<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "journalpublishing3.dtd">
<article xml:lang="en" article-type="research-article" xmlns:xlink="http://www.w3.org/1999/xlink">
<?release-delay 0|0?>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">OR</journal-id>
<journal-title-group>
<journal-title>Oncology Reports</journal-title>
</journal-title-group>
<issn pub-type="ppub">1021-335X</issn>
<issn pub-type="epub">1791-2431</issn>
<publisher>
<publisher-name>D.A. Spandidos</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3892/or.2017.5536</article-id>
<article-id pub-id-type="publisher-id">or-37-05-2603</article-id>
<article-categories>
<subj-group>
<subject>Articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Clinical significance of T cell clonality and expression levels of immune-related genes in endometrial cancer</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Ikeda</surname><given-names>Yuji</given-names></name>
<xref rid="af1-or-37-05-2603" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Kiyotani</surname><given-names>Kazuma</given-names></name>
<xref rid="af1-or-37-05-2603" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Yew</surname><given-names>Poh Yin</given-names></name>
<xref rid="af1-or-37-05-2603" ref-type="aff">1</xref></contrib>
<contrib contrib-type="author"><name><surname>Sato</surname><given-names>Sho</given-names></name>
<xref rid="af2-or-37-05-2603" ref-type="aff">2</xref>
<xref rid="af3-or-37-05-2603" ref-type="aff">3</xref></contrib>
<contrib contrib-type="author"><name><surname>Imai</surname><given-names>Yuichi</given-names></name>
<xref rid="af2-or-37-05-2603" ref-type="aff">2</xref>
<xref rid="af3-or-37-05-2603" ref-type="aff">3</xref></contrib>
<contrib contrib-type="author"><name><surname>Yamaguchi</surname><given-names>Rui</given-names></name>
<xref rid="af4-or-37-05-2603" ref-type="aff">4</xref></contrib>
<contrib contrib-type="author"><name><surname>Miyano</surname><given-names>Satoru</given-names></name>
<xref rid="af4-or-37-05-2603" ref-type="aff">4</xref></contrib>
<contrib contrib-type="author"><name><surname>Fujiwara</surname><given-names>Keiichi</given-names></name>
<xref rid="af2-or-37-05-2603" ref-type="aff">2</xref>
<xref rid="af3-or-37-05-2603" ref-type="aff">3</xref></contrib>
<contrib contrib-type="author"><name><surname>Hasegawa</surname><given-names>Kosei</given-names></name>
<xref rid="af2-or-37-05-2603" ref-type="aff">2</xref>
<xref rid="af3-or-37-05-2603" ref-type="aff">3</xref></contrib>
<contrib contrib-type="author"><name><surname>Nakamura</surname><given-names>Yusuke</given-names></name>
<xref rid="af1-or-37-05-2603" ref-type="aff">1</xref>
<xref rid="af5-or-37-05-2603" ref-type="aff">5</xref>
<xref rid="c1-or-37-05-2603" ref-type="corresp"/></contrib>
</contrib-group>
<aff id="af1-or-37-05-2603"><label>1</label>Section of Hematology/Oncology, Department of Medicine, The University of Chicago, Chicago, IL 60637, USA</aff>
<aff id="af2-or-37-05-2603"><label>2</label>Department of Gynecologic Oncology, Saitama Medical University International Medical Center, Hidaka, Saitama 3501298, Japan</aff>
<aff id="af3-or-37-05-2603"><label>3</label>Gynecologic Oncology Translational Research Unit, Project Research Division, Research Center for Genomic Medicine, Saitama Medical University, Hidaka, Saitama 3501241, Japan</aff>
<aff id="af4-or-37-05-2603"><label>4</label>Human Genome Center, Institute of Medical Science, The University of Tokyo, Tokyo 1088639, Japan</aff>
<aff id="af5-or-37-05-2603"><label>5</label>Department of Surgery, The University of Chicago, Chicago, IL 60637, USA</aff>
<author-notes>
<corresp id="c1-or-37-05-2603"><italic>Correspondence to</italic>: Professor Yusuke Nakamura, Section of Hematology/Oncology, Department of Medicine, University of Chicago, 900 E. 57th Street KCBD 6130, Chicago, IL 60637, USA, E-mail: <email>ynakamura@bsd.uchicago.edu</email></corresp>
</author-notes>
<pub-date pub-type="ppub"><month>05</month><year>2017</year></pub-date>
<pub-date pub-type="epub"><day>29</day><month>03</month><year>2017</year></pub-date>
<volume>37</volume>
<issue>5</issue>
<fpage>2603</fpage>
<lpage>2610</lpage>
<history>
<date date-type="received"><day>03</day><month>10</month><year>2016</year></date>
<date date-type="accepted"><day>22</day><month>03</month><year>2017</year></date>
</history>
<permissions>
<copyright-statement>Copyright: &#x00A9; Ikeda et al.</copyright-statement>
<copyright-year>2017</copyright-year>
<license license-type="open-access">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivs License</ext-link>, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.</license-p></license>
</permissions>
<abstract>
<p>Immune microenvironment characterized by T cell clonality as well as expression signatures of immune-related genes in endometrial cancer tissues may play significant roles in clinical outcome of patients. We aimed to investigate the clinical significance of immune-related gene expression and TCR repertoire in endometrial cancer. Using total RNAs extracted from 32 endometrioid endometrial cancer cases, we performed quantitative real-time PCR to measure mRNA expression levels of immune-related genes including <italic>TRB, CD8, GZMA, HLA-A, CD11c</italic> and <italic>PD-L1</italic>. Higher mRNA expression levels of <italic>CD8</italic> (P=0.039) and <italic>CD11c</italic> (P=0.046) in the 32 tissue samples were significantly associated with longer progression-free survival (PFS). Expression levels of <italic>CD8</italic> (P&#x003C;0.001) and <italic>CD11c</italic> (P=0.048) were also significantly associated with longer PFS in 540 cases in TCGA database. We also performed T cell receptor &#x03B2; (TCR&#x03B2;) sequencing of tumor-infiltrating lymphocytes (TILs) on an Illumina MiSeq platform. To evaluate clonal expansion of TCR&#x03B2; clonotypes, we adjusted the number of abundant TCR&#x03B2; clonotypes by <italic>TRB</italic> mRNA expression levels and examined TCR clonality with the expression levels of immune-related genes and clinicopathological factors. The cases with high clonal T cell expansion along with high <italic>PD-L1</italic> expression in cancer tissues was related to higher mRNA expression levels of <italic>CD8</italic> (P&#x003C;0.001), <italic>GZMA</italic> (P&#x003C;0.001) and <italic>HLA-A</italic> (P=0.027), showed a significantly longer PFS (P=0.015), indicating a possibility that these parameters may serve as faborable prognostic factors. Considering clinical stage, mRNA expression of <italic>CD8</italic> (P=0.037), <italic>GZMA</italic> (P=0.027) and <italic>HLA-A</italic> (P=0.022) was significantly higher in tumors at an early stage. Thus, we identified clinical and prognostic significance of immune microenvironment including the T cell clonality of TILs as well as <italic>PD-L1</italic> and <italic>CD11c</italic> mRNA expression levels in endometrial cancer tissues.</p>
</abstract>
<kwd-group>
<kwd>endometrial cancer</kwd>
<kwd>cancer immunity cycle</kwd>
<kwd>TCR repertoire</kwd>
<kwd>PD-L1 expression</kwd>
<kwd>prognosis</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec sec-type="intro">
<title>Introduction</title>
<p>Endometrial cancer is the fourth most common malignancy among women in developed countries (<xref rid="b1-or-37-05-2603" ref-type="bibr">1</xref>). Abnormal bleeding is one of the useful signs for early diagnosis of endometrial cancer, but 15&#x2013;20&#x0025; of patients recur after primary surgery (<xref rid="b2-or-37-05-2603" ref-type="bibr">2</xref>) and their 10-year survival rate is still poor at 18&#x0025; (<xref rid="b3-or-37-05-2603" ref-type="bibr">3</xref>). Hence, novel therapeutic options based on better understanding of endometrial cancer, particularly of immune microenvironment, should be developed to improve the poor prognosis.</p>
<p>In the process of antitumor cytotoxic T-cell response, the first event is the capture of cancer-specific antigens by antigen presenting cells (APCs) such as dendritic cells and macrophages (<xref rid="b4-or-37-05-2603" ref-type="bibr">4</xref>). APCs process these antigen proteins to peptides, present the antigens on human leukocyte antigen (HLA) class I molecules to CD8<sup>&#x002B;</sup> T cells and activate T-cell responses against specific antigens (<xref rid="b4-or-37-05-2603" ref-type="bibr">4</xref>). Then, the activated effector CD8<sup>&#x002B;</sup> T cells infiltrate into tumor tissues and recognize cancer cells through the interaction between T cell receptor (TCR) and its cognate antigen bound to HLA class I molecule (<xref rid="b4-or-37-05-2603" ref-type="bibr">4</xref>). Finally, the activated cytotoxic T cells kill cancer cells by the releasing cytotoxic agents such as perforin and granzyme, and then cancer cells killed by T cells further releasing cancer-specific antigens (<xref rid="b4-or-37-05-2603" ref-type="bibr">4</xref>). These sequential events are known as &#x2018;cancer immunity cycle&#x2019; (<xref rid="b5-or-37-05-2603" ref-type="bibr">5</xref>), and many molecules are involved in the present cycle. To escape from the host immune attack, cancer cells frequently downregulate the expression of HLA molecules (<xref rid="b6-or-37-05-2603" ref-type="bibr">6</xref>) or overexpress immune checkpoint molecules such as programmed death-ligand 1 (PD-L1) and 2 (PD-L2) (<xref rid="b7-or-37-05-2603" ref-type="bibr">7</xref>). Expression levels of PD-L1/L2 are enhanced proportionally according to the amount of tumor-infiltrating T lymphocytes (TILs), and are associated with favorable prognosis in several types of cancer, including melanoma, breast and ovarian cancer (<xref rid="b8-or-37-05-2603" ref-type="bibr">8</xref>&#x2013;<xref rid="b11-or-37-05-2603" ref-type="bibr">11</xref>).</p>
