surname> <given-names>R</given-names>
</name>
<name>
<surname>Ahluwalia</surname> <given-names>M</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>N</given-names>
</name>
<name>
<surname>Ruda</surname> <given-names>R</given-names>
</name>
</person-group>. <article-title>Management of Brain Metastases According to Molecular Subtypes</article-title>. <source>Nat Rev Neurol</source> (<year>2020</year>) <volume>16</volume>(<issue>10</issue>):<page-range>557&#x2013;74</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41582-020-0391-x</pub-id>
</citation>
</ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Martin</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Cagney</surname> <given-names>DN</given-names>
</name>
<name>
<surname>Catalano</surname> <given-names>PJ</given-names>
</name>
<name>
<surname>Warren</surname> <given-names>LE</given-names>
</name>
<name>
<surname>Bellon</surname> <given-names>JR</given-names>
</name>
<name>
<surname>Punglia</surname> <given-names>RS</given-names>
</name>
<etal/>
</person-group>. <article-title>Brain Metastases in Newly Diagnosed Breast Cancer: A Population-Based Study</article-title>. <source>JAMA Oncol</source> (<year>2017</year>) <volume>3</volume>(<issue>8</issue>):<page-range>1069&#x2013;77</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamaoncol.2017.0001</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nussbaum</surname> <given-names>ES</given-names>
</name>
<name>
<surname>Djalilian</surname> <given-names>HR</given-names>
</name>
<name>
<surname>Cho</surname> <given-names>KH</given-names>
</name>
<name>
<surname>Hall</surname> <given-names>WA</given-names>
</name>
</person-group>. <article-title>Brain Metastases. Histology, Multiplicity, Surgery, and Survival</article-title>. <source>Cancer</source> (<year>1996</year>) <volume>78</volume>(<issue>8</issue>):<page-range>1781&#x2013;8</page-range>. doi: <pub-id pub-id-type="doi">10.1002/(SICI)1097-0142(19961015)78:8&lt;1781::AID-CNCR19&gt;3.0.CO;2-U</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goldberg</surname> <given-names>SB</given-names>
</name>
<name>
<surname>Schalper</surname> <given-names>KA</given-names>
</name>
<name>
<surname>Gettinger</surname> <given-names>SN</given-names>
</name>
<name>
<surname>Mahajan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Herbst</surname> <given-names>RS</given-names>
</name>
<name>
<surname>Chiang</surname> <given-names>AC</given-names>
</name>
<etal/>
</person-group>. <article-title>Pembrolizumab for Management of Patients With NSCLC and Brain Metastases: Long-Term Results and Biomarker Analysis From a Non-Randomised, Open-Label, Phase 2 Trial</article-title>. <source>Lancet Oncol</source> (<year>2020</year>) <volume>21</volume>(<issue>5</issue>):<page-range>655&#x2013;63</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1470-2045(20)30111-X</pub-id>
</citation>
</ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tawbi</surname> <given-names>HA</given-names>
</name>
<name>
<surname>Forsyth</surname> <given-names>PA</given-names>
</name>
<name>
<surname>Algazi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Hamid</surname> <given-names>O</given-names>
</name>
<name>
<surname>Hodi</surname> <given-names>FS</given-names>
</name>
<name>
<surname>Moschos</surname> <given-names>SJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Combined Nivolumab and Ipilimumab in Melanoma Metastatic to the Brain</article-title>. <source>New Engl J Med</source> (<year>2018</year>) <volume>379</volume>(<issue>8</issue>):<page-range>722&#x2013;30</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1056/NEJMoa1805453</pub-id>
</citation>
</ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Erickson</surname> <given-names>AW</given-names>
</name>
<name>
<surname>Das</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>The Impact of Targeted Therapy on Intracranial Metastatic Disease Incidence and Survival</article-title>. <source>Front Oncol</source> (<year>2019</year>) <volume>9</volume>:<elocation-id>797</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fonc.2019.00797</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Annie</surname> <given-names>FH</given-names>
</name>
<name>
<surname>Sirbu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Frazier</surname> <given-names>KR</given-names>
</name>
<name>
<surname>Broce</surname> <given-names>M</given-names>
</name>
<name>
