
<!DOCTYPE article
  PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD with MathML3 v1.3 20210610//EN" "JATS-archivearticle1-3-mathml3.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" article-type="research-article" xml:lang="en"><processing-meta tagset-family="jats" base-tagset="archiving" mathml-version="3.0" table-model="xhtml"><custom-meta-group><custom-meta assigning-authority="highwire" xlink:type="simple"><meta-name>recast-jats-build</meta-name><meta-value>d8e1462159</meta-value></custom-meta></custom-meta-group></processing-meta><front><journal-meta><journal-id journal-id-type="hwp">jitc</journal-id><journal-id journal-id-type="nlm-ta">J Immunother Cancer</journal-id><journal-id journal-id-type="publisher-id">40425</journal-id><journal-title-group><journal-title>Journal for ImmunoTherapy of Cancer</journal-title><abbrev-journal-title abbrev-type="publisher">J Immunother Cancer</abbrev-journal-title></journal-title-group><issn pub-type="epub">2051-1426</issn><publisher><publisher-name>BMJ Publishing Group Ltd</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">s40425-019-0554-8</article-id><article-id pub-id-type="manuscript">554</article-id><article-id pub-id-type="doi">10.1186/s40425-019-0554-8</article-id><article-id pub-id-type="pmid">30885276</article-id><article-id pub-id-type="apath" assigning-authority="highwire">/jitc/7/1/77.atom</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="collection" assigning-authority="publisher"><subject>Immunotherapy Biomarkers</subject></subj-group><subj-group subj-group-type="collection" assigning-authority="highwire"><subject>Special collections</subject><subj-group><subject>JITC</subject><subj-group><subject>Immunotherapy Biomarkers</subject></subj-group></subj-group></subj-group></article-categories><title-group><article-title xml:lang="en">HHLA2 in intrahepatic cholangiocarcinoma: an immune checkpoint with prognostic significance and wider expression compared with PD-L1</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jing</surname><given-names>Chu-Yu</given-names></name><xref ref-type="aff" rid="Aff1">1</xref><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fu</surname><given-names>Yi-Peng</given-names></name><xref ref-type="aff" rid="Aff4">4</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yi</surname><given-names>Yong</given-names></name><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zhang</surname><given-names>Mei-Xia</given-names></name><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zheng</surname><given-names>Su-Su</given-names></name><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Huang</surname><given-names>Jin-Long</given-names></name><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gan</surname><given-names>Wei</given-names></name><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Xu</surname><given-names>Xin</given-names></name><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lin</surname><given-names>Jia-Jia</given-names></name><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zhang</surname><given-names>Juan</given-names></name><xref ref-type="aff" rid="Aff2">2</xref></contrib><contrib contrib-type="author" corresp="yes" xlink:type="simple"><name name-style="western"><surname>Qiu</surname><given-names>Shuang-Jian</given-names></name><xref ref-type="aff" rid="Aff2">2</xref><xref ref-type="corresp" rid="cor11">k</xref></contrib><contrib contrib-type="author" corresp="yes" xlink:type="simple"><name name-style="western"><surname>Zhang</surname><given-names>Bo-Heng</given-names></name><xref ref-type="aff" rid="Aff2">2</xref><xref ref-type="aff" rid="Aff3">3</xref><xref ref-type="corresp" rid="cor12">l</xref></contrib><aff id="Aff1">
<label>Aff1</label>
<institution-wrap><institution-id institution-id-type="ISNI">0000 0004 1808 0942</institution-id><institution-id institution-id-type="GRID">grid.452404.3</institution-id><institution content-type="org-name" xlink:type="simple">Fudan University Shanghai Cancer Center</institution></institution-wrap>
<addr-line content-type="street">270 Dong-An Road</addr-line>
<addr-line content-type="postcode">200032</addr-line>
<addr-line content-type="city">Shanghai</addr-line>
<country country="CN">People’s Republic of China</country>
</aff><aff id="Aff2">
<label>Aff2</label>
<institution-wrap><institution-id institution-id-type="ISNI">0000 0001 0125 2443</institution-id><institution-id institution-id-type="GRID">grid.8547.e</institution-id><institution content-type="org-name" xlink:type="simple">The Liver Cancer Institute, Zhongshan Hospital and Shanghai Medical School, Fudan University, Key Laboratory for Carcinogenesis and Cancer Invasion, The Chinese Ministry of Education</institution></institution-wrap>
<addr-line content-type="street">180 Fenglin Road</addr-line>
<addr-line content-type="postcode">200032</addr-line>
<addr-line content-type="city">Shanghai</addr-line>
<country country="CN">People’s Republic of China</country>
</aff><aff id="Aff3">
<label>Aff3</label>
<institution-wrap><institution-id institution-id-type="ISNI">0000 0001 0125 2443</institution-id><institution-id institution-id-type="GRID">grid.8547.e</institution-id><institution content-type="org-division" xlink:type="simple">Center for evidence-based medicine, Shanghai Medical School</institution><institution content-type="org-name" xlink:type="simple">Fudan University</institution></institution-wrap>
<addr-line content-type="postcode">200032</addr-line>
<addr-line content-type="city">Shanghai</addr-line>
<country country="CN">People’s Republic of China</country>
</aff><aff id="Aff4">
<label>Aff4</label>
<institution-wrap><institution-id institution-id-type="ISNI">0000 0004 1755 1415</institution-id><institution-id institution-id-type="GRID">grid.412312.7</institution-id><institution content-type="org-division" xlink:type="simple">Department of breast surgery</institution><institution content-type="org-name" xlink:type="simple">The Obstetrics &amp; Gynecology Hospital of Fudan University</institution></institution-wrap>
<addr-line content-type="street">419 Fangxie Road</addr-line>
<addr-line content-type="postcode">200090</addr-line>
<addr-line content-type="city">Shanghai</addr-line>
<country country="CN">People’s Republic of China</country>
</aff></contrib-group><author-notes><corresp id="cor11">
<label>k</label>
<phone>+86-21-64037181</phone>
<email xlink:type="simple">qiu.shuangjian@zs-hospital.sh.cn</email>
</corresp><corresp id="cor12">
<label>l</label>
<phone>+86-21-64038038</phone>
<email xlink:type="simple">zhang.boheng@zs-hospital.sh.cn</email>
</corresp></author-notes><pub-date date-type="pub" iso-8601-date="2019-12" pub-type="ppub" publication-format="print"><month>12</month><year>2019</year></pub-date><pub-date date-type="pub" iso-8601-date="2019-03-18" pub-type="epub-original" publication-format="electronic"><day>18</day><month>3</month><year>2019</year></pub-date><pub-date iso-8601-date="2019-11-18T10:22:57-08:00" pub-type="hwp-received"><day>18</day><month>11</month><year>2019</year></pub-date><pub-date iso-8601-date="2019-11-18T10:22:57-08:00" pub-type="hwp-created"><day>18</day><month>11</month><year>2019</year></pub-date><pub-date iso-8601-date="2019-03-18T00:00:00-07:00" pub-type="epub"><day>18</day><month>3</month><year>2019</year></pub-date><volume>7</volume><issue>1</issue><elocation-id>77</elocation-id><history><date date-type="received" iso-8601-date="2018-11-21"><day>21</day><month>11</month><year>2018</year></date><date date-type="accepted" iso-8601-date="2019-02-28"><day>28</day><month>2</month><year>2019</year></date></history><permissions><copyright-statement>© The Author(s).</copyright-statement><copyright-year>2019</copyright-year><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/" xlink:type="simple"><license-p>
<bold>Open Access</bold>This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">http://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/publicdomain/zero/1.0/" xlink:type="simple">http://creativecommons.org/publicdomain/zero/1.0/</ext-link>) applies to the data made available in this article, unless otherwise stated.</license-p></license></permissions><self-uri content-type="pdf" xlink:href="40425_2019_Article_554_nlm.pdf" xlink:type="simple"/><abstract id="Abs1" xml:lang="en"><sec id="ASec1"><title>Background</title><p id="Par1">Intrahepatic cholangiocarcinoma (ICC) is a highly mortal malignancy with limited therapeutic options. Immunotherapies targeting PD-1/PD-L1 pathway represent a promising treatment for ICC. However, PD-L1 expression and microsatellite instability are not common in ICC. This study aimed to investigate whether HHLA2, a newly identified B7 family immune checkpoint for T cells, could be a therapeutic target next to PD-L1 in ICC.</p></sec><sec id="ASec2"><title>Methods</title><p id="Par2">Expression levels of PD-L1 and HHLA2 as well as infiltrations of CD3+, CD8+, CD4 + Foxp3+, CD68+, CD163+ and CD20+ cells were evaluated by immunohistochemistry in 153 resected ICC samples. Comprehensive comparisons were made between PD-L1 and HHLA2 in terms of the expression rates, clinicopathological features and infiltrations of different immune cells. The expression level and prognostic significance of HHLA2 were further validated in an independent cohort.