<p>Significance of immune microenvironment in prognosis of endometrial cancer patients has been investigated, since the patients with hypermutations by polymerase &#x03B5; (<italic>POLE</italic>) gene mutations or microsatellite instability (MSI) were indicated to have better progression-free survival (PFS) (<xref rid="b12-or-37-05-2603" ref-type="bibr">12</xref>). These high MSI cases were suggested to possess a higher number of somatic mutations, and considered to generate a higher number of antigenic neo-epitopes and contain significantly higher tumor-infiltrating CD8<sup>&#x002B;</sup> T cells (<xref rid="b13-or-37-05-2603" ref-type="bibr">13</xref>,<xref rid="b14-or-37-05-2603" ref-type="bibr">14</xref>). High T-cell infiltration into tumor was shown to be associated with favorable prognosis of patients with endometrial cancer (<xref rid="b15-or-37-05-2603" ref-type="bibr">15</xref>&#x2013;<xref rid="b17-or-37-05-2603" ref-type="bibr">17</xref>). These results indicate the clinical importance of immune microenvironment in endometrial cancer, but no previous study investigated the possible significance of T cell clonality and expression of genes related to cancer immune responses in endometrial cancer.</p>
<p>TCRs are expressed on the surface of T cells, and 95&#x0025; of T cells possess TCRs consisting of a heterodimer of &#x03B1; and &#x03B2; chains. Diversity of TCRs is generated by a somatic recombination process of variable (V), diversity (D) (only for &#x03B2; chain), and joining (J) exons, termed the V(D)J recombination (<xref rid="b18-or-37-05-2603" ref-type="bibr">18</xref>,<xref rid="b19-or-37-05-2603" ref-type="bibr">19</xref>). Rearrangement of these segments generates the highly variable complementarity determining region 3 (CDR3), which is important for the recognition of an antigen on the HLA molecule (<xref rid="b20-or-37-05-2603" ref-type="bibr">20</xref>). We recently developed a method to characterize TCR repertoire from mRNA isolated from cancer tissues using a next-generation DNA sequencer (<xref rid="b21-or-37-05-2603" ref-type="bibr">21</xref>). In this study, we aimed to investigate the clinical significance of the clonality of TILs and intratumor expression levels of immune-related genes in prognosis of endometrial cancer.</p>
</sec>
<sec sec-type="materials|methods">
<title>Materials and methods</title>
<sec>
<title/>
<sec>
<title>Patient samples</title>
<p>Surgical samples from 32 patients with endometrioid endometrial carcinoma were obtained at Saitama Medical University International Medical Center. Details of the patient characteristics are summarized in <xref rid="tI-or-37-05-2603" ref-type="table">Table I</xref>. No patient received any chemotherapy before surgery. The study protocol was approved by the Institutional Review Boards of Saitama Medical University International Medical Center and The University of Chicago. Written informed consent was obtained from each of the study participants.</p>
</sec>
<sec>
<title>TaqMan gene expression analysis</title>
<p>From the tumor tissues, total RNAs were obtained using an RNeasy Mini kit (Qiagen, Valencia, CA, USA). cDNA with 5-rapid amplification of cDNA ends (5-RACE) adapter was synthesized using SMART cDNA library construction kit (Clontech Laboratories, Inc., Mountain View, CA, USA). Quantitative real-time PCR was conducted using TaqMan gene expression assays (Thermo Fisher Scientific, Carlsbad, CA, USA) on the Applied Biosystems ViiA 7 Real-Time PCR system (Thermo Fisher Scientific) according to the manufacturers instructions. The following TaqMan gene expression assays were used; <italic>TCR&#x03B2;</italic> (TRB) (forward, GAGCCATCAGAAGCAGAGATCTC and reverse; GGCCAGGCACACCAGTGT, MGB probe; ACACC AAAAGGC), <italic>CD8A</italic> (Hs00233520_m1), granzyme A (<italic>GZMA</italic>) (Hs00989184_m1), <italic>HLA-A</italic> (Hs01058806_g1), CD11c (<italic>ITGAX</italic>) (Hs00174217_m1) and <italic>PD-L1</italic> (Hs01125301_m1). mRNA expression levels were normalized to <italic>GAPDH</italic> expression (Hs02758991_g1).</p>
</sec>
<sec>
<title>TCGA dataset analysis</title>
<p>We obtained the mRNA expression dataset in endometrial cancer from The Cancer Genome Atlas (TCGA) database (<xref rid="b12-or-37-05-2603" ref-type="bibr">12</xref>). The files with IlluminaHiSeq_RNASeqV2 and IlluminaGA_RNASeqV2 platform code were downloaded from the TCGA website (see <uri xlink:href="https://tcga-data.nci.nih.gov/tcga/">https://tcga-data.nci.nih.gov/tcga/</uri>). Total of 546 cases were obtained from the TCGA website, and we excluded 6 cases from this analysis because of the lack of clinical information we needed.</p>
</sec>
<sec>
<title>TCR sequencing</title>
<p>The detailed method of library preparation for TCR sequencing was previously described (<xref rid="b21-or-37-05-2603" ref-type="bibr">21</xref>). In brief, we used 957 to 1878 ng of total RNA. cDNAs were synthesized as described above, and performed two step PCRs to obtain sequence libraries. The first PCR was performed to amplify TCR&#x03B2; cDNA using a forward primer corresponding to the SMART adapter sequence and a reverse primer corresponding to the constant region of TCR&#x03B2;. The second PCR was done to add the index sequences for Illumina sequencer with barcode sequence using the Nextera Index kit (Illumina, San Diego, CA, USA). The prepared libraries were subjected to sequencing using the MiSeq Reagent v3 600-cycles kit on the MiSeq (Illumina).</p>
</sec>
<sec>
<title>TCR repertoire was analyzed using Tcrip software (<xref rid="b22-or-37-05-2603" ref-type="bibr">22</xref>)</title>
<p>Briefly, sequencing reads in fastq files were mapped to the TCR reference sequences derived from IMGT/GENE-DB (<uri xlink:href="http://www.imgt.org">http://www.imgt.org</uri>) using Bowtie2 aligner (version 2.1.0) (<xref rid="b23-or-37-05-2603" ref-type="bibr">23</xref>). The V, D and J genes were designated according to the nomenclature provided by the international ImMunoGeneTics information system (IMGT) (<xref rid="b24-or-37-05-2603" ref-type="bibr">24</xref>,<xref rid="b25-or-37-05-2603" ref-type="bibr">25</xref>). A CDR3 region was defined by identifying the second conserved cysteine encoded in the 3 portion of the V segment and the conserved phenylalanine or tryptophan encoded in the 5 portion of the J segment. TCR&#x03B2; clonality was defined as the number of abundant TCR&#x03B2; clonotypes adjusted by <italic>TRB</italic> mRNA expression, as shown below:</p>
<disp-formula>
<mml:math id="umml1" display="block"><mml:mrow><mml:mtext mathvariant="italic">TCR</mml:mtext><mml:mi>&#x03B2;</mml:mi><mml:mspace width=".16em" /><mml:mtext mathvariant="italic">clonality</mml:mtext><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mtext>Number</mml:mtext><mml:mspace width=".16em" /><mml:mtext>of</mml:mtext><mml:mspace width=".16em" /><mml:mtext>TCR</mml:mtext><mml:mi>&#x03B2;</mml:mi><mml:mspace width=".16em" /><mml:mtext>clonotypes</mml:mtext><mml:mspace width=".16em" /><mml:mo>&#x003C;</mml:mo><mml:mn>0.1</mml:mn><mml:mo>&#x0025;</mml:mo><mml:mspace width=".16em" /><mml:mtext>frequency</mml:mtext></mml:mrow><mml:mrow><mml:mtext mathvariant="italic">TRB</mml:mtext><mml:mspace width=".16em" /><mml:mtext>mRNA</mml:mtext><mml:mspace width=".16em" /><mml:mtext>expression</mml:mtext></mml:mrow></mml:mfrac></mml:mrow></mml:math>
</disp-formula>
</sec>
<sec>
<title>Statistical analysis</title>
<p>Survival analysis was performed using the Kaplan-Meier method and the log-rank test. Differences between two groups were evaluated by the Mann-Whitney U test. All statistical analyses including multivariate analysis were performed using JMP v11 (SAS, Inc., Cary, NC, USA) and GraphPad Prism 6 (GraphPad Software, La Jolla, CA, USA). In all statistical tests, differences were considered to be statistically significant at P&#x003C;0.05.</p>
</sec>
</sec>
</sec>
<sec sec-type="results">
<title>Results</title>
<sec>
<title/>
<sec>
<title>Association of expression levels of cancer immune-related genes with patient prognosis in endometrial cancer</title>