<surname>Lucas</surname> <given-names>BD</given-names>
</name>
</person-group>. <article-title>Hydroxychloroquine in Hospitalized COVID-19 Patients: Real World Experience Assessing Mortality</article-title>. <source>Pharmacotherapy</source> (<year>2020</year>) <volume>40</volume>(<issue>11</issue>):<page-range>1072&#x2013;81</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/phar.2467</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lauko</surname> <given-names>A</given-names>
</name>
<name>
<surname>Rauf</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Ahluwalia</surname> <given-names>MS</given-names>
</name>
</person-group>. <article-title>Medical Management of Brain Metastases</article-title>. <source>Neurooncol Adv</source> (<year>2020</year>) <volume>2</volume>(<issue>1</issue>):<elocation-id>vdaa015</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/noajnl/vdaa015</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hall</surname> <given-names>WA</given-names>
</name>
<name>
<surname>Djalilian</surname> <given-names>HR</given-names>
</name>
<name>
<surname>Nussbaum</surname> <given-names>ES</given-names>
</name>
<name>
<surname>Cho</surname> <given-names>KH</given-names>
</name>
</person-group>. <article-title>Long-Term Survival With Metastatic Cancer to the Brain</article-title>. <source>Med Oncol</source> (<year>2000</year>) <volume>17</volume>(<issue>4</issue>):<page-range>279&#x2013;86</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/BF02782192</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Page</surname> <given-names>S</given-names>
</name>
<name>
<surname>Milner-Watts</surname> <given-names>C</given-names>
</name>
<name>
<surname>Perna</surname> <given-names>M</given-names>
</name>
<name>
<surname>Janzic</surname> <given-names>U</given-names>
</name>
<name>
<surname>Vidal</surname> <given-names>N</given-names>
</name>
<name>
<surname>Kaudeer</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>Systemic Treatment of Brain Metastases in non-Small Cell Lung Cancer</article-title>. <source>Eur J Cancer</source> (<year>2020</year>) <volume>132</volume>:<page-range>187&#x2013;98</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejca.2020.03.006</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sperduto</surname> <given-names>PW</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>TJ</given-names>
</name>
<name>
<surname>Beal</surname> <given-names>K</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>H</given-names>
</name>
<name>
<surname>Brown</surname> <given-names>PD</given-names>
</name>
<name>
<surname>Bangdiwala</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Estimating Survival in Patients With Lung Cancer and Brain Metastases: An Update of the Graded Prognostic Assessment for Lung Cancer Using Molecular Markers (Lung-molGPA)</article-title>. <source>JAMA Oncol</source> (<year>2017</year>) <volume>3</volume>(<issue>6</issue>):<page-range>827&#x2013;31</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamaoncol.2016.3834</pub-id>
</citation>
</ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tolaney</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Sahebjam</surname> <given-names>S</given-names>
</name>
<name>
<surname>Le Rhun</surname> <given-names>E</given-names>
</name>
<name>
<surname>Bachelot</surname> <given-names>T</given-names>
</name>
<name>
<surname>Kabos</surname> <given-names>P</given-names>
</name>
<name>
<surname>Awada</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>A Phase II Study of Abemaciclib in Patients With Brain Metastases Secondary to Hormone Receptor-Positive Breast Cancer</article-title>. <source>Clin Cancer Res</source> (<year>2020</year>) <volume>26</volume>(<issue>20</issue>):<page-range>5310&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1158/1078-0432.ccr-20-1764</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Suh</surname> <given-names>JH</given-names>
</name>
<name>
<surname>Kotecha</surname> <given-names>R</given-names>
</name>
<name>
<surname>Chao</surname> <given-names>ST</given-names>
</name>
<name>
<surname>Ahluwalia</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Sahgal</surname> <given-names>A</given-names>
</name>
<name>
<surname>Chang</surname> <given-names>EL</given-names>
</name>