</p></sec><sec id="ASec3"><title>Results</title><p id="Par3">Expression of HHLA2 is more frequent than PD-L1 in ICC (49.0% vs 28.1%). Co-expression of both immune checkpoints was infrequent (13.1%) and 50% PD-L1 negative cases were with elevated HHLA2. HHLA2 overexpression was associated with sparser CD3+ tumor infiltrating lymphocytes (TILs), CD8+ TILs and a higher CD4 + Foxp3+/CD8+ TIL ratio, whereas PD-L1 expression was associated with prominent T cells and CD163+ tumor associated macrophages infiltrations. PD-L1 failed to stratify overall survival (OS) but HHLA2 was identified as an independent prognostic indicator for OS in two independent cohorts.</p></sec><sec id="ASec4"><title>Conclusions</title><p id="Par4">Compared with PD-L1, HHLA2 is more prevalent and possesses more explicit prognostic significance, which confer the rationale for HHLA2 as a potential immunotherapeutic target next to PD-L1 for ICC patients.</p></sec></abstract><kwd-group xml:lang="en"><kwd>Intrahepatic cholangiocarcinoma</kwd><kwd>HHLA2</kwd><kwd>PD-L1</kwd><kwd>Immunotherapy</kwd><kwd>Tumor associated macrophages</kwd><kwd>Tumor infiltrating lymphocytes</kwd><kwd>Prognosis</kwd></kwd-group><custom-meta-group><custom-meta xlink:type="simple"><meta-name>publisher-imprint-name</meta-name><meta-value>BioMed Central</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>volume-issue-count</meta-name><meta-value>1</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>issue-article-count</meta-name><meta-value>0</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>issue-toc-levels</meta-name><meta-value>0</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>issue-pricelist-year</meta-name><meta-value>2019</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>issue-copyright-holder</meta-name><meta-value>The Author(s)</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>issue-copyright-year</meta-name><meta-value>2019</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>article-contains-esm</meta-name><meta-value>Yes</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>article-numbering-style</meta-name><meta-value>Unnumbered</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>article-registration-date-year</meta-name><meta-value>2019</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>article-registration-date-month</meta-name><meta-value>2</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>article-registration-date-day</meta-name><meta-value>28</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>article-toc-levels</meta-name><meta-value>0</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>toc-levels</meta-name><meta-value>0</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>volume-type</meta-name><meta-value>Regular</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>journal-product</meta-name><meta-value>ArchiveJournal</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>numbering-style</meta-name><meta-value>Unnumbered</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>article-grants-type</meta-name><meta-value>OpenChoice</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>metadata-grant</meta-name><meta-value>OpenAccess</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>abstract-grant</meta-name><meta-value>OpenAccess</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>bodypdf-grant</meta-name><meta-value>OpenAccess</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>bodyhtml-grant</meta-name><meta-value>OpenAccess</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>bibliography-grant</meta-name><meta-value>OpenAccess</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>esm-grant</meta-name><meta-value>OpenAccess</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>online-first</meta-name><meta-value>false</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>pdf-file-reference</meta-name><meta-value>BodyRef/PDF/40425_2019_Article_554.pdf</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>pdf-type</meta-name><meta-value>Typeset</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>target-type</meta-name><meta-value>OnlinePDF</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>issue-type</meta-name><meta-value>Regular</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>article-type</meta-name><meta-value>OriginalPaper</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>journal-subject-primary</meta-name><meta-value>Medicine &amp; Public Health</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>journal-subject-secondary</meta-name><meta-value>Oncology</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>journal-subject-secondary</meta-name><meta-value>Immunology</meta-value></custom-meta><custom-meta xlink:type="simple"><meta-name>journal-subject-collection</meta-name><meta-value>Medicine</meta-value></custom-meta></custom-meta-group></article-meta><notes notes-type="AuthorContribution"><p>Chu-Yu Jing and Yi-Peng Fu contributed equally to this work.</p></notes></front><body><sec id="Sec1"><title>Background</title><p id="Par5">Intrahepatic cholangiocarcinoma (ICC) is the second most common primary liver malignancy [<xref ref-type="bibr" rid="CR1">1</xref>]. The survival rates of ICC remain stagnant, despite great progresses have been made on the molecular basis, diagnosis and treatment modalities [<xref ref-type="bibr" rid="CR1">1</xref>, <xref ref-type="bibr" rid="CR2">2</xref>]. Surgical resection offers the only chance to cure, but most ICC patients are diagnosed at advanced clinical stages when only palliative treatments can be performed [<xref ref-type="bibr" rid="CR1">1</xref>]. Some of these palliative treatments are proved to be effective, but their prolongations of survival are still unsatisfactory [<xref ref-type="bibr" rid="CR1">1</xref>, <xref ref-type="bibr" rid="CR3">3</xref>, <xref ref-type="bibr" rid="CR4">4</xref>]. Consequently, therapeutic targets that can significantly improve the survival of ICC are urgently needed.</p><p id="Par6">Cancer cells can express immune-inhibitory molecules innately or adaptively to evade immune attacks from the hosts [<xref ref-type="bibr" rid="CR5">5</xref>]. Recently, immunotherapies that normalize immune responses in the tumor microenvironment (TME), particularly through targeting the program cell death (PD) pathway, have been proved to achieve high objective response rates in several refractory malignancies [<xref ref-type="bibr" rid="CR5">5</xref>–<xref ref-type="bibr" rid="CR7">7</xref>]. To date, anti-PD therapy has been approved by FDA with more than 10 cancer indications, and PD-L1 expression level in tumor samples is an important biomarker to predict treatment responses of anti-PD therapy [<xref ref-type="bibr" rid="CR8">8</xref>].</p><p id="Par7">Although the effect of anti-PD therapy in biliary tract cancers remains scarcely reported, a recent case report showed that PD-1 inhibitor pembrolizumab brought strong and durable control to an advanced cholangiocarcinoma case [<xref ref-type="bibr" rid="CR9">9</xref>]. Moreover, previous studies reported that PD-L1 expression rates ranged from 17.7 to 72.2% in different ICC cohorts and T cell infiltrates were found in majority of ICC samples [<xref ref-type="bibr" rid="CR10">10</xref>–<xref ref-type="bibr" rid="CR12">12</xref>]. These results altogether suggest that ICC is very likely to benefit from immunotherapies that normalize the TME. However, previous studies evaluating PD-L1 expression levels in ICC were different in materials, sample sizes and scoring systems. Gani reported that 39 out of 54 (72.2%) ICC cases were PD-L1 positive on cells within tumor front, whereas other studies mainly evaluated PD-L1 expression within tumor area and reported much lower expression rates ranging from 17.7 to 29.8% [<xref ref-type="bibr" rid="CR10">10</xref>, <xref ref-type="bibr" rid="CR12">12</xref>]. Biomarkers that predict treatment responses towards anti-PD therapy are not limited to PD-L1 expression levels in tumor samples [<xref ref-type="bibr" rid="CR8">8</xref>]. A PD-L1 negative cholangiocarcinoma with high-level microsatellite instability (MSI-H) were proved to be sensitive to anti-PD-1 therapy, which indicated that MSI status may also serve as a predictive biomarker for anti-PD therapy in ICC [<xref ref-type="bibr" rid="CR9">9</xref>]. To our disappointment, the incidence of MSI-H in cholangiocarcinoma is also extremely low (1.3%, 4/308). Therefore, expression levels of other immune checkpoints are worth exploration to offer more immunotherapeutic choices for ICC patients who have been excluded from anti-PD therapy [<xref ref-type="bibr" rid="CR9">9</xref>, <xref ref-type="bibr" rid="CR13">13</xref>].</p><p id="Par8">HHLA2, short for HERV-HLTR-associating 2, is a newly identified immune checkpoint belonging to the B7 family [<xref ref-type="bibr" rid="CR14">14</xref>]. Compared to other members of the B7 family, HHLA2 possesses some unique features: as a type I transmembrane molecule, it has three extracellular Ig domains [<xref ref-type="bibr" rid="CR15">15</xref>]; it is constitutively expressed on peripheral monocytes and is inducible on B cells rather than on T cells [<xref ref-type="bibr" rid="CR14">14</xref>, <xref ref-type="bibr" rid="CR15">15</xref>]. HHLA2 has been evidenced to inhibit TCR mediated proliferation and cytokine production of CD4+ and CD8+ T cells [<xref ref-type="bibr" rid="CR14">14</xref>, <xref ref-type="bibr" rid="CR16">16</xref>]. Receptors of HHLA2 exist on a wide range of immune cells, such as T cells, monocytes and B cells, as well as on endothelial cells [<xref ref-type="bibr" rid="CR15">15</xref>]. Most of these receptors remain unidentified, except for TMIGD2, a CD28 family member which is expressed on endothelial cells and may be a participant in angiogenesis [<xref ref-type="bibr" rid="CR17">17</xref>, <xref ref-type="bibr" rid="CR18">18</xref>].