<p>To investigate any effects of expression levels of cancer immune-related genes on the prognosis of endometrial cancer patients, we measured mRNA expression levels of <italic>CD8</italic>, <italic>GZMA</italic> (one of molecular markers for cytolytic activity), <italic>HLA-A</italic> (one of major HLA class I molecules) and <italic>CD11c</italic> (one of markers for dendritic cells/macrophages) in the surgically-resected cancer tissues from 32 endometrial cancer patients. We classified the cases into two groups by the median expression level of each gene and then compared the progression-free survival (PFS). Higher mRNA expression of <italic>CD8</italic> (P=0.039) and <italic>CD11c</italic> (P=0.046) was significantly associated with longer PFS (<xref rid="f1-or-37-05-2603" ref-type="fig">Fig. 1A</xref>). Expression levels of <italic>GZMA</italic> (P=0.14) and <italic>HLA-A</italic> (P=0.28) showed some tendencies although statistically not significant. In 540 cases from the TCGA dataset, we identified significant associations of higher expression level of <italic>CD8</italic> (P&#x003C;0.001), <italic>GZMA</italic> (P=0.003) and <italic>CD11c</italic> (P=0.048) with longer PFS (<xref rid="f1-or-37-05-2603" ref-type="fig">Fig. 1B</xref>). In addition, we explored other cancer immune-related genes such as <italic>HLA-B</italic> (HLA class I molecule), <italic>HLA-C</italic> (HLA class I molecule) and <italic>CD163</italic> (a macrophage marker) using the 540 TCGA cases, but no significant association with prognosis was observed (<xref rid="f1-or-37-05-2603" ref-type="fig">Fig. 1C</xref>). These results imply the importance of the infiltration of CD8<sup>&#x002B;</sup> T cells and APCs into tumor tissues for prognosis in endometrial cancer patients.</p>
</sec>
<sec>
<title>Association of TCR&#x03B2; clonality in TILs with prognosis of endometrial cancer patients</title>
<p>To examine whether clonal expansion of TILs is related to prognosis of patients with endometrial cancer, we explored the TCR repertoire in the 32 endometrial cancer tissues. Through the cDNA sequencing of TCR&#x03B2;, we obtained total sequence reads of 270,255 to 4,692,690 (average, 1,834,576), and identified 3,765 to 80,739 (average, 23,598) unique TCR&#x03B2; CDR3 clonotypes (<xref rid="tII-or-37-05-2603" ref-type="table">Table II</xref>). To evaluate the TCR&#x03B2; clonality, the numbers of TCR&#x03B2; clonotypes of &#x003E;0.1&#x0025; frequency were adjusted by TRB mRNA expression levels; this value is lower when certain T cells are enriched (defined as &#x2018;CL_High&#x2019;), and is higher when the number of enriched clones is limited (defined as &#x2018;CL_Low&#x2019;). In this classification, mRNA expression levels of <italic>CD8</italic> (P=0.006) and <italic>GZMA</italic> (P=0.005) were significantly higher in patients with CL_High, and tend to have longer PFS (<xref rid="f2-or-37-05-2603" ref-type="fig">Fig. 2A-C</xref>).</p>
<p>Several recent reports indicated that expression of PD-L1 in tumor cells reflect the presence of antigen-induced antitumor immune pressure mediated by TILs (<xref rid="b8-or-37-05-2603" ref-type="bibr">8</xref>&#x2013;<xref rid="b11-or-37-05-2603" ref-type="bibr">11</xref>). However, PD-L1 expression itself did not show any prognostic value in our 32 cases (P=0.45) or in 540 cases in TCGA database (P=0.60) (<xref rid="f2-or-37-05-2603" ref-type="fig">Fig. 2D and E</xref>). Among our 16 cases with CL_High, 11 cases showed higher PD-L1 expression than the median <italic>PD-L1</italic> expression level of 32 cases, and we defined them as CL_High/PD-L1_High which is considered to have strong immune pressure in their tumor tissues (<xref rid="f2-or-37-05-2603" ref-type="fig">Fig. 2F</xref>). In these 11 CL_High/PD-L1_High cases, we observed significantly higher levels of <italic>CD8</italic> (P&#x003C;0.001), <italic>GZMA</italic> (P&#x003C;0.001) and <italic>HLA-A</italic> (P=0.027) than in the remaining cases (<xref rid="f2-or-37-05-2603" ref-type="fig">Fig. 2G-I</xref>). In prognostic analysis, none of 11 cases in the CL_High/PD-L1_High group had recurrence while the remaining 21 cases showed the significantly higher relapse rate (P=0.015; <xref rid="f2-or-37-05-2603" ref-type="fig">Fig. 2J</xref>).</p>
</sec>
<sec>
<title>Association of immune-related gene expression and TCR&#x03B2; clonality in TILs with patient characteristics</title>
<p>Finally, we examined the association of immune-related gene expression and TCR&#x03B2; clonality with clinicopathological characteristics such as clinical stage, grade and age. Multivariable analysis revealed that CL_High/PD-L1_High was the only independent favorable prognostic factor in our results (<xref rid="tIII-or-37-05-2603" ref-type="table">Table III</xref>). Therefore, we examined the association between expression level of immune-related genes such as CD8, GZMA and HLA-A with clinicopathological characteristics. We found that the expression levels of <italic>CD8</italic> (P=0.037), <italic>GZMA</italic> (P=0.027) and <italic>HLA-A</italic> (P=0.022) were significantly higher in early-stage cases than advanced-stage cases (<xref rid="f3-or-37-05-2603" ref-type="fig">Fig. 3A</xref>), while no significant difference was observed in grade (<xref rid="f3-or-37-05-2603" ref-type="fig">Fig. 3B</xref>) or age (young vs. elderly, classified by the median of 61 years; <xref rid="f3-or-37-05-2603" ref-type="fig">Fig. 3C</xref>). These results suggest that early-stage endometrial tumors are immunologically more active compared to advanced-stage tumors.</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion">
<title>Discussion</title>
<p>In the present study, we analyzed mRNA expression levels of immune-related genes and TCR repertoire of T lymphocytes in tumor tissues of 32 endometrial cancer patients, and demonstrated that: i) the association of higher mRNA expression levels of <italic>CD8</italic>, <italic>GZMA</italic> and <italic>CD11c</italic> with better prognosis; ii) the association of coexistence of higher clonal enrichment of certain T cells and higher PD-L1 expression (CL_High/PD-L1_High) with higher expression levels of <italic>CD8</italic>, <italic>GZMA</italic> and <italic>HLA-A</italic> as well as favorable prognosis; and ii) higher levels of <italic>CD8</italic>, <italic>GZMA</italic> and <italic>HLA-A</italic> expression in early-stage endometrial cancer.</p>
<p>We first explored clinical significance of cancer immunity-related molecules in our 32 endometrial cancer samples as well as the 540 TCGA cases, and identified that <italic>CD8</italic> expression level could be an important factor to predict patient prognosis, as reported based on several previous investigations (<xref rid="b26-or-37-05-2603" ref-type="bibr">26</xref>,<xref rid="b27-or-37-05-2603" ref-type="bibr">27</xref>). In addition, we identified <italic>CD11c</italic> expression level, which represents the number of infiltrated dendritic cells/macrophages into tumors, was significantly associated with prognosis of endometrial cancer patients. These cells play a crucial role as APCs in defining immune microenvironment, and association of higher <italic>CD11c</italic> expression level with favorable prognosis was also suggested in previous studies for gastric, colon and cervical cancers (<xref rid="b28-or-37-05-2603" ref-type="bibr">28</xref>). This is the first study showing prognostic significance of CD11c expression levels in endometrial cancer.</p>
<p>Since CD11c is a maker of dendritic cells/macrophages, which play an important role for antigen presentation, we also focused on the TCR&#x03B2; repertoire in endometrial cancer. We previously demonstrated that TCR&#x03B2; clonality was associated with prognosis in bladder cancer (<xref rid="b29-or-37-05-2603" ref-type="bibr">29</xref>). Since TCR&#x03B2; clonality itself was not significantly associated with prognosis of endometrial cancer patients, we combined T cell clonality and PD-L1 expression for further analysis. PD-L1 expression is associated with prognosis in several types of cancer including breast, ovarian cancer and melanoma (<xref rid="b8-or-37-05-2603" ref-type="bibr">8</xref>&#x2013;<xref rid="b11-or-37-05-2603" ref-type="bibr">11</xref>), although our result in endometrial cancer did not clearly show the prognostic significance of PD-L1 expression. However, 11 CL_High/PD-L1_High cases, in which we observed higher T cell clonal expansion along with higher PD-L1 expression in tumor tissues, showed significantly higher expression levels of immune-related genes such as <italic>CD8</italic>, <italic>GZMA</italic> and <italic>HLA-A</italic> than the remaining cases. In addition, none of these 11 cases with CL_High/PD-L1_High experienced recurrence, indicating a prognostic importance of immune microenvironment characterized by expression levels of immune-related genes and the clonality of infiltrated T cells in endometrial cancer.</p>
<p>Finally, we performed subgroup analysis based on the patient clinicopathological characteristics, and identified that CL_high/PD-L1_high was an independent prognostic factor in endometrial cancer. In addition, the anti-immune status of early-stage patients was considered to be more active, although two previous reports were controversial for the association between immune status and clinical stage (<xref rid="b26-or-37-05-2603" ref-type="bibr">26</xref>,<xref rid="b30-or-37-05-2603" ref-type="bibr">30</xref>). Our results imply that the non-inflamed phenotype is one of the characteristics of tumor progression process in endometrial cancer.</p>