</person-group>. <article-title>Current Approaches to the Management of Brain Metastases</article-title>. <source>Nat Rev Clin Oncol</source> (<year>2020</year>) <volume>17</volume>(<issue>5</issue>):<page-range>279&#x2013;99</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41571-019-0320-3</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Valiente</surname> <given-names>M</given-names>
</name>
<name>
<surname>Ahluwalia</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Boire</surname> <given-names>A</given-names>
</name>
<name>
<surname>Brastianos</surname> <given-names>PK</given-names>
</name>
<name>
<surname>Goldberg</surname> <given-names>SB</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>EQ</given-names>
</name>
<etal/>
</person-group>. <article-title>The Evolving Landscape of Brain Metastasis</article-title>. <source>Trends Cancer</source> (<year>2018</year>) <volume>4</volume>(<issue>3</issue>):<page-range>176&#x2013;96</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.trecan.2018.01.003</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Long</surname> <given-names>GV</given-names>
</name>
<name>
<surname>Atkinson</surname> <given-names>V</given-names>
</name>
<name>
<surname>Lo</surname> <given-names>S</given-names>
</name>
<name>
<surname>Sandhu</surname> <given-names>S</given-names>
</name>
<name>
<surname>Guminski</surname> <given-names>AD</given-names>
</name>
<name>
<surname>Brown</surname> <given-names>MP</given-names>
</name>
<etal/>
</person-group>. <article-title>Combination Nivolumab and Ipilimumab or Nivolumab Alone in Melanoma Brain Metastases: A Multicentre Randomised Phase 2 Study</article-title>. <source>Lancet Oncol</source> (<year>2018</year>) <volume>19</volume>(<issue>5</issue>):<page-range>672&#x2013;81</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1470-2045(18)30139-6</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Crino</surname> <given-names>L</given-names>
</name>
<name>
<surname>Bronte</surname> <given-names>G</given-names>
</name>
<name>
<surname>Bidoli</surname> <given-names>P</given-names>
</name>
<name>
<surname>Cravero</surname> <given-names>P</given-names>
</name>
<name>
<surname>Minenza</surname> <given-names>E</given-names>
</name>
<name>
<surname>Cortesi</surname> <given-names>E</given-names>
</name>
<etal/>
</person-group>. <article-title>Nivolumab and Brain Metastases in Patients With Advanced Non-Squamous Non-Small Cell Lung Cancer</article-title>. <source>Lung Cancer (Amsterdam Netherlands)</source> (<year>2019</year>) <volume>129</volume>:<fpage>35</fpage>&#x2013;<lpage>40</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.lungcan.2018.12.025</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Flippot</surname> <given-names>R</given-names>
</name>
<name>
<surname>Dalban</surname> <given-names>C</given-names>
</name>
<name>
<surname>Laguerre</surname> <given-names>B</given-names>
</name>
<name>
<surname>Borchiellini</surname> <given-names>D</given-names>
</name>
<name>
<surname>Gravis</surname> <given-names>G</given-names>
</name>
<name>
<surname>Negrier</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Safety and Efficacy of Nivolumab in Brain Metastases From Renal Cell Carcinoma: Results of the GETUG-AFU 26 NIVOREN Multicenter Phase II Study</article-title>. <source>J Clin Oncol Off J Am Soc Clin Oncol</source> (<year>2019</year>) <volume>37</volume>(<issue>23</issue>):<page-range>2008&#x2013;16</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1200/JCO.18.02218</pub-id>
</citation>
</ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schmid</surname> <given-names>P</given-names>
</name>
<name>
<surname>Adams</surname> <given-names>S</given-names>
</name>
<name>
<surname>Rugo</surname> <given-names>HS</given-names>
</name>
<name>
<surname>Schneeweiss</surname> <given-names>A</given-names>
</name>
<name>
<surname>Barrios</surname> <given-names>CH</given-names>
</name>
<name>
<surname>Iwata</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Atezolizumab and Nab-Paclitaxel in Advanced Triple-Negative Breast Cancer</article-title>. <source>New Engl J Med</source> (<year>2018</year>) <volume>379</volume>(<issue>22</issue>):<page-range>2108&#x2013;21</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1056/NEJMoa1809615</pub-id>
</citation>
</ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Amin</surname> <given-names>S</given-names>
</name>
<name>