</p><p id="Par9">The expression pattern and clinical relevance of HHLA2 have so far been studied in detail in triple negative breast cancer (TNBC), osteosarcoma and non-small-cell lung cancer (NSCLC) [<xref ref-type="bibr" rid="CR16">16</xref>, <xref ref-type="bibr" rid="CR17">17</xref>, <xref ref-type="bibr" rid="CR19">19</xref>, <xref ref-type="bibr" rid="CR20">20</xref>]. In TNBC and osteosarcoma, the high expression rates of HHLA2 were 56% (28/50) and 68% (42/62), respectively. Moreover, patients with high HHLA2 expression were more likely to have advanced and metastatic diseases [<xref ref-type="bibr" rid="CR17">17</xref>, <xref ref-type="bibr" rid="CR19">19</xref>]. In NSCLC, 66% cases were HHLA2 positive (413/625). HHLA2 expression was associated with EGFR mutation status and high tumor infiltrating lymphocytes (TILs) density [<xref ref-type="bibr" rid="CR20">20</xref>]. Moreover, HHLA2 was widely expressed in PD-L1 negative NSCLC samples [<xref ref-type="bibr" rid="CR16">16</xref>]. These literature altogether indicated that HHLA2 was potentially involved in cancer progression through immune inhibition and could be a promising target next to PD-L1 for cancer immunotherapy [<xref ref-type="bibr" rid="CR17">17</xref>, <xref ref-type="bibr" rid="CR19">19</xref>].</p><p id="Par10">So far as we know, the expression pattern of HHLA2 and its association with PD-L1 expression in ICC remain unclear. In the present study, we performed a comprehensive comparison between HHLA2 and PD-L1 in terms of the expression pattern, clinical relevance and their associations with tumor infiltrating CD3+, CD8+, CD4 + Foxp3+, CD68+, CD163+ and CD20+ immune cells in a ICC cohort after curative resection.</p></sec><sec id="Sec2" sec-type="methods"><title>Methods</title><sec id="Sec3"><title>Patient selection and follow-up procedures</title><p id="Par11">Training cohort and validation cohort were derived from consecutive patients underwent curative resection for ICC from 2005 to 2014 in Zhongshan Hospital, Fudan University. All enrolled patients met the criteria as follows: (1) pathologically confirmed ICC; (2) received no anti-cancer treatments before surgical resection; (3) no history and concurrence of other malignant tumors; (4) complete removal of macroscopic tumors and negative resection margin proved by pathological examination; (5) complete clinicopathological and follow-up data.</p><p id="Par12">The training and validation cohorts comprise 153 and 65 patients, respectively. Since the validation cohort was originally formed to study the mechanism of lymph node (LN) metastasis in ICC, it contains a higher proportion of patients with LN metastasis (46.2%). The baseline characteristics of the training and validation cohort are detailed in Table <xref rid="Tab1" ref-type="table">1</xref>. Conventional serological tests, including CA19–9, carcino-embryonic antigen (CEA) levels were performed within 3 days before operation. Liver function was defined by albumin-bilirubin grade [<xref ref-type="bibr" rid="CR21">21</xref>]. The clinical stage was determined by the American Joint Committee on Cancer (AJCC) 8th edition [<xref ref-type="bibr" rid="CR22">22</xref>].<table-wrap id="Tab1" position="float" orientation="portrait"><object-id pub-id-type="publisher-id">Tab1</object-id><caption xml:lang="en"><p>Correlation between HHLA2 expression and baseline clinicopathological features in the training and validation cohort with ICC</p></caption><table frame="hsides" rules="groups"><thead><tr><th rowspan="3" colspan="1">Characteristics</th><th colspan="5" rowspan="1">Training cohort (n = 153)</th><th colspan="5" rowspan="1">Validation cohort (n = 65)</th></tr><tr><th colspan="2" rowspan="1">Patients</th><th colspan="3" rowspan="1">HHLA2 expression</th><th colspan="2" rowspan="1">Patients</th><th colspan="3" rowspan="1">HHLA2 expression</th></tr><tr><th rowspan="1" colspan="1">NO.</th><th rowspan="1" colspan="1">%</th><th rowspan="1" colspan="1">Low</th><th rowspan="1" colspan="1">High</th><th rowspan="1" colspan="1">P-value</th><th rowspan="1" colspan="1">NO.</th><th rowspan="1" colspan="1">%</th><th rowspan="1" colspan="1">Low</th><th rowspan="1" colspan="1">High</th><th rowspan="1" colspan="1">P-value</th></tr></thead><tbody><tr><td rowspan="1" colspan="1">All patients</td><td rowspan="1" colspan="1">153</td><td rowspan="1" colspan="1">100.0</td><td rowspan="1" colspan="1">78</td><td rowspan="1" colspan="1">75</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">65</td><td rowspan="1" colspan="1">100.0</td><td rowspan="1" colspan="1">21</td><td rowspan="1" colspan="1">44</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">Age</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.805</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.601</td></tr><tr><td rowspan="1" colspan="1">  ≤ 60</td><td rowspan="1" colspan="1">78</td><td rowspan="1" colspan="1">51.0</td><td rowspan="1" colspan="1">39</td><td rowspan="1" colspan="1">39</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">31</td><td rowspan="1" colspan="1">47.7</td><td rowspan="1" colspan="1">11</td><td rowspan="1" colspan="1">20</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">  &gt;  60</td><td rowspan="1" colspan="1">75</td><td rowspan="1" colspan="1">49.0</td><td rowspan="1" colspan="1">39</td><td rowspan="1" colspan="1">36</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">34</td><td rowspan="1" colspan="1">52.3</td><td rowspan="1" colspan="1">10</td><td rowspan="1" colspan="1">24</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">Liver cirrhosis</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.199</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.486</td></tr><tr><td rowspan="1" colspan="1"> Absent</td><td rowspan="1" colspan="1">131</td><td rowspan="1" colspan="1">85.6</td><td rowspan="1" colspan="1">64</td><td rowspan="1" colspan="1">67</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">56</td><td rowspan="1" colspan="1">86.2</td><td rowspan="1" colspan="1">19</td><td rowspan="1" colspan="1">37</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1"> Present</td><td rowspan="1" colspan="1">22</td><td rowspan="1" colspan="1">14.4</td><td rowspan="1" colspan="1">14</td><td rowspan="1" colspan="1">8</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">9</td><td rowspan="1" colspan="1">13.8</td><td rowspan="1" colspan="1">2</td><td rowspan="1" colspan="1">7</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">ALBI grade</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.468</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.194</td></tr><tr><td rowspan="1" colspan="1"> 1</td><td rowspan="1" colspan="1">122</td><td rowspan="1" colspan="1">79.7</td><td rowspan="1" colspan="1">64</td><td rowspan="1" colspan="1">58</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">39</td><td rowspan="1" colspan="1">60.0</td><td rowspan="1" colspan="1">15</td><td rowspan="1" colspan="1">24</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1"> 2</td><td rowspan="1" colspan="1">31</td><td rowspan="1" colspan="1">20.3</td><td rowspan="1" colspan="1">14</td><td rowspan="1" colspan="1">17</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">26</td><td rowspan="1" colspan="1">40.0</td><td rowspan="1" colspan="1">6</td><td rowspan="1" colspan="1">20</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">Tumor size</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.594</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.575</td></tr><tr><td rowspan="1" colspan="1">  ≤ 5 cm</td><td rowspan="1" colspan="1">64</td><td rowspan="1" colspan="1">41.8</td><td rowspan="1" colspan="1">31</td><td rowspan="1" colspan="1">33</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">37</td><td rowspan="1" colspan="1">56.9</td><td rowspan="1" colspan="1">13</td><td rowspan="1" colspan="1">24</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">  &gt;  5 cm</td><td rowspan="1" colspan="1">89</td><td rowspan="1" colspan="1">58.2</td><td rowspan="1" colspan="1">47</td><td rowspan="1" colspan="1">42</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">28</td><td rowspan="1" colspan="1">43.1</td><td rowspan="1" colspan="1">8</td><td rowspan="1" colspan="1">20</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">Tumor differentiation</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.833</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.368</td></tr><tr><td rowspan="1" colspan="1"> I - II</td><td rowspan="1" colspan="1">126</td><td rowspan="1" colspan="1">82.4</td><td rowspan="1" colspan="1">65</td><td rowspan="1" colspan="1">61</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">30</td><td rowspan="1" colspan="1">46.2</td><td rowspan="1" colspan="1">8</td><td rowspan="1" colspan="1">22</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1"> III - IV</td><td rowspan="1" colspan="1">27</td><td rowspan="1" colspan="1">17.6</td><td rowspan="1" colspan="1">13</td><td rowspan="1" colspan="1">14</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">35</td><td rowspan="1" colspan="1">53.8</td><td rowspan="1" colspan="1">13</td><td rowspan="1" colspan="1">22</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">Tumor number</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.885</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.894</td></tr><tr><td rowspan="1" colspan="1"> Single</td><td rowspan="1" colspan="1">113</td><td rowspan="1" colspan="1">73.9</td><td rowspan="1" colspan="1">58</td><td rowspan="1" colspan="1">55</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">52</td><td rowspan="1" colspan="1">80.0</td><td rowspan="1" colspan="1">17</td><td rowspan="1" colspan="1">35</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1"> Multiple</td><td rowspan="1" colspan="1">40</td><td rowspan="1" colspan="1">26.1</td><td rowspan="1" colspan="1">20</td><td rowspan="1" colspan="1">20</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">13</td><td rowspan="1" colspan="1">20.0</td><td rowspan="1" colspan="1">4</td><td rowspan="1" colspan="1">9</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">MVI</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.066</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.119</td></tr><tr><td rowspan="1" colspan="1"> Absent</td><td rowspan="1" colspan="1">116</td><td rowspan="1" colspan="1">75.8</td><td rowspan="1" colspan="1">64</td><td rowspan="1" colspan="1">52</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">53</td><td rowspan="1" colspan="1">81.5</td><td rowspan="1" colspan="1">19</td><td rowspan="1" colspan="1">34</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1"> Present</td><td rowspan="1" colspan="1">37</td><td rowspan="1" colspan="1">24.2</td><td rowspan="1" colspan="1">14</td><td rowspan="1" colspan="1">23</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">12</td><td rowspan="1" colspan="1">18.5</td><td rowspan="1" colspan="1">2</td><td rowspan="1" colspan="1">10</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">LN metastasis</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.071</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.013</td></tr><tr><td rowspan="1" colspan="1"> Absent</td><td rowspan="1" colspan="1">134</td><td rowspan="1" colspan="1">87.6</td><td rowspan="1" colspan="1">72</td><td rowspan="1" colspan="1">62</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">35</td><td rowspan="1" colspan="1">53.8</td><td rowspan="1" colspan="1">16</td><td rowspan="1" colspan="1">19</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1"> Present</td><td rowspan="1" colspan="1">19</td><td rowspan="1" colspan="1">12.4</td><td rowspan="1" colspan="1">6</td><td rowspan="1" colspan="1">13</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">30</td><td rowspan="1" colspan="1">46.2</td><td rowspan="1" colspan="1">5</td><td rowspan="1" colspan="1">25</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">CA19–9a</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">&lt; 0.001</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.078</td></tr><tr><td rowspan="1" colspan="1">  ≤ 37 U/L</td><td rowspan="1" colspan="1">69</td><td rowspan="1" colspan="1">46.3</td><td rowspan="1" colspan="1">46</td><td rowspan="1" colspan="1">23</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">30</td><td rowspan="1" colspan="1">46.2</td><td rowspan="1" colspan="1">13</td><td rowspan="1" colspan="1">17</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">  &gt;  37 U/L</td><td rowspan="1" colspan="1">80</td><td rowspan="1" colspan="1">53.7</td><td rowspan="1" colspan="1">30</td><td rowspan="1" colspan="1">50</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">35</td><td rowspan="1" colspan="1">53.8</td><td rowspan="1" colspan="1">8</td><td rowspan="1" colspan="1">27</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">CEAa</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">&lt; 0.001</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.001</td></tr><tr><td rowspan="1" colspan="1">  ≤ 5 ng/ml</td><td rowspan="1" colspan="1">121</td><td rowspan="1" colspan="1">81.2</td><td rowspan="1" colspan="1">72</td><td rowspan="1" colspan="1">49</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">36</td><td rowspan="1" colspan="1">55.4</td><td rowspan="1" colspan="1">18</td><td rowspan="1" colspan="1">18</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">  &gt;  5 ng/ml</td><td rowspan="1" colspan="1">28</td><td rowspan="1" colspan="1">18.8</td><td rowspan="1" colspan="1">4</td><td rowspan="1" colspan="1">24</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">29</td><td rowspan="1" colspan="1">44.6</td><td rowspan="1" colspan="1">3</td><td rowspan="1" colspan="1">26</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1">AJCC 8th</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.053</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1"/><td char="." align="char" rowspan="1" colspan="1">0.024</td></tr><tr><td rowspan="1" colspan="1"> I-II</td><td rowspan="1" colspan="1">122</td><td rowspan="1" colspan="1">79.7</td><td rowspan="1" colspan="1">67</td><td rowspan="1" colspan="1">55</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">19</td><td rowspan="1" colspan="1">29.2</td><td rowspan="1" colspan="1">10</td><td rowspan="1" colspan="1">9</td><td rowspan="1" colspan="1"/></tr><tr><td rowspan="1" colspan="1"> IIIa-IIIb</td><td rowspan="1" colspan="1">31</td><td rowspan="1" colspan="1">20.3</td><td rowspan="1" colspan="1">11</td><td rowspan="1" colspan="1">20</td><td rowspan="1" colspan="1"/><td rowspan="1" colspan="1">46</td><td rowspan="1" colspan="1">70.8</td><td rowspan="1" colspan="1">11</td><td rowspan="1" colspan="1">35</td><td rowspan="1" colspan="1"/></tr></tbody></table><table-wrap-foot><p>Abbreviations: <italic toggle="yes">ALBI</italic> albumin-bilirubin, <italic toggle="yes">MVI</italic> microvascular invasion, <italic toggle="yes">LN</italic> lymph node, <italic toggle="yes">CEA</italic> carcinoembryonic antigen, <italic toggle="yes">AJCC</italic> American Joint Committee on Cancer; <italic toggle="yes">P</italic>-value &lt; 0.05 marked in bold font shows statistical significant. <sup>a</sup>For 4 patients of the training cohort, the data of CA19–9 and CEA were not available</p></table-wrap-foot></table-wrap>
</p><p id="Par13">Post-operative surveillance was performed as described in our previous study [<xref ref-type="bibr" rid="CR23">23</xref>]. Overall survival (OS) was defined as the span from resection to death. Recurrence-free survival (RFS) was calculated from date of surgery to the day when recurrence was identified. For patients without OS/RFS event, the follow-up time was censored at the last follow-up. The last follow-up of all enrolled patients was censored at May 31st 2017. The median follow-up time of the whole studied population was 47.5 months (range 1–88.4).</p></sec><sec id="Sec4"><title>Tissue microarray (TMA), immunohistochemistry (IHC) and immunofluorescence (IF)</title><p id="Par14">To make TMAs, the sections from formalin-fixed, paraffin-embedded surgical specimens were HE stained for selection of representative areas of tumor. Duplicate cores of 1 mm diameter were representative of tumor from each individual.</p><p id="Par15">To perform IHC and IF, mouse monoclonal antibodies of CD3, CD8 (Abcam, Cambridge, UK), Foxp3 (R&amp;D, Minneapolis, USA), rabbit monoclonal antibody of PD-L1 (clone E1L3N), CD68, CD163 (CST, Danvers, USA) as well as rabbit polyclonal antibodies of HHLA2 (Atlas, Stockholm, Sweden), CD4 (Maxim, Fuzhou, China), CD20 (Servicebio, Wuhan, China) were purchased.</p><p id="Par16">IHC staining of TMA was performed as described in our previous study [<xref ref-type="bibr" rid="CR24">24</xref>]. Briefly, slides were baked, deparaffinized and rehydrated. After blocking endogenous peroxidase activity in 0.3% H<sub>2</sub>O<sub>2</sub>, antigen retrieval was performed using EDTA buffer (PH 9.0) in microwave. None-specific binding sites were blocked by Protein block (Novocastra, Newcastle, UK) before antibody was incubated.</p><p id="Par17">To perform IF, slides were prepared in the same manner as for IHC before incubation of antibodies. The incubation of CD4 antibody was followed by an anti-rabbit Alexa Fluor 594-conjugated secondary antibody. Subsequently, the slides were incubated in Foxp3 primary antibody and ensuing a second incubation in anti-mouse Alexa Fluor 488-conjugated secondary antibody (TermoFisher Scientifc).</p></sec><sec id="Sec5"><title>Quantification of HHLA2 and infiltration of T cells</title><p id="Par18">The panoramas of IHC and IF staining of all slides were scanned and evaluated through Pannoramic Viewer (3DHISTECH, Budapest, HUNGARY). Slides were evaluated by 2 investigators under the guidance of a pathologist and without reference to clinical profiles of patients. Discrepant results between investigators were reconsidered and resolved together.</p><p id="Par19">The immune staining density of HHLA2 was semi-quantified by H-score with the assistance of Densitoquant module from 3DHISTECH. As described in previous study, the H-score was generated by multiplying the percentage of immunoreactive cells by their corresponding staining intensity [<xref ref-type="bibr" rid="CR20">20</xref>]. The expression of PD-L1 on tumor cells (TC) and immune cells (IC) were evaluated separately, PD-L1 staining on ≥5% tumor cells (TC) or PD-L1 stained immune cells (IC) ≥1% tumor area was defined as positive [<xref ref-type="bibr" rid="CR25">25</xref>].</p><p id="Par20">CD3+, CD8+, CD4 + Foxp3+, CD20+ TILs and CD68+ and CD163+ tumor associated macrophages (TAMs) were calculated in the same manner as described in our previous study [<xref ref-type="bibr" rid="CR26">26</xref>, <xref ref-type="bibr" rid="CR27">27</xref>]. In brief, for each patient, the average of five independent microscopic fields (400×), which represented the densest lymphocytic infiltrates was used to reflect the extent of T cell infiltration. The cut-off values of all immune stained markers were determined by X-tile (New Haven, CT, USA) for optimal survival separation. Limited to the number of TMAs of the validation cohort, the evaluation of different types of TILs, TAMs as well as PD-L1 expression was only performed in training cohort.</p></sec><sec id="Sec6"><title>Statistical analysis</title><p id="Par21">Associations between HHLA2, PD-L1 and other variables including densities of different subtypes of TILs, TAMs were evaluated using Chi-squared test, Fisher’s exact test or Mann-Whitney U test as appropriate. The survival curves of OS for patients with different HHLA2 and PD-L1 expression levels were depicted by Kaplan-Meier method and compared via the log-rank test. Univariate and multivariate analyses were performed based on Cox proportional hazard model. All statistical procedures were accomplished by SPSS version 21.0 (Chicago, IL, USA), Graphpad Prism 6 software (La Jolla, CA, USA).</p></sec></sec><sec id="Sec7" sec-type="results"><title>Results</title><sec id="Sec8"><title>Baseline characteristics of patients</title><p id="Par22">As illustrated in Table <xref rid="Tab1" ref-type="table">1</xref>, the validation cohort had a larger proportion of patients with LN metastasis, elevated CEA levels and advanced AJCC stage compared with the training cohort.</p><p id="Par23">In the training cohort, the median OS time was 28.8 months (range 1.0–88.4). The median RFS time was 13.6 months (range 1.0–88.4). The 1-, 3- and 5- year OS rates were 71.9, 44.4 and 32.7%, respectively. The 1-, 3- and 5- year RFS rates were 52.6, 32.1 and 30.3%, respectively. In the validation cohort, the median OS and RFS time was 16 months (range 1.0–62.0) and 10.4 months (range 1.0–62.0), respectively. The 1-, 3- and 5- year OS and RFS rates were 62.0, 20.7, 20.7% and 41.4, 17.0, 14.5%, respectively.</p></sec><sec id="Sec9"><title>Expression pattern of PD-L1 and HHLA2 in ICC</title><p id="Par24">Typical microphotographs of PD-L1 expression are listed in Fig. <xref rid="Fig1" ref-type="fig">1</xref>a. The positive rate of PD-L1 on TC was 28.1% (43/153) (Fig. <xref rid="Fig1" ref-type="fig">1</xref>b). 17.0% (26/153) ICC patients was PD-L1 positive on IC (Fig. <xref rid="Fig1" ref-type="fig">1</xref>b).<fig id="Fig1" position="float" orientation="portrait"><object-id pub-id-type="publisher-id">Fig1</object-id><label>Fig. 1</label><caption xml:lang="en"><p>PD-L1 and HHLA2 expression in ICC tissue samples. Representative micrographs of PD-L1 (<bold>a</bold>) and HHLA2 (<bold>c</bold>) expression within tumor (scale bar, 50 μm). The positive rate of PD-L1 on tumor cells and immune cells were 28.1 and 17.0%, respectively (<bold>b</bold>). HHLA2 was elevated in 49.0 and 67.7% of cases in training and validation cohort, respectively (<bold>d</bold>). No significant correlation was found between HHLA2 and PD-L1 expression (<bold>e</bold>)</p></caption><graphic specific-use="JPEG" mime-subtype="PNG" xlink:href="40425_2019_554_Fig1_HTML.jpg" position="float" orientation="portrait" xlink:type="simple"/></fig>
</p><p id="Par25">As illustrated in Fig. <xref rid="Fig1" ref-type="fig">1</xref>c, negative to strong expression of HHLA2 was observed in ICC TMAs. The stained area was mostly in cytoplasm, on the membrane of tumor cells and the expression of HHLA2 was scarcely detected in para-tumor liver tissues, which were concordant with previous studies [<xref ref-type="bibr" rid="CR17">17</xref>, <xref ref-type="bibr" rid="CR19">19</xref>, <xref ref-type="bibr" rid="CR20">20</xref>]. According to the calculation of X-tile, the optimal cut-off value for the H-score of HHLA2 expression was 5. Patients with H-score ≥ 5 was considered to be high HHLA2 expression and their counterparts with H-score &lt; 5 were defined as low HHLA2 expression. In the training cohort, 51% (78/153) and 49.0% (75/153) of the patients were classified as low HHLA2 expression and high HHLA2 expression, respectively (Fig. <xref rid="Fig1" ref-type="fig">1</xref>d). The validation cohort comprised higher proportions of patients with high HHLA2 expression (training vs validation cohort, 49.0% vs 67.7%, <italic toggle="yes">P</italic> = 0.023; Fig. <xref rid="Fig1" ref-type="fig">1</xref>d).</p><p id="Par26">No significant correlation was identified between PD-L1 and HHLA2 expression. In 13.1% (20/153) cases both immune checkpoints were detected. In PD-L1 TC- and IC- negative ICC, 50% (55/110) and 51.2% (65/127) patients were observed to express elevated HHLA2, respectively (Fig. <xref rid="Fig1" ref-type="fig">1</xref>e).</p></sec><sec id="Sec10"><title>Correlations between HHLA2, PD-L1 expression and clinical features</title><p id="Par27">As detailed in Table <xref rid="Tab1" ref-type="table">1</xref>, high HHLA2 expression was correlated with elevated serum CEA levels in both training and validation cohort (<italic toggle="yes">P</italic> ≤ 0.001 for both cohorts). Moreover, in the training cohort, patients with high HHLA2 were associated with abnormal CA19–9 levels (<italic toggle="yes">P</italic> &lt; 0.023); in the validation cohort, HHLA2 overexpression had increased prevalence in patients with LN metastasis and advanced AJCC stage (<italic toggle="yes">P</italic> = 0.013 and 0.024, respectively).</p><p id="Par28">Clinicopathological features of PD-L1 TC-positive and IC-positive patients are shown in Additional file <xref rid="MOESM1" ref-type="fig">1</xref>: Table S1. PD-L1 positive on IC or TC was associated with fewer tumor nodules (<italic toggle="yes">P</italic> = 0.025 and <italic toggle="yes">P</italic> = 0.032, respectively). Moreover, PD-L1 positive on TC was associated with higher histological grade of the tumor (<italic toggle="yes">P</italic> = 0.037).</p></sec><sec id="Sec11"><title>Prognostic significances of HHLA2 and PD-L1</title><p id="Par29">The results of univariate and multivariate analyses for OS were presented in Table <xref rid="Tab2" ref-type="table">2</xref>. In univariate analysis for OS in the training cohort, tumor multiplicity (<italic toggle="yes">P</italic> &lt; 0.001), microvascular invasion (MVI) (<italic toggle="yes">P</italic> = 0.001), LN metastasis (<italic toggle="yes">P</italic> &lt; 0.001), elevated serum CA19–9 level (<italic toggle="yes">P</italic> = 0.048), high HHLA2 expression (<italic toggle="yes">P</italic> = 0.004; Fig. <xref rid="Fig2" ref-type="fig">2</xref>a) and advanced AJCC 8th stage (<italic toggle="yes">P</italic> &lt; 0.001) were found to have a significant correlation with unfavorable OS. In multivariate analysis, tumor multiplicity (<italic toggle="yes">P</italic> = 0.001, hazard ratio [HR] = 2.167, 95%CI 1.375–3.416), MVI (<italic toggle="yes">P</italic> = 0.007, HR = 1.847, 95%CI 1.179–2.892), LN metastasis (<italic toggle="yes">P</italic> = 0.001, HR = 2.711 95%CI 1.534–4.791) and high HHLA2 expression (<italic toggle="yes">P</italic> = 0.025, HR = 1.593, 95%CI 1.059–2.396) continued to be prognostic indicators for OS.<table-wrap id="Tab2" position="float" orientation="portrait"><object-id pub-id-type="publisher-id">Tab2</object-id><caption xml:lang="en"><p>Univariate and multivariate analyses of prognostic factors correlated with OS</p></caption><table frame="hsides" rules="groups"><thead><tr><th rowspan="3" colspan="1">Variables</th><th colspan="6" rowspan="1">Overall survival</th></tr><tr><th colspan="3" rowspan="1">Training cohort (n = 153)</th><th colspan="3" rowspan="1">Validation cohort (n = 65)</th></tr><tr><th rowspan="1" colspan="1">Univariate P-value</th><th rowspan="1" colspan="1">Multivariate P-value</th><th rowspan="1" colspan="1">Multivariate HR (95%CI)</th><th rowspan="1" colspan="1">Univariate P-value</th><th rowspan="1" colspan="1">Multivariate P-value</th><th rowspan="1" colspan="1">Multivariate HR (95%CI)</th></tr></thead><tbody><tr><td rowspan="1" colspan="1">Gender (male vs female)</td><td rowspan="1" colspan="1">0.300</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">0.501</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">Age, years (&gt;  60 vs ≤ 60)</td><td rowspan="1" colspan="1">0.350</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">0.365</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">Liver cirrhosis (yes vs no)</td><td rowspan="1" colspan="1">0.209</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">0.077</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">ALBI grade (2 vs 1)</td><td rowspan="1" colspan="1">0.876</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">0.075</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">Tumor size, cm (&gt; 5 cm vs ≤ 5)</td><td rowspan="1" colspan="1">0.231</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">0.137</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">Tumor number (multiple vs single)</td><td rowspan="1" colspan="1">&lt; 0.001</td><td rowspan="1" colspan="1">0.001</td><td rowspan="1" colspan="1">2.167 (1.375–3.416)</td><td rowspan="1" colspan="1">0.584</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">MVI (yes vs no)</td><td rowspan="1" colspan="1">0.001</td><td rowspan="1" colspan="1">0.007</td><td rowspan="1" colspan="1">1.847 (1.179–2.892)</td><td rowspan="1" colspan="1">0.784</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">LN metastasis (yes vs no)</td><td rowspan="1" colspan="1">&lt; 0.001</td><td rowspan="1" colspan="1">0.001</td><td rowspan="1" colspan="1">2.711 (1.534–4.791)</td><td rowspan="1" colspan="1">0.004</td><td rowspan="1" colspan="1">0.053</td><td rowspan="1" colspan="1">1.879 (0.993–3.577)</td></tr><tr><td rowspan="1" colspan="1">Tumor differentiation (III-IV vs I-II)</td><td rowspan="1" colspan="1">0.223</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">0.495</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">CA19–9,U/L (&gt;  37 vs ≤ 37)</td><td rowspan="1" colspan="1">0.048</td><td rowspan="1" colspan="1">0.261</td><td rowspan="1" colspan="1">1.295 (0.825–2.032)</td><td rowspan="1" colspan="1">0.001</td><td rowspan="1" colspan="1">0.009</td><td rowspan="1" colspan="1">2.369 (1.242–4.519)</td></tr><tr><td rowspan="1" colspan="1">CEA, ng/ml (&gt;  5 vs ≤ 5)</td><td rowspan="1" colspan="1">0.239</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">0.001</td><td rowspan="1" colspan="1">0.109</td><td rowspan="1" colspan="1">1.735 (0.885–3.401)</td></tr><tr><td rowspan="1" colspan="1">HHLA2 expression (high vs low)</td><td rowspan="1" colspan="1">0.004</td><td rowspan="1" colspan="1">0.025</td><td rowspan="1" colspan="1">1.593 (1.059–2.396)</td><td rowspan="1" colspan="1">0.003</td><td rowspan="1" colspan="1">0.014</td><td rowspan="1" colspan="1">2.459 (1.197–5.049)</td></tr><tr><td rowspan="1" colspan="1">PD-L1 expression (TC ≥5% vs TC &lt; 5%)</td><td rowspan="1" colspan="1">0.859</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">PD-L1 expression (IC ≥1% vs IC &lt; 1%)</td><td rowspan="1" colspan="1">0.489</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr><tr><td rowspan="1" colspan="1">AJCC 8th edition (IIIa-IIIb vs I-II)</td><td rowspan="1" colspan="1">&lt; 0.001</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">0.120</td><td rowspan="1" colspan="1">NA</td><td rowspan="1" colspan="1">NA</td></tr></tbody></table><table-wrap-foot><p>Abbreviations: <italic toggle="yes">HR</italic> hazard ratio, <italic toggle="yes">CI</italic> confidence interval, <italic toggle="yes">NA</italic> not available, <italic toggle="yes">ALBI</italic> albumin-bilirubin, <italic toggle="yes">MVI</italic> microvascular invasion, <italic toggle="yes">LN</italic> lymph node, <italic toggle="yes">CEA</italic> carcinoembryonic antigen, <italic toggle="yes">TC</italic> tumor cells, <italic toggle="yes">IC</italic> immune cells, <italic toggle="yes">AJCC</italic> American Joint Committee on Cancer; Variables with strong correlations were not analyzed together in multivariate analyses to avoid confounded results. <italic toggle="yes">P</italic>-value &lt; 0.05 marked in bold font shows statistical significant</p></table-wrap-foot></table-wrap>
<fig id="Fig2" position="float" orientation="portrait"><object-id pub-id-type="publisher-id">Fig2</object-id><label>Fig. 2</label><caption xml:lang="en"><p>Kaplan Meier survival curves for OS of patients with ICC according to HHLA2 and PD-L1 expression. High HHLA2 expression was significantly associated with poor overall survival (OS) in the training cohort (<bold>a</bold>) and the significance was validated in an independent validation cohort (<bold>b</bold>). PD-L1 expression on TC (<bold>c</bold>) and IC (<bold>d</bold>) both failed to stratify OS in the training cohort. The <italic toggle="yes">P</italic>-values were determined via log-rank test</p></caption><graphic specific-use="JPEG" mime-subtype="PNG" xlink:href="40425_2019_554_Fig2_HTML.jpg" position="float" orientation="portrait" xlink:type="simple"/></fig>
</p><p id="Par30">In the validation cohort, which comprises more patients with LN metastasis, the presence of LN metastasis (<italic toggle="yes">P</italic> = 0.004), raised CEA (<italic toggle="yes">P</italic> = 0.001) and CA19–9 levels (<italic toggle="yes">P</italic> = 0.001) and overexpression of HHLA2 (<italic toggle="yes">P</italic> = 0.003; Fig. <xref rid="Fig2" ref-type="fig">2</xref>b) were found to stratify OS significantly. Whereas in multivariate analysis, only elevated CA19–9 level (<italic toggle="yes">P</italic> = 0.009, HR = 2.369, 95%CI 1.242–4.519) and high HHLA2 expression (<italic toggle="yes">P</italic> = 0.014, HR = 2.459, 95%CI 1.197–5.049) were identified as independent prognostic factors for OS.</p><p id="Par31">In terms of RFS, multiple tumors (<italic toggle="yes">P</italic> &lt; 0.001), MVI (<italic toggle="yes">P</italic> = 0.002) and LN metastasis (<italic toggle="yes">P</italic> = 0.013) were found to be prognostic indicators in both univariate analysis and multivariate analysis in the training cohort (Additional file <xref rid="MOESM2" ref-type="fig">2</xref>: Table S2). High HHLA2 expression failed to stratify RFS for training cohort (<italic toggle="yes">P</italic> = 0.069).</p><p id="Par32">To sum up, high HHLA2 expression was identified as an independent risk factor for OS in both training and validation cohort (Fig. <xref rid="Fig2" ref-type="fig">2</xref>a and b). PD-L1 failed to stratify OS (<italic toggle="yes">P</italic> = 0.859 and <italic toggle="yes">P</italic> = 0.489 for TC and IC expression, respectively; Fig. <xref rid="Fig2" ref-type="fig">2</xref>c and d; Table <xref rid="Tab2" ref-type="table">2</xref>) and RFS (<italic toggle="yes">P</italic> = 0.781 and <italic toggle="yes">P</italic> = 0.063 for TC and IC expression, respectively; Additional file <xref rid="MOESM2" ref-type="fig">2</xref>: Table S2) in the training cohort.</p></sec><sec id="Sec12"><title>Tumor infiltrating T cells and their associations with PD-L1 and HHLA2 expression</title><p id="Par33">Microphotographs of CD3+, CD8+ and CD4 + Foxp3+ TILs, which represent overall T cells, cytotoxic T cells (CTLs) and regulatory T cells (Tregs), respectively, are presented in Fig. <xref rid="Fig3" ref-type="fig">3</xref>. CD3+ TILs were observed in intratumoral area of 94.1% (144/153) patients in training cohort, which indicated a high prevalence of T cell infiltrates in ICC patients. In addition, CD8+ TILs and CD4 + Foxp3+ TILs were identified in 83.0% (127/153) and 86.9% (133/153) patients, respectively.<fig id="Fig3" position="float" orientation="portrait"><object-id pub-id-type="publisher-id">Fig3</object-id><label>Fig. 3</label><caption xml:lang="en"><p>Tumor infiltrating T cells, cytotoxic T cells (CTLs) and regulatory T cells (Tregs) and their correlation between HHLA2 and PD-L1 expression. Images of positive CD3 (<bold>a</bold>), CD8 (<bold>b</bold>) staining and the corresponding intra-tumor negative controls. Magnification × 50 for full views and × 400 for zoomed-in views (scale bar, 200 μm). Cells with double staining of CD4 and Foxp3 were identified as Tregs (Arrow) (<bold>c</bold>). Original magnification × 500 (scale bar, 50 μm). Scatter plot depicted the correlation between classic subsets of T cells and HHLA2 expression (<bold>d</bold>). High HHLA2 expression was significantly correlated with lower intra-tumor counts of T cells and cytotoxic T cells as well as increased ratio of Tregs to CTLs. PD-L1 expression was associated with higher intra-tumor counts of T cells and cytotoxic T cells (<bold>e</bold> and <bold>f</bold>)<italic toggle="yes">. P -</italic>values were generated by Mann-Whitney U test. Error bars indicate median and interquartile range</p></caption><graphic specific-use="JPEG" mime-subtype="PNG" xlink:href="40425_2019_554_Fig3_HTML.jpg" position="float" orientation="portrait" xlink:type="simple"/></fig>