<p>In conclusion, we identified clinical significance of expression levels of cancer immune response-related factors such as CD8 and dendritic cells/macrophages in endometrial tumor tissues. In addition, the clonality of TILs in combination with PD-L1 expression in tumor tissues could be a good prognostic maker in endometrial cancer.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The super-computing resource was provided by the Human Genome Center, the Institute of Medical Science, the University of Tokyo (<uri xlink:href="http://sc.hgc.jp/shirokane.html">http://sc.hgc.jp/shirokane.html</uri>).</p>
</ack>
<ref-list>
<title>References</title>
<ref id="b1-or-37-05-2603"><label>1</label><element-citation publication-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, 2016</article-title><source>CA Cancer J Clin</source><volume>66</volume><fpage>7</fpage><lpage>30</lpage><year>2016</year><pub-id pub-id-type="doi">10.3322/caac.21332</pub-id><pub-id pub-id-type="pmid">26742998</pub-id></element-citation></ref>
<ref id="b2-or-37-05-2603"><label>2</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Salvesen</surname><given-names>HB</given-names></name><name><surname>Haldorsen</surname><given-names>IS</given-names></name><name><surname>Trovik</surname><given-names>J</given-names></name></person-group><article-title>Markers for individualised therapy in endometrial carcinoma</article-title><source>Lancet Oncol</source><volume>13</volume><fpage>e353</fpage><lpage>e361</lpage><year>2012</year><pub-id pub-id-type="doi">10.1016/S1470-2045(12)70213-9</pub-id><pub-id pub-id-type="pmid">22846840</pub-id></element-citation></ref>
<ref id="b3-or-37-05-2603"><label>3</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Creutzberg</surname><given-names>CL</given-names></name><name><surname>Nout</surname><given-names>RA</given-names></name><name><surname>Lybeert</surname><given-names>ML</given-names></name><name><surname>W&#x00E1;rl&#x00E1;m-Rodenhuis</surname><given-names>CC</given-names></name><name><surname>Jobsen</surname><given-names>JJ</given-names></name><name><surname>Mens</surname><given-names>JW</given-names></name><name><surname>Lutgens</surname><given-names>LC</given-names></name><name><surname>Pras</surname><given-names>E</given-names></name><name><surname>van de Poll-Franse</surname><given-names>LV</given-names></name><name><surname>van Putten</surname><given-names>WL</given-names></name></person-group><article-title>PORTEC Study Group: Fifteen-year radiotherapy outcomes of the randomized PORTEC-1 trial for endometrial carcinoma</article-title><source>Int J Radiat Oncol Biol Phys</source><volume>81</volume><fpage>e631</fpage><lpage>e638</lpage><year>2011</year><pub-id pub-id-type="doi">10.1016/j.ijrobp.2011.04.013</pub-id><pub-id pub-id-type="pmid">21640520</pub-id></element-citation></ref>
<ref id="b4-or-37-05-2603"><label>4</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Melero</surname><given-names>I</given-names></name><name><surname>Gaudernack</surname><given-names>G</given-names></name><name><surname>Gerritsen</surname><given-names>W</given-names></name><name><surname>Huber</surname><given-names>C</given-names></name><name><surname>Parmiani</surname><given-names>G</given-names></name><name><surname>Scholl</surname><given-names>S</given-names></name><name><surname>Thatcher</surname><given-names>N</given-names></name><name><surname>Wagstaff</surname><given-names>J</given-names></name><name><surname>Zielinski</surname><given-names>C</given-names></name><name><surname>Faulkner</surname><given-names>I</given-names></name><etal/></person-group><article-title>Therapeutic vaccines for cancer: An overview of clinical trials</article-title><source>Nat Rev Clin Oncol</source><volume>11</volume><fpage>509</fpage><lpage>524</lpage><year>2014</year><pub-id pub-id-type="doi">10.1038/nrclinonc.2014.111</pub-id><pub-id pub-id-type="pmid">25001465</pub-id></element-citation></ref>
<ref id="b5-or-37-05-2603"><label>5</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname><given-names>DS</given-names></name><name><surname>Mellman</surname><given-names>I</given-names></name></person-group><article-title>Oncology meets immunology: The cancer-immunity cycle</article-title><source>Immunity</source><volume>39</volume><fpage>1</fpage><lpage>10</lpage><year>2013</year><pub-id pub-id-type="doi">10.1016/j.immuni.2013.07.012</pub-id><pub-id pub-id-type="pmid">23890059</pub-id></element-citation></ref>
<ref id="b6-or-37-05-2603"><label>6</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hicklin</surname><given-names>DJ</given-names></name><name><surname>Marincola</surname><given-names>FM</given-names></name><name><surname>Ferrone</surname><given-names>S</given-names></name></person-group><article-title>HLA class I antigen downregulation in human cancers: T-cell immunotherapy revives an old story</article-title><source>Mol Med Today</source><volume>5</volume><fpage>178</fpage><lpage>186</lpage><year>1999</year><pub-id pub-id-type="doi">10.1016/S1357-4310(99)01451-3</pub-id><pub-id pub-id-type="pmid">10203751</pub-id></element-citation></ref>
<ref id="b7-or-37-05-2603"><label>7</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ohaegbulam</surname><given-names>KC</given-names></name><name><surname>Assal</surname><given-names>A</given-names></name><name><surname>Lazar-Molnar</surname><given-names>E</given-names></name><name><surname>Yao</surname><given-names>Y</given-names></name><name><surname>Zang</surname><given-names>X</given-names></name></person-group><article-title>Human cancer immunotherapy with antibodies to the PD-1 and PD-L1 pathway</article-title><source>Trends Mol Med</source><volume>21</volume><fpage>24</fpage><lpage>33</lpage><year>2015</year><pub-id pub-id-type="doi">10.1016/j.molmed.2014.10.009</pub-id><pub-id pub-id-type="pmid">25440090</pub-id></element-citation></ref>
<ref id="b8-or-37-05-2603"><label>8</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Schalper</surname><given-names>KA</given-names></name><name><surname>Velcheti</surname><given-names>V</given-names></name><name><surname>Carvajal</surname><given-names>D</given-names></name><name><surname>Wimberly</surname><given-names>H</given-names></name><name><surname>Brown</surname><given-names>J</given-names></name><name><surname>Pusztai</surname><given-names>L</given-names></name><name><surname>Rimm</surname><given-names>DL</given-names></name></person-group><article-title>In situ tumor PD-L1 mRNA expression is associated with increased TILs and better outcome in breast carcinomas</article-title><source>Clin Cancer Res</source><volume>20</volume><fpage>2773</fpage><lpage>2782</lpage><year>2014</year><pub-id pub-id-type="doi">10.1158/1078-0432.CCR-13-2702</pub-id><pub-id pub-id-type="pmid">24647569</pub-id></element-citation></ref>
<ref id="b9-or-37-05-2603"><label>9</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Harter</surname><given-names>PN</given-names></name><name><surname>Bernatz</surname><given-names>S</given-names></name><name><surname>Scholz</surname><given-names>A</given-names></name><name><surname>Zeiner</surname><given-names>PS</given-names></name><name><surname>Zinke</surname><given-names>J</given-names></name><name><surname>Kiyose</surname><given-names>M</given-names></name><name><surname>Blasel</surname><given-names>S</given-names></name><name><surname>Beschorner</surname><given-names>R</given-names></name><name><surname>Senft</surname><given-names>C</given-names></name><name><surname>Bender</surname><given-names>B</given-names></name><etal/></person-group><article-title>Distribution and prognostic relevance of tumor-infiltrating lymphocytes (TILs) and PD-1/PD-L1 immune checkpoints in human brain metastases</article-title><source>Oncotarget</source><volume>6</volume><fpage>40836</fpage><lpage>40849</lpage><year>2015</year><pub-id pub-id-type="pmid">26517811</pub-id><pub-id pub-id-type="pmcid">4747372</pub-id></element-citation></ref>
<ref id="b10-or-37-05-2603"><label>10</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Webb</surname><given-names>JR</given-names></name><name><surname>Milne</surname><given-names>K</given-names></name><name><surname>Kroeger</surname><given-names>DR</given-names></name><name><surname>Nelson</surname><given-names>BH</given-names></name></person-group><article-title>PD-L1 expression is associated with tumor-infiltrating T cells and favorable prognosis in high-grade serous ovarian cancer</article-title><source>Gynecol Oncol</source><volume>141</volume><fpage>293</fpage><lpage>302</lpage><year>2016</year><pub-id pub-id-type="doi">10.1016/j.ygyno.2016.03.008</pub-id><pub-id pub-id-type="pmid">26972336</pub-id></element-citation></ref>
<ref id="b11-or-37-05-2603"><label>11</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Inozume</surname><given-names>T</given-names></name><name><surname>Hanada</surname><given-names>K</given-names></name><name><surname>Wang</surname><given-names>QJ</given-names></name><name><surname>Ahmadzadeh</surname><given-names>M</given-names></name><name><surname>Wunderlich</surname><given-names>JR</given-names></name><name><surname>Rosenberg</surname><given-names>SA</given-names></name><name><surname>Yang</surname><given-names>JC</given-names></name></person-group><article-title>Selection of CD8<sup>&#x002B;</sup>PD-1<sup>&#x002B;</sup> lymphocytes in fresh human melanomas enriches for tumor-reactive T cells</article-title><source>J Immunother</source><volume>33</volume><fpage>956</fpage><lpage>964</lpage><year>2010</year><pub-id pub-id-type="doi">10.1097/CJI.0b013e3181fad2b0</pub-id><pub-id pub-id-type="pmid">20948441</pub-id><pub-id pub-id-type="pmcid">2980947</pub-id></element-citation></ref>
<ref id="b12-or-37-05-2603"><label>12</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kandoth</surname><given-names>C</given-names></name><name><surname>Schultz</surname><given-names>N</given-names></name><name><surname>Cherniack</surname><given-names>AD</given-names></name><name><surname>Akbani</surname><given-names>R</given-names></name><name><surname>Liu</surname><given-names>Y</given-names></name><name><surname>Shen</surname><given-names>H</given-names></name><name><surname>Robertson</surname><given-names>AG</given-names></name><name><surname>Pashtan</surname><given-names>I</given-names></name><name><surname>Shen</surname><given-names>R</given-names></name><name><surname>Benz</surname><given-names>CC</given-names></name><etal/></person-group><article-title>Cancer Genome Atlas Research Network: Integrated genomic characterization of endometrial carcinoma</article-title><source>Nature</source><volume>497</volume><fpage>67</fpage><lpage>73</lpage><year>2013</year><pub-id pub-id-type="doi">10.1038/nature12113</pub-id><pub-id pub-id-type="pmid">23636398</pub-id><pub-id pub-id-type="pmcid">3704730</pub-id></element-citation></ref>
<ref id="b13-or-37-05-2603"><label>13</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>van Gool</surname><given-names>IC</given-names></name><name><surname>Eggink</surname><given-names>FA</given-names></name><name><surname>Freeman-Mills</surname><given-names>L</given-names></name><name><surname>Stelloo</surname><given-names>E</given-names></name><name><surname>Marchi</surname><given-names>E</given-names></name><name><surname>de Bruyn</surname><given-names>M</given-names></name><name><surname>Palles</surname><given-names>C</given-names></name><name><surname>Nout</surname><given-names>RA</given-names></name><name><surname>de Kroon</surname><given-names>CD</given-names></name><name><surname>Osse</surname><given-names>EM</given-names></name><etal/></person-group><article-title>POLE proofreading mutations elicit an antitumor immune response in endometrial cancer</article-title><source>Clin Cancer Res</source><volume>21</volume><fpage>3347</fpage><lpage>3355</lpage><year>2015</year><pub-id pub-id-type="doi">10.1158/1078-0432.CCR-15-0057</pub-id><pub-id pub-id-type="pmid">25878334</pub-id><pub-id pub-id-type="pmcid">4627582</pub-id></element-citation></ref>
<ref id="b14-or-37-05-2603"><label>14</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Howitt</surname><given-names>BE</given-names></name><name><surname>Shukla</surname><given-names>SA</given-names></name><name><surname>Sholl</surname><given-names>LM</given-names></name><name><surname>Ritterhouse</surname><given-names>LL</given-names></name><name><surname>Watkins</surname><given-names>JC</given-names></name><name><surname>Rodig</surname><given-names>S</given-names></name><name><surname>Stover</surname><given-names>E</given-names></name><name><surname>Strickland</surname><given-names>KC</given-names></name><name><surname>DAndrea</surname><given-names>AD</given-names></name><name><surname>Wu</surname><given-names>CJ</given-names></name><etal/></person-group><article-title>Association of polymerase e-mutated and microsatellite-instable endometrial cancers with neoantigen load, number of tumor-infiltrating lymphocytes, and expression of PD-1 and PD-L1</article-title><source>JAMA Oncol</source><volume>1</volume><fpage>1319</fpage><lpage>1323</lpage><year>2015</year><pub-id pub-id-type="doi">10.1001/jamaoncol.2015.2151</pub-id><pub-id pub-id-type="pmid">26181000</pub-id></element-citation></ref>
<ref id="b15-or-37-05-2603"><label>15</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>&#x010C;erm&#x00E1;kov&#x00E1;</surname><given-names>P</given-names></name><name><surname>Melichar</surname><given-names>B</given-names></name><name><surname>Tom&#x0161;ov&#x00E1;</surname><given-names>M</given-names></name><name><surname>Zoul</surname><given-names>Z</given-names></name><name><surname>Kal&#x00E1;bov&#x00E1;</surname><given-names>H</given-names></name><name><surname>Spa&#x010D;ek</surname><given-names>J</given-names></name><name><surname>Dole&#x017E;el</surname><given-names>M</given-names></name></person-group><article-title>Prognostic significance of CD3<sup>&#x002B;</sup> tumor-infiltrating lymphocytes in patients with endometrial carcinoma</article-title><source>Anticancer Res</source><volume>34</volume><fpage>5555</fpage><lpage>5561</lpage><year>2014</year><pub-id pub-id-type="pmid">25275055</pub-id></element-citation></ref>
<ref id="b16-or-37-05-2603"><label>16</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>de Jong</surname><given-names>RA</given-names></name><name><surname>Leffers</surname><given-names>N</given-names></name><name><surname>Boezen</surname><given-names>HM</given-names></name><name><surname>ten Hoor</surname><given-names>KA</given-names></name><name><surname>van der Zee</surname><given-names>AG</given-names></name><name><surname>Hollema</surname><given-names>H</given-names></name><name><surname>Nijman</surname><given-names>HW</given-names></name></person-group><article-title>Presence of tumor-infiltrating lymphocytes is an independent prognostic factor in type I and II endometrial cancer</article-title><source>Gynecol Oncol</source><volume>114</volume><fpage>105</fpage><lpage>110</lpage><year>2009</year><pub-id pub-id-type="doi">10.1016/j.ygyno.2009.03.022</pub-id><pub-id pub-id-type="pmid">19411095</pub-id></element-citation></ref>
<ref id="b17-or-37-05-2603"><label>17</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Suemori</surname><given-names>T</given-names></name><name><surname>Susumu</surname><given-names>N</given-names></name><name><surname>Iwata</surname><given-names>T</given-names></name><name><surname>Banno</surname><given-names>K</given-names></name><name><surname>Yamagami</surname><given-names>W</given-names></name><name><surname>Hirasawa</surname><given-names>A</given-names></name><name><surname>Sugano</surname><given-names>K</given-names></name><name><surname>Matsumoto</surname><given-names>E</given-names></name><name><surname>Aoki</surname><given-names>D</given-names></name></person-group><article-title>Intratumoral CD8 lymphocyte infiltration as a prognostic factor and its relationship with cyclooxygenase 2 expression and microsatellite instability in endometrial cancer</article-title><source>Int J Gynecol Cancer</source><volume>25</volume><fpage>1165</fpage><lpage>1172</lpage><year>2015</year><pub-id pub-id-type="doi">10.1097/IGC.0000000000000482</pub-id><pub-id pub-id-type="pmid">26111272</pub-id></element-citation></ref>
<ref id="b18-or-37-05-2603"><label>18</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Scaviner</surname><given-names>D</given-names></name><name><surname>Lefranc</surname><given-names>MP</given-names></name></person-group><article-title>The human T cell receptor alpha variable (TRAV) genes</article-title><source>Exp Clin Immunogenet</source><volume>17</volume><fpage>83</fpage><lpage>96</lpage><year>2000</year><pub-id pub-id-type="doi">10.1159/000019128</pub-id><pub-id pub-id-type="pmid">10810225</pub-id></element-citation></ref>
<ref id="b19-or-37-05-2603"><label>19</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Folch</surname><given-names>G</given-names></name><name><surname>Lefranc</surname><given-names>MP</given-names></name></person-group><article-title>The human T cell receptor beta variable (TRBV) genes</article-title><source>Exp Clin Immunogenet</source><volume>17</volume><fpage>42</fpage><lpage>54</lpage><year>2000</year><pub-id pub-id-type="doi">10.1159/000019130</pub-id><pub-id pub-id-type="pmid">10686482</pub-id></element-citation></ref>
<ref id="b20-or-37-05-2603"><label>20</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Danska</surname><given-names>JS</given-names></name><name><surname>Livingstone</surname><given-names>AM</given-names></name><name><surname>Paragas</surname><given-names>V</given-names></name><name><surname>Ishihara</surname><given-names>T</given-names></name><name><surname>Fathman</surname><given-names>CG</given-names></name></person-group><article-title>The presumptive CDR3 regions of both T cell receptor alpha and beta chains determine T cell specificity for myoglobin peptides</article-title><source>J Exp Med</source><volume>172</volume><fpage>27</fpage><lpage>33</lpage><year>1990</year><pub-id pub-id-type="doi">10.1084/jem.172.1.27</pub-id><pub-id pub-id-type="pmid">1694219</pub-id><pub-id pub-id-type="pmcid">2188142</pub-id></element-citation></ref>
<ref id="b21-or-37-05-2603"><label>21</label><element-citation publication-type="book"><person-group person-group-type="author"><name><surname>Jang</surname><given-names>M</given-names></name><name><surname>Yew</surname><given-names>P</given-names></name></person-group><chapter-title>Deep sequencing of T-cell and B-cell receptors with next-generation DNA sequencers</chapter-title><source>Immunopharmacogenomics</source><person-group person-group-type="editor"><name><surname>Nakamura</surname><given-names>Y</given-names></name></person-group><publisher-name>Springer</publisher-name><fpage>3</fpage><lpage>26</lpage><year>2015</year><pub-id pub-id-type="doi">10.1007/978-4-431-55726-5_1</pub-id></element-citation></ref>
<ref id="b22-or-37-05-2603"><label>22</label><element-citation publication-type="book"><person-group person-group-type="author"><name><surname>Yamaguchi</surname><given-names>R</given-names></name><name><surname>Inoto</surname><given-names>S</given-names></name><name><surname>Miyano</surname><given-names>S</given-names></name></person-group><chapter-title>A TCR sequence data analysis pipeline: Tcrip</chapter-title><source>Immunopharmacogenomics</source><person-group person-group-type="editor"><name><surname>Nakamura</surname><given-names>Y</given-names></name></person-group><publisher-name>Springer</publisher-name><fpage>27</fpage><lpage>43</lpage><year>2015</year><pub-id pub-id-type="doi">10.1007/978-4-431-55726-5_2</pub-id></element-citation></ref>
<ref id="b23-or-37-05-2603"><label>23</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Langmead</surname><given-names>B</given-names></name><name><surname>Salzberg</surname><given-names>SL</given-names></name></person-group><article-title>Fast gapped-read alignment with Bowtie 2</article-title><source>Nat Methods</source><volume>9</volume><fpage>357</fpage><lpage>359</lpage><year>2012</year><pub-id pub-id-type="doi">10.1038/nmeth.1923</pub-id><pub-id pub-id-type="pmid">22388286</pub-id><pub-id pub-id-type="pmcid">3322381</pub-id></element-citation></ref>
<ref id="b24-or-37-05-2603"><label>24</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Lefranc</surname><given-names>MP</given-names></name><name><surname>Giudicelli</surname><given-names>V</given-names></name><name><surname>Ginestoux</surname><given-names>C</given-names></name><name><surname>Jabado-Michaloud</surname><given-names>J</given-names></name><name><surname>Folch</surname><given-names>G</given-names></name><name><surname>Bellahcene</surname><given-names>F</given-names></name><name><surname>Wu</surname><given-names>Y</given-names></name><name><surname>Gemrot</surname><given-names>E</given-names></name><name><surname>Brochet</surname><given-names>X</given-names></name><name><surname>Lane</surname><given-names>J</given-names></name><etal/></person-group><article-title>IMGT, the international ImMunoGeneTics information system</article-title><source>Nucleic Acids Res</source><volume>37</volume><comment>(Database)</comment><fpage>D1006</fpage><lpage>D1012</lpage><year>2009</year><pub-id pub-id-type="doi">10.1093/nar/gkn838</pub-id><pub-id pub-id-type="pmid">18978023</pub-id></element-citation></ref>
<ref id="b25-or-37-05-2603"><label>25</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Lefranc</surname><given-names>MP</given-names></name></person-group><article-title>IMGT, the International ImMunoGeneTics Information System</article-title><source>Cold Spring Harb Protoc</source><volume>2011</volume><fpage>595</fpage><lpage>603</lpage><year>2011</year><pub-id pub-id-type="doi">10.1101/pdb.top115</pub-id><pub-id pub-id-type="pmid">21632786</pub-id></element-citation></ref>
<ref id="b26-or-37-05-2603"><label>26</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yamagami</surname><given-names>W</given-names></name><name><surname>Susumu</surname><given-names>N</given-names></name><name><surname>Tanaka</surname><given-names>H</given-names></name><name><surname>Hirasawa</surname><given-names>A</given-names></name><name><surname>Banno</surname><given-names>K</given-names></name><name><surname>Suzuki</surname><given-names>N</given-names></name><name><surname>Tsuda</surname><given-names>H</given-names></name><name><surname>Tsukazaki</surname><given-names>K</given-names></name><name><surname>Aoki</surname><given-names>D</given-names></name></person-group><article-title>Immunofluorescence-detected infiltration of CD4<sup>&#x002B;</sup>FOXP3<sup>&#x002B;</sup> regulatory T cells is relevant to the prognosis of patients with endometrial cancer</article-title><source>Int J Gynecol Cancer</source><volume>21</volume><fpage>1628</fpage><lpage>1634</lpage><year>2011</year><pub-id pub-id-type="doi">10.1097/IGC.0b013e31822c271f</pub-id><pub-id pub-id-type="pmid">21897268</pub-id></element-citation></ref>
<ref id="b27-or-37-05-2603"><label>27</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kondratiev</surname><given-names>S</given-names></name><name><surname>Sabo</surname><given-names>E</given-names></name><name><surname>Yakirevich</surname><given-names>E</given-names></name><name><surname>Lavie</surname><given-names>O</given-names></name><name><surname>Resnick</surname><given-names>MB</given-names></name></person-group><article-title>Intratumoral CD8<sup>&#x002B;</sup> T lymphocytes as a prognostic factor of survival in endometrial carcinoma</article-title><source>Clin Cancer Res</source><volume>10</volume><fpage>4450</fpage><lpage>4456</lpage><year>2004</year><pub-id pub-id-type="doi">10.1158/1078-0432.CCR-0732-3</pub-id><pub-id pub-id-type="pmid">15240536</pub-id></element-citation></ref>
<ref id="b28-or-37-05-2603"><label>28</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Origoni</surname><given-names>M</given-names></name><name><surname>Parma</surname><given-names>M</given-names></name><name><surname>DellAntonio</surname><given-names>G</given-names></name><name><surname>Gelardi</surname><given-names>C</given-names></name><name><surname>Stefani</surname><given-names>C</given-names></name><name><surname>Salvatore</surname><given-names>S</given-names></name><name><surname>Candiani</surname><given-names>M</given-names></name></person-group><article-title>Prognostic significance of immunohistochemical phenotypes in patients treated for high-grade cervical intraepithelial neoplasia</article-title><source>BioMed Res Int</source><volume>2013</volume><fpage>831907</fpage><year>2013</year><pub-id pub-id-type="doi">10.1155/2013/831907</pub-id><pub-id pub-id-type="pmid">24455729</pub-id><pub-id pub-id-type="pmcid">3878632</pub-id></element-citation></ref>
<ref id="b29-or-37-05-2603"><label>29</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Choudhury</surname><given-names>NJ</given-names></name><name><surname>Kiyotani</surname><given-names>K</given-names></name><name><surname>Yap</surname><given-names>KL</given-names></name><name><surname>Campanile</surname><given-names>A</given-names></name><name><surname>Antic</surname><given-names>T</given-names></name><name><surname>Yew</surname><given-names>PH</given-names></name><name><surname>Steinberg</surname><given-names>G</given-names></name><name><surname>Park</surname><given-names>JH</given-names></name><name><surname>Nakamura</surname><given-names>Y</given-names></name><name><surname>ODonnel</surname><given-names>PH</given-names></name></person-group><article-title>Low T-cell receptor diversity, high somatic mutation burden, and high neoantigen load as predictors of clinical outcome in muscle-invasive bladder cancer</article-title><source>Eur Urol Focus</source><volume>2</volume><fpage>445</fpage><lpage>452</lpage><year>2015</year><pub-id pub-id-type="doi">10.1016/j.euf.2015.09.007</pub-id></element-citation></ref>
<ref id="b30-or-37-05-2603"><label>30</label><element-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jung</surname><given-names>IK</given-names></name><name><surname>Kim</surname><given-names>SS</given-names></name><name><surname>Suh</surname><given-names>DS</given-names></name><name><surname>Kim</surname><given-names>KH</given-names></name><name><surname>Lee</surname><given-names>CH</given-names></name><name><surname>Yoon</surname><given-names>MS</given-names></name></person-group><article-title>Tumor-infiltration of T-lymphocytes is inversely correlated with clinicopathologic factors in endometrial adenocarcinoma</article-title><source>Obstet Gynecol Sci</source><volume>57</volume><fpage>266</fpage><lpage>273</lpage><year>2014</year><pub-id pub-id-type="doi">10.5468/ogs.2014.57.4.266</pub-id><pub-id pub-id-type="pmid">25105099</pub-id><pub-id pub-id-type="pmcid">4124087</pub-id></element-citation></ref>
</ref-list>
</back>
<floats-group>
<fig id="f1-or-37-05-2603" position="float">
<label>Figure 1.</label>
<caption><p>Prognostic significance of cancer immune-related genes in endometrial cancer. (A and B) Kaplan-Meier curves for progression-free survival according to classification of 32 patients by the median expression level of <italic>CD8</italic>, <italic>GZMA</italic>, <italic>HLA-A</italic> and <italic>CD11c gene</italic> (A) and to that of 540 cases from the TCGA database (B). (C) Kaplan-Meier curves for progression-free survival by the median expression level of <italic>HLA-B</italic>, <italic>HLA-C</italic> and <italic>CD163</italic> in 540 cases from the TCGA database. P-values were calculated by a log-rank test.</p></caption>
<graphic xlink:href="OR-37-05-2603-g00.tif"/>
</fig>
<fig id="f2-or-37-05-2603" position="float">
<label>Figure 2.</label>
<caption><p>Favorable prognosis in cases with enriched TCR&#x03B2; clonotypes and high <italic>PD-L1</italic> mRNA expression. (A and B) All 32 cases were classified into two groups by the median number of TCR&#x03B2; clones with &#x003E;0.1&#x0025; frequency (Materials and methods), and compared by mRNA expression of (A) <italic>CD8</italic> and (B) <italic>GZMA</italic>. (C-E) Kaplan-Meier curves of progression-free survival for two groups classified by T cell clonal expansion in our 32 cases (C) and <italic>PD-L1</italic> expression in our 32 cases (D) and <italic>PD-L1</italic> expression in 540 TCGA cases (E) were evaluated by a log-rank test. Cases were classified by the median of each value. (F) All cases were classified into two groups according to high or low TCR&#x03B2; clonality by the median value of numbers of TCR&#x03B2; clones with the frequency of &#x003E;0.1&#x0025; (Materials and methods), and then individual cases in each group were ordered in the relative <italic>PD-L1</italic> expression levels (median, 5.3). (G-I) Comparison of mRNA expression of (G) <italic>CD8</italic>, (H) <italic>GZMA</italic> and (I) <italic>HLA-A</italic> between &#x2018;CL_High/PD-L1_High&#x2019; [cases shown in red in (F)] cases and &#x2018;The others&#x2019;. P-values were calculated by Mann-Whitney test. (J) Kaplan-Meier curves (progression-free survival) of patients by classification of tumors with T cell clonal expansion along with high PD-L1 expression (CL_High/PD-L1_High) and the other cases (The others). P-value was calculated using log-rank test.</p></caption>
<graphic xlink:href="OR-37-05-2603-g01.tif"/>
</fig>
<fig id="f3-or-37-05-2603" position="float">
<label>Figure 3.</label>
<caption><p>Immune-active status was significantly high in early-stage endometrial cancer. (A-C) Comparison of mRNA expression levels of <italic>CD8</italic>, <italic>GZMA</italic> and <italic>HLA-A</italic> in early- (stage I/II) and advanced- (stage III/IV) stages (A), in grade 1/2 and grade 3 tumors (B) and in young (&#x2264;61 years) and elderly (&#x003E;61 years) patients (C) by Mann-Whitney test.</p></caption>
<graphic xlink:href="OR-37-05-2603-g02.tif"/>
</fig>
<table-wrap id="tI-or-37-05-2603" position="float">
<label>Table I.</label>
<caption><p>Patient characteristics of 32 endometrial cancer samples.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="bottom">Characteristics</th>
<th align="center" valign="bottom">Cases</th>
<th align="center" valign="bottom">Frequency</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Total</td>
<td align="center" valign="top">32</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Histology</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Endometrioid</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">(100&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">Stage</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Early</td>
<td align="center" valign="top">15</td>
<td align="center" valign="top">(47&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Advanced</td>
<td align="center" valign="top">17</td>
<td align="center" valign="top">(53&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">Grade</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;1/2</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">(69&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;3</td>
<td align="center" valign="top">10</td>
<td align="center" valign="top">(31&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">Menopause</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Pre</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">(19&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Post</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">(69&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Unknown</td>
<td align="center" valign="top">4</td>
<td align="center" valign="top">(12&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">Lymph node metastasis</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">(25&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">Lymphvascular invasion</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">(50&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">Muscle invasion</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x003C;1/2</td>
<td align="center" valign="top">27</td>
<td align="center" valign="top">(84&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x2265;1/2</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">(16&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">Recurrence</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Yes</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">(22&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;No</td>
<td align="center" valign="top">25</td>
<td align="center" valign="top">(78&#x0025;)</td>
</tr>
<tr>
<td align="left" valign="top">Age (years)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Median</td>
<td align="center" valign="top">61</td>
<td align="center" valign="top">(range, 35&#x2013;78)</td>
</tr>
<tr>
<td align="left" valign="top">BMI</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Median</td>
<td align="center" valign="top">24</td>
<td align="center" valign="top">(range, 17.6&#x2013;34.7)</td>
</tr>
<tr>
<td align="left" valign="top">Tumor size (mm)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Median</td>
<td align="center" valign="top">44.6</td>
<td align="center" valign="top">(range, 23.3&#x2013;108)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="tII-or-37-05-2603" position="float">
<label>Table II.</label>
<caption><p>TCR&#x03B2; sequencing of 32 endometrial cancer samples.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="bottom">Samples</th>
<th align="center" valign="bottom">RNA (&#x00B5;g)</th>
<th align="center" valign="bottom">Total reads</th>
<th align="center" valign="bottom">Observed clonotypes</th>
<th align="center" valign="bottom">Unique clonotypes</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;1</td>
<td align="right" valign="top">1256</td>
<td align="right" valign="top">2,799,659</td>
<td align="right" valign="top">2,000,034</td>
<td align="right" valign="top">47,474</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;2</td>
<td align="right" valign="top">1515</td>
<td align="right" valign="top">1,706,242</td>
<td align="right" valign="top">1,172,922</td>
<td align="right" valign="top">31,040</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;3</td>
<td align="right" valign="top">1248</td>
<td align="right" valign="top">3,483,543</td>
<td align="right" valign="top">1,528,768</td>
<td align="right" valign="top">37,262</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;4</td>
<td align="right" valign="top">1032</td>
<td align="right" valign="top">2,014,597</td>
<td align="right" valign="top">1,318,455</td>
<td align="right" valign="top">31,655</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;5</td>
<td align="right" valign="top">1356</td>
<td align="right" valign="top">1,259,422</td>
<td align="right" valign="top">887,850</td>
<td align="right" valign="top">39,312</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;6</td>
<td align="right" valign="top">1389</td>
<td align="right" valign="top">530,160</td>
<td align="right" valign="top">111,787</td>
<td align="right" valign="top">2,631</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;7</td>
<td align="right" valign="top">1203</td>
<td align="right" valign="top">1,244,915</td>
<td align="right" valign="top">791,062</td>
<td align="right" valign="top">9,131</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;8</td>
<td align="right" valign="top">1704</td>
<td align="right" valign="top">270,255</td>
<td align="right" valign="top">135,501</td>
<td align="right" valign="top">1,376</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;9</td>
<td align="right" valign="top">1383</td>
<td align="right" valign="top">2,088,016</td>
<td align="right" valign="top">1,654,058</td>
<td align="right" valign="top">19,699</td>
</tr>
<tr>
<td align="left" valign="top">10</td>
<td align="right" valign="top">1095</td>
<td align="right" valign="top">749,670</td>
<td align="right" valign="top">553,644</td>
<td align="right" valign="top">8,055</td>
</tr>
<tr>
<td align="left" valign="top">11</td>
<td align="right" valign="top">1272</td>
<td align="right" valign="top">349,401</td>
<td align="right" valign="top">206,553</td>
<td align="right" valign="top">3,899</td>
</tr>
<tr>
<td align="left" valign="top">12</td>
<td align="right" valign="top">1084</td>
<td align="right" valign="top">1,561,372</td>
<td align="right" valign="top">957,506</td>
<td align="right" valign="top">8,705</td>
</tr>
<tr>
<td align="left" valign="top">13</td>
<td align="right" valign="top">1212</td>
<td align="right" valign="top">4,692,690</td>
<td align="right" valign="top">3,286,445</td>
<td align="right" valign="top">80,739</td>
</tr>
<tr>
<td align="left" valign="top">14</td>
<td align="right" valign="top">1878</td>
<td align="right" valign="top">2,785,592</td>
<td align="right" valign="top">2,229,815</td>
<td align="right" valign="top">34,177</td>
</tr>
<tr>
<td align="left" valign="top">15</td>
<td align="right" valign="top">1080</td>
<td align="right" valign="top">841,590</td>
<td align="right" valign="top">710,246</td>
<td align="right" valign="top">8,985</td>
</tr>
<tr>
<td align="left" valign="top">16</td>
<td align="right" valign="top">957</td>
<td align="right" valign="top">1,884,946</td>
<td align="right" valign="top">1,392,866</td>
<td align="right" valign="top">15,713</td>
</tr>
<tr>
<td align="left" valign="top">17</td>
<td align="right" valign="top">1026</td>
<td align="right" valign="top">1,661,339</td>
<td align="right" valign="top">858,528</td>
<td align="right" valign="top">5,567</td>
</tr>
<tr>
<td align="left" valign="top">25</td>
<td align="right" valign="top">1011</td>
<td align="right" valign="top">1,505,156</td>
<td align="right" valign="top">811,544</td>
<td align="right" valign="top">27,736</td>
</tr>
<tr>
<td align="left" valign="top">26</td>
<td align="right" valign="top">1734</td>
<td align="right" valign="top">760,442</td>
<td align="right" valign="top">313,160</td>
<td align="right" valign="top">6,543</td>
</tr>
<tr>
<td align="left" valign="top">27</td>
<td align="right" valign="top">1072</td>
<td align="right" valign="top">1,368,263</td>
<td align="right" valign="top">695,285</td>
<td align="right" valign="top">27,130</td>
</tr>
<tr>
<td align="left" valign="top">28</td>
<td align="right" valign="top">1006</td>
<td align="right" valign="top">2,174,686</td>
<td align="right" valign="top">1,258,224</td>
<td align="right" valign="top">16,901</td>
</tr>
<tr>
<td align="left" valign="top">29</td>
<td align="right" valign="top">1120</td>
<td align="right" valign="top">800,381</td>
<td align="right" valign="top">223,986</td>
<td align="right" valign="top">4,352</td>
</tr>
<tr>
<td align="left" valign="top">31</td>
<td align="right" valign="top">1156</td>
<td align="right" valign="top">2,683,768</td>
<td align="right" valign="top">1,483,747</td>
<td align="right" valign="top">38,150</td>
</tr>
<tr>
<td align="left" valign="top">32</td>
<td align="right" valign="top">1353</td>
<td align="right" valign="top">1,640,097</td>
<td align="right" valign="top">1,047,746</td>
<td align="right" valign="top">23,619</td>
</tr>
<tr>
<td align="left" valign="top">33</td>
<td align="right" valign="top">1349</td>
<td align="right" valign="top">1,005,383</td>
<td align="right" valign="top">381,802</td>
<td align="right" valign="top">8,887</td>
</tr>
<tr>
<td align="left" valign="top">34</td>
<td align="right" valign="top">1730</td>
<td align="right" valign="top">1,964,567</td>
<td align="right" valign="top">1,448,467</td>
<td align="right" valign="top">32,797</td>
</tr>
<tr>
<td align="left" valign="top">35</td>
<td align="right" valign="top">1470</td>
<td align="right" valign="top">1,362,842</td>
<td align="right" valign="top">1,047,478</td>
<td align="right" valign="top">34,492</td>
</tr>
<tr>
<td align="left" valign="top">36</td>
<td align="right" valign="top">1171</td>
<td align="right" valign="top">3,347,286</td>
<td align="right" valign="top">2,430,597</td>
<td align="right" valign="top">55,515</td>
</tr>
<tr>
<td align="left" valign="top">37</td>
<td align="right" valign="top">1169</td>
<td align="right" valign="top">3,034,346</td>
<td align="right" valign="top">1,655,574</td>
<td align="right" valign="top">43,294</td>
</tr>
<tr>
<td align="left" valign="top">38</td>
<td align="right" valign="top">980</td>
<td align="right" valign="top">1,715,642</td>
<td align="right" valign="top">930,467</td>
<td align="right" valign="top">19,235</td>
</tr>
<tr>
<td align="left" valign="top">39</td>
<td align="right" valign="top">1122</td>
<td align="right" valign="top">4,078,715</td>
<td align="right" valign="top">83,682</td>
<td align="right" valign="top">3,765</td>
</tr>
<tr>
<td align="left" valign="top">40</td>
<td align="right" valign="top">1267</td>
<td align="right" valign="top">1,341,472</td>
<td align="right" valign="top">992,980</td>
<td align="right" valign="top">27,295</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="tIII-or-37-05-2603" position="float">
<label>Table III.</label>
<caption><p>Multivariate analysis of expression levels of immune-related genes.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="bottom" colspan="3">Multivariate analysis</th>
</tr>
<tr>
<th/>
<th align="center" valign="bottom" colspan="3"><hr/></th>
</tr>
<tr>
<th align="left" valign="bottom">Characteristics</th>
<th align="center" valign="bottom">Hazard ratio</th>
<th align="center" valign="bottom">95&#x0025; CI</th>
<th align="center" valign="bottom">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">CL_High/PD-L1_High</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;Yes</td>
<td align="center" valign="top">1.06E-09</td>
<td align="center" valign="top">0-0.43</td>
<td align="center" valign="top">0.01</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;No (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Stage</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;I and II</td>
<td align="center" valign="top">0.14</td>
<td align="center" valign="top">0.01&#x2013;1.04</td>
<td align="center" valign="top">0.06</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;III and IV (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Grade</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;1 and 2</td>
<td align="center" valign="top">0.3</td>
<td align="center" valign="top">0.03&#x2013;1.88</td>
<td align="center" valign="top">0.2</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;3 (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Age (years)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x003C;60</td>
<td align="center" valign="top">0.58</td>
<td align="center" valign="top">0.05&#x2013;6.12</td>
<td align="center" valign="top">0.64</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x2265;60 (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top"><italic>CD8</italic></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x003E;Median</td>
<td align="center" valign="top">0.25</td>
<td align="center" valign="top">0.01&#x2013;1.9</td>
<td align="center" valign="top">0.19</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x2264;Median (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Stage</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;I and II</td>
<td align="center" valign="top">0.19</td>
<td align="center" valign="top">0.01&#x2013;1.33</td>
<td align="center" valign="top">0.1</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;III and IV (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Grade</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;1 and 2</td>
<td align="center" valign="top">0.22</td>
<td align="center" valign="top">0.06&#x2013;1.85</td>
<td align="center" valign="top">0.22</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;3 (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Age (years)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;60</td>
<td align="center" valign="top">1.15</td>
<td align="center" valign="top">0.15&#x2013;9.4</td>
<td align="center" valign="top">0.89</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x2265;60 (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top"><italic>CD11c</italic></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x003E;Median</td>
<td align="center" valign="top">0.21</td>
<td align="center" valign="top">0.01&#x2013;2.34</td>
<td align="center" valign="top">0.21</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x2264;Median (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Stage</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;I and II</td>
<td align="center" valign="top">0.16</td>
<td align="center" valign="top">0.01&#x2013;1.28</td>
<td align="center" valign="top">0.09</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;III and IV (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Grade</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;1 and 2</td>
<td align="center" valign="top">0.18</td>
<td align="center" valign="top">0.61&#x2013;15.4</td>
<td align="center" valign="top">0.18</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;3 (ref)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Age (years)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x003C;60</td>
<td align="center" valign="top">0.8</td>
<td align="center" valign="top">0.08&#x2013;7.79</td>
<td align="center" valign="top">0.84</td>
</tr>
<tr>
<td align="left" valign="top">&#x00A0;&#x00A0;&#x2265;60 (ref)</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</floats-group>
</article>