<surname>Baine</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>Meza</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>Association of Immunotherapy With Survival Among Patients With Brain Metastases Whose Cancer Was Managed With Definitive Surgery of the Primary Tumor</article-title>. <source>JAMA Netw Open</source> (<year>2020</year>) <volume>3</volume>(<issue>9</issue>):<fpage>e2015444</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamanetworkopen.2020.15444</pub-id>
</citation>
</ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Martins</surname> <given-names>F</given-names>
</name>
<name>
<surname>Schiappacasse</surname> <given-names>L</given-names>
</name>
<name>
<surname>Levivier</surname> <given-names>M</given-names>
</name>
<name>
<surname>Tuleasca</surname> <given-names>C</given-names>
</name>
<name>
<surname>Cuendet</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Aedo-Lopez</surname> <given-names>V</given-names>
</name>
<etal/>
</person-group>. <article-title>The Combination of Stereotactic Radiosurgery With Immune Checkpoint Inhibition or Targeted Therapy in Melanoma Patients With Brain Metastases: A Retrospective Study</article-title>. <source>J Neurooncol</source> (<year>2020</year>) <volume>146</volume>(<issue>1</issue>):<page-range>181&#x2013;93</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s11060-019-03363-0</pub-id>
</citation>
</ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kotecha</surname> <given-names>R</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Miller</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Juloori</surname> <given-names>A</given-names>
</name>
<name>
<surname>Chao</surname> <given-names>ST</given-names>
</name>
<name>
<surname>Murphy</surname> <given-names>ES</given-names>
</name>
<etal/>
</person-group>. <article-title>The Impact of Sequencing PD-1/PD-L1 Inhibitors and Stereotactic Radiosurgery for Patients With Brain Metastasis</article-title>. <source>Neuro Oncol</source> (<year>2019</year>) <volume>21</volume>(<issue>8</issue>):<page-range>1060&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/neuonc/noz046</pub-id>
</citation>
</ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Memmott</surname> <given-names>RM</given-names>
</name>
<name>
<surname>Wolfe</surname> <given-names>AR</given-names>
</name>
<name>
<surname>Carbone</surname> <given-names>DP</given-names>
</name>
<name>
<surname>Williams</surname> <given-names>TM</given-names>
</name>
</person-group>. <article-title>Predictors of Response, Progression-Free Survival, and Overall Survival in Patients With Lung Cancer Treated With Immune Checkpoint Inhibitors</article-title>. <source>J Thorac Oncol</source> (<year>2021</year>) <volume>16</volume>(<issue>7</issue>):<page-range>1086&#x2013;98</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jtho.2021.03.017</pub-id>
</citation>
</ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mansfield</surname> <given-names>AS</given-names>
</name>
<name>
<surname>Aubry</surname> <given-names>MC</given-names>
</name>
<name>
<surname>Moser</surname> <given-names>JC</given-names>
</name>
<name>
<surname>Harrington</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Dronca</surname> <given-names>RS</given-names>
</name>
<name>
<surname>Park</surname> <given-names>SS</given-names>
</name>
<etal/>
</person-group>. <article-title>Temporal and Spatial Discordance of Programmed Cell Death-Ligand 1 Expression and Lymphocyte Tumor Infiltration Between Paired Primary Lesions and Brain Metastases in Lung Cancer</article-title>. <source>Ann Oncol</source> (<year>2016</year>) <volume>27</volume>(<issue>10</issue>):<page-range>1953&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/annonc/mdw289</pub-id>
</citation>
</ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vilari&#xf1;o</surname> <given-names>N</given-names>
</name>
<name>
<surname>Bruna</surname> <given-names>J</given-names>
</name>
<name>
<surname>Bosch-Barrera</surname> <given-names>J</given-names>
</name>
<name>
<surname>Valiente</surname> <given-names>M</given-names>
</name>
<name>
<surname>Nadal</surname> <given-names>E</given-names>
</name>
</person-group>. <article-title>Immunotherapy in NSCLC Patients With Brain Metastases. Understanding Brain Tumor Microenvironment and Dissecting Outcomes From Immune Checkpoint Blockade in the Clinic</article-title>. <source>Cancer Treat Rev</source> (<year>2020</year>) <volume>89</volume>:<elocation-id>102067</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ctrv.2020.102067</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>