</p><p id="Par34">As detailed in Additional file <xref rid="MOESM3" ref-type="fig">3</xref>: Table S3, high expression of HHLA2 was associated with lower intratumoral CD3+, CD8+ TIL counts (<italic toggle="yes">P</italic> = 0.018 and 0.033, respectively). No significant correlation was observed between the counts of CD4 + Foxp3+ T cells and HHLA2 expression. Intriguingly, when the ratio of CD4 + Foxp3+ TILs and CD8+ TILs was generated, we identified that high expression of HHLA2 was correlated with higher CD4 + Foxp3+/CD8+ TIL ratio (<italic toggle="yes">P</italic> = 0.006), which was indicative of an immune-inhibitory TME in patients with high HHLA2 expression (Fig. <xref rid="Fig3" ref-type="fig">3</xref>d).</p><p id="Par35">In contrast to an immune-inhibitory TME found in ICC with elevated HHLA2, PD-L1 IC- and TC- positive cases were associated with prominent infiltration of CD3+ T cells (Fig. <xref rid="Fig3" ref-type="fig">3</xref>e and f; <italic toggle="yes">P</italic> &lt; 0.001 for both comparisons). Moreover, PD-L1 expression on IC were correlated with higher CD8+ TILs counts (Fig. <xref rid="Fig3" ref-type="fig">3</xref>e; Additional file <xref rid="MOESM4" ref-type="fig">4</xref>: Table S4 and Additional file <xref rid="MOESM5" ref-type="fig">5</xref>: Table S5).</p><p id="Par36">The prognostic significances of the variables concerning on the intratumoral infiltrations of different T cell subsets for ICC were evaluated via univariate analysis in the training cohort (Additional file <xref rid="MOESM6" ref-type="fig">6</xref>: Table S6). High intratumoral counts of CD8+ TILs, high CD8+/CD3+ TIL ratio and low CD4 + Foxp3+/CD8+ ratio were found to be significantly associated with higher OS and RFS rates.</p></sec><sec id="Sec13"><title>Prevalence of TAMs and B cells and their correlations with PD-L1 and HHLA2</title><p id="Par37">Microphotographs of CD68+ and CD163+ TAMs are shown in Fig. <xref rid="Fig4" ref-type="fig">4</xref>a. CD163 is mainly expressed M2-like macrophages and CD68 is positive on all macrophages [<xref ref-type="bibr" rid="CR28">28</xref>]. CD68+ TAMs were found in all ICC samples and CD163+ TAMs were detected in 96.7% (148/153) of the ICC samples.<fig id="Fig4" position="float" orientation="portrait"><object-id pub-id-type="publisher-id">Fig4</object-id><label>Fig. 4</label><caption xml:lang="en"><p>CD68+ tumor associated macrophages (TAMs), CD163+ TAMs and CD20+ tumor infiltrating lymphocytes (TILs) and their correlation between HHLA2 and PD-L1 expression. Representative images of CD68 and CD163 staining (<bold>a</bold>; scale bar, 50 μm). No significant differences were found on the infiltrations of CD68+ TAMs, CD163+ TAMs as well as CD163+/CD68+ TAMs ratio between ICC with different HHLA2 expression levels (<bold>b</bold>). PD-L1 expression on TC was significantly correlated with a higher density of CD163+ TAMs and a higher CD163+/CD68+ TAMs ratio (<bold>c</bold>). PD-L1 expression on IC was significantly correlated with prominent infiltrations of CD68+ TAMs and CD163+ TAMs as well as a higher CD163+/CD68+ TAMs ratio (<bold>d</bold>). Images of positive CD20 staining and the corresponding intra-tumor negative control (<bold>e</bold>; scale bar, 50 μm). No significant differences were found on CD20+ TIL counts between ICC with different HHLA2 and PD-L1 expression levels (<bold>f</bold>). <italic toggle="yes">P -</italic>values were generated by Mann-Whitney U test. Error bars indicate median and interquartile range</p></caption><graphic specific-use="JPEG" mime-subtype="PNG" xlink:href="40425_2019_554_Fig4_HTML.jpg" position="float" orientation="portrait" xlink:type="simple"/></fig>
</p><p id="Par38">As illustrated in Fig. <xref rid="Fig4" ref-type="fig">4</xref>b, no significant differences were found on the counts of CD68+ (<italic toggle="yes">P</italic> = 0.14), CD163+ (<italic toggle="yes">P</italic> = 0.06) TAMs as well as the ratio of CD163+ TAMs to CD68 + TAMs (<italic toggle="yes">P</italic> = 0.46) between patients with different HHLA2 expression levels (Additional file <xref rid="MOESM3" ref-type="fig">3</xref>: Table S3).</p><p id="Par39">PD-L1 expression on TC was positively correlated with CD163+ TAM counts (<italic toggle="yes">P</italic> &lt; 0.001) and CD163+/CD68+ TAM ratio (<italic toggle="yes">P</italic> = 0.006; Fig. <xref rid="Fig4" ref-type="fig">4</xref>c). PD-L1 expression on IC was positively associated with CD68+ (<italic toggle="yes">P</italic> = 0.02), CD163+ (<italic toggle="yes">P</italic> &lt; 0.001) TAM counts as well as the CD163+/CD68+ TAM ratio (<italic toggle="yes">P</italic> = 0.001; Fig. <xref rid="Fig4" ref-type="fig">4</xref>d; Additional file <xref rid="MOESM4" ref-type="fig">4</xref>: Table S4 and Additional file <xref rid="MOESM5" ref-type="fig">5</xref>: Table S5).</p><p id="Par40">Representative images of CD20 staining are shown in Fig. <xref rid="Fig4" ref-type="fig">4</xref>e. CD20+ TILs, which indicate the infiltration of B cells, were observed in 94.8% (145/153) of the ICC patients. However, there are no significant differences in the distribution of CD20+ TILs between patients with different levels of HHLA2 (<italic toggle="yes">P</italic> = 0.26) and PD-L1 (<italic toggle="yes">P</italic> = 0.63 and <italic toggle="yes">P</italic> = 0.33 for TC and IC expression, respectively; Fig. <xref rid="Fig4" ref-type="fig">4</xref>f). Unlike tumor infiltrating T cells, CD68+, CD163+ TAMs and CD20+ TILs all failed to be prognostic indicators for OS and RFS (Additional file <xref rid="MOESM6" ref-type="fig">6</xref>: Table S6).</p></sec></sec><sec id="Sec14" sec-type="discussion"><title>Discussion</title><p id="Par41">In this study, we observed that HHLA2, a newly identified B7 family member, was more prevalent than PD-L1 in ICC and HHLA2 overexpression was common in PD-L1 negative ICC. Moreover, HHLA2 was identified as an independent prognostic indicator for OS in two independent cohorts whereas PD-L1 showed no significant prognostic value. The presence of PD-L1 and HHLA2 was associated with differential infiltration of immune cells: PD-L1 positive tumors were observed to have higher densities of CD3 + TILs, CD68+ TAMs and CD163+ TAMs, whereas HHLA2 overexpression was significantly correlated with sparser CD3+ TILs, CD8+ TILs and a higher CD4 + Foxp3+/CD8+ TIL ratio.</p><p id="Par42">HHLA2 was previously observed with expression rates ranging from zero to 70% in a variety of cancer types [<xref ref-type="bibr" rid="CR17">17</xref>]. The high expression rates of HHLA2 in the two independent ICC cohorts were 49.0 and 67.7% respectively, which was on a medium to high end of the expression spectrum, higher than previous data on gall bladder cancers (0/10) and liver cancers (4/10) [<xref ref-type="bibr" rid="CR17">17</xref>]. We found that HHLA2 expression was positively associated with serum CEA and CA19–9 levels in the training cohort as well as the presence of LN metastasis, serum CEA and clinical stage in the validation cohort. In addition, in the validation cohort which was featured by more LN metastases, HHLA2 expression was more frequently observed. These data were in line with previous findings in TNBC and osteosarcoma, where HHLA2 expression was found to be more frequent in patients with LN metastasis and metastatic lesions [<xref ref-type="bibr" rid="CR17">17</xref>, <xref ref-type="bibr" rid="CR19">19</xref>]. Moreover, we found that HHLA2 expression strongly predicted poor OS in the two independent ICC cohorts. The basis for these results may, on one hand, attributed to the known co-inhibitory roles of HHLA2 on T cells [<xref ref-type="bibr" rid="CR14">14</xref>]. On the other hand, the positive correlations between HHLA2 expression and serum CEA, CA19–9 levels, two tumor biomarkers that generally reflect tumor burden both at primary sites and in the circulation for ICC, indicating that patients with HHLA2 overexpression are more likely to suffer from recurrence and metastasis [<xref ref-type="bibr" rid="CR29">29</xref>]. Along with previous findings, in ICC, HHLA2 may not only work as an inhibitory checkpoint, but also potentially contribute to tumor progression through binding to TMIGD2, a recently identified ligand which is also involved in angiogenesis, or through other unknown mechanisms [<xref ref-type="bibr" rid="CR18">18</xref>]. Therefore, targeting HHLA2 may inhibit cancer dissemination through immune-independent pathways and the underlying molecular basis requires further investigation.</p><p id="Par43">Our study reported a PD-L1 positive rate of 28.1 and 17.1% on TC and IC, respectively. These results were similar to a previous report from another large Asian ICC cohort (<italic toggle="yes">n</italic> = 192), in which 17.7% of the cases were found to be PD-L1 positive [<xref ref-type="bibr" rid="CR12">12</xref>]. Intriguingly, the prognostic significances of PD-L1 were inconsistent among different studies [<xref ref-type="bibr" rid="CR10">10</xref>–<xref ref-type="bibr" rid="CR12">12</xref>]. Studies of Gani et al. and Sabbatino et al. observed that PD-L1 positive was associated with unfavorable survival, but Zhu et al. reported opposite results [<xref ref-type="bibr" rid="CR10">10</xref>–<xref ref-type="bibr" rid="CR12">12</xref>]. In our study, PD-L1 expression had no significant correlation with survival. Moreover, we identified that PD-L1 positive cases had prominent T cell infiltration, which was similar to findings from Zhu et al. in ICC and the report from Schalper et al. concerning lung cancer [<xref ref-type="bibr" rid="CR30">30</xref>]. The infiltration of T cells, especially CD8+ T cells, is a known factor that indicates favorable survival and this finding was also confirmed in our cohort (Additional file <xref rid="MOESM6" ref-type="fig">6</xref>: Table S6). Although PD-L1 expression, based on the molecular basis, is speculated to have a negative impact on survival, whereas its positive correlation with T cell infiltration mainly exert an opposing impact and consequently leads to the uncertainty of prognostic significance [<xref ref-type="bibr" rid="CR24">24</xref>]. However, the discrepant prognostic significances of PD-L1 may not be a limitation for its possible role as a therapeutic target and a predictive biomarker for treatment response [<xref ref-type="bibr" rid="CR30">30</xref>].</p><p id="Par44">Previous studies reported discrepant results among different cancer types on the correlations between immune cell infiltration and HHLA2 expression. In NSCLC, HHLA2 expression was independently correlated with high TIL infiltration [<xref ref-type="bibr" rid="CR20">20</xref>]. Whereas for osteosarcoma, no significant correlation was found between the presence of TILs and HHLA2 expression [<xref ref-type="bibr" rid="CR19">19</xref>]. In this study, we evaluated the immune cells in a more detailed manner where the exact counts of stained immune cells of 5 high power field were calculated [<xref ref-type="bibr" rid="CR24">24</xref>]. We observed that HHLA2 overexpression was conversely associated with T cell and CTL infiltration in ICC. Although no significant correlation was found between HHLA2 expression and the counts of Tregs, patients with high HHLA2 expression were found to have higher ratio of CTLs to Tregs within tumor area. Collectively speaking, the expression of HHLA2 was correlated with an inhibitory TME featured by decreased T cells, CTLs and imbalance between Tregs and CTLs, which indicated the possible role of HHLA2 as an immunotherapeutic target.</p><p id="Par45">HHLA2-high patients and PD-L1 positive cases showed significant difference in the infiltrating patterns of immune cells. HHLA2 was associated with fewer CTLs and higher ratio of Treg to CTLs, whereas the presence of PD-L1 was accompanied by prominent T cells and CD163+ TAMs. This phenomenon is intricate but explainable. The positive correlation between T cell infiltration and PD-L1 expression on TC may indicate that, in ICC, PD-L1 is mainly adaptively expressed in tumor immune response, perhaps through the well-established IFN-γdependent manner [<xref ref-type="bibr" rid="CR31">31</xref>]. CD163+ TAMs mainly represent M2-like TAMs which contribute to immune suppression [<xref ref-type="bibr" rid="CR32">32</xref>]. TAMs have been observed to express PD-L1 and induce immune evasion of cancer through autocrine CXCL8 [<xref ref-type="bibr" rid="CR33">33</xref>]. Moreover, targeting PD-L1 can polarize macrophages to a more pro-inflammatory phenotype [<xref ref-type="bibr" rid="CR34">34</xref>]. Therefore, the significant infiltration of CD163+ TAMs in PD-L1 IC- and TC- positive ICC may also be a consequence of immune reactions to tumor. On the other hand, concerning the high expression rate of HHLA2 and its correlation with sparser T cell infiltration, HHLA2 is more likely to be innately expressed in ICC and thus limiting further infiltration of active T cells. Although HHLA2 can be induced on B cells and monocytes by IFN-γ and LPS, the mechanism of how tumor cells enhance HHLA2 expression remains to be further investigated [<xref ref-type="bibr" rid="CR14">14</xref>, <xref ref-type="bibr" rid="CR17">17</xref>].</p><p id="Par46">Several limitations concerning this study were underlined as follows. Firstly, both training and validation cohort were derived from a single institution in China, therefore the expression pattern of HHLA2 of ICC patients in other ethnic groups has yet to be investigated. Secondly, limited to the number of TMAs, PD-L1 expression as well as the correlations between typical subsets of tumor infiltrating immune cells and PD-L1, HHLA2 expression were only studied in our training cohort. Therefore, validation on the immune infiltration features of ICC with PD-L1, HHLA2 expression in another independent ICC cohort as well as further investigation on its molecular basis will provide more solid evidence.</p></sec><sec id="Sec15" sec-type="conclusions"><title>Conclusions</title><p id="Par47">In summary, HHLA2 is more commonly expressed and possesses more significant prognostic value compared with PD-L1 in ICC cases. High HHLA2 is frequent in PD-L1 negative cases and is associated with fewer infiltrating CTLs as well as more Tregs in proportion, suggesting that HHLA2 may represent an ideal target next to PD-L1 for immunotherapy of ICC.</p></sec></body><back><ack><p>We thank Dr. Rong-kui Luo in the pathology department, Zhongshan Hospital, Fudan University for detailed guidance on immunohistochemical scoring system.</p></ack><fn-group><fn fn-type="other"><label>Funding</label><p id="Par48">This project is supported by the National Key Research and Development Program of China (NO. 2017YFC0908101 and NO. 2017YFC0908102); National Natural Science Foundation of China, (NO. 81772510); Research Programs of Science and Technology Commission Foundation of Shanghai (NO. 16DZ0500300 and NO.18XD1401100); Three-Year Action Plan of Shanghai Municipal Commission of Health and Family Planning (ZY3-CCCX-3-2004).</p></fn><fn fn-type="other"><label>Availability of data and materials</label><p id="Par49">The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.</p></fn><fn fn-type="other"><label>Electronic supplementary material</label><p>The online version of this article (10.1186/s40425-019-0554-8) contains supplementary material, which is available to authorized users.</p></fn></fn-group><notes notes-type="author-contribution"><title>Authors’ contributions</title><p>Conception and Design: B-HZ and S-JQ; Performed the experiments: C-YJ, Y-PF, M-XZ, YY, S-SZ, J-LH, WG; Acquisition and interpretation of data: all authors; Drafting the article: C-YJ, Y-PF; Manuscript reviewing, editing and approval of the manuscript: all authors.</p></notes><notes notes-type="ethics"><sec id="FPar3"><title>Authors’ information</title><p id="Par50">Not applicable.</p></sec><sec id="FPar4"><title>Ethics approval and consent to participate</title><p id="Par51">All the patients signed informed consent before surgery that permitted the usage of resected tumors and clinical profiles in research under the condition of anonymity. The study was approved by the Clinical Research Ethic Committee of Zhongshan hospital.</p></sec><sec id="FPar5"><title>Consent for publication</title><p id="Par52">Not applicable.</p></sec><sec id="FPar6"><title>Competing interests</title><p id="Par53">The authors declare that they have no competing interests.</p></sec><sec id="FPar7"><title>Publisher’s Note</title><p id="Par54">Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p></sec></notes><ref-list id="Bib1"><title>References</title><ref id="CR1"><label>1.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Bridgewater</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Galle</surname>
<given-names>PR</given-names>
</string-name>, <string-name name-style="western">
<surname>Khan</surname>
<given-names>SA</given-names>
</string-name>, <string-name name-style="western">
<surname>Llovet</surname>
<given-names>JM</given-names>
</string-name>, <string-name name-style="western">
<surname>Park</surname>
<given-names>JW</given-names>
</string-name>, <string-name name-style="western">
<surname>Patel</surname>
<given-names>T</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Guidelines for the diagnosis and management of intrahepatic cholangiocarcinoma</article-title>. <source>J Hepatol</source>. <year>2014</year>;<volume>60</volume>:<issue>6</issue>
<fpage>1268</fpage>–<lpage>1289</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1016/j.jhep.2014.01.021" xlink:type="simple">doi:10.1016/j.jhep.2014.01.021</ext-link>
</mixed-citation></ref><ref id="CR2"><label>2.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Endo</surname>
<given-names>I</given-names>
</string-name>, <string-name name-style="western">
<surname>Gonen</surname>
<given-names>M</given-names>
</string-name>, <string-name name-style="western">
<surname>Yopp</surname>
<given-names>AC</given-names>
</string-name>, <string-name name-style="western">
<surname>Dalal</surname>
<given-names>KM</given-names>
</string-name>, <string-name name-style="western">
<surname>Zhou</surname>
<given-names>Q</given-names>
</string-name>, <string-name name-style="western">
<surname>Klimstra</surname>
<given-names>D</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Intrahepatic cholangiocarcinoma: rising frequency, improved survival, and determinants of outcome after resection</article-title>. <source>Ann Surg</source>. <year>2008</year>;<volume>248</volume>:<issue>1</issue>
<fpage>84</fpage>–<lpage>96</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1097/SLA.0b013e318176c4d3" xlink:type="simple">doi:10.1097/SLA.0b013e318176c4d3</ext-link>
</mixed-citation></ref><ref id="CR3"><label>3.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Li</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Wang</surname>
<given-names>Q</given-names>
</string-name>, <string-name name-style="western">
<surname>Lei</surname>
<given-names>Z</given-names>
</string-name>, <string-name name-style="western">
<surname>Wu</surname>
<given-names>D</given-names>
</string-name>, <string-name name-style="western">
<surname>Si</surname>
<given-names>A</given-names>
</string-name>, <string-name name-style="western">
<surname>Wang</surname>
<given-names>K</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Adjuvant Transarterial chemoembolization following liver resection for intrahepatic cholangiocarcinoma based on survival risk stratification</article-title>. <source>Oncologist</source>. <year>2015</year>;<volume>20</volume>:<issue>6</issue>
<fpage>640</fpage>–<lpage>647</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1634/theoncologist.2014-0470" xlink:type="simple">doi:10.1634/theoncologist.2014-0470</ext-link>
</mixed-citation></ref><ref id="CR4"><label>4.</label><mixed-citation publication-type="other" xlink:type="simple">Capecitabine Extends Survival for Biliary Tract Cancer. Cancer Discov. 2017;7(7):OF1.</mixed-citation></ref><ref id="CR5"><label>5.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Smyth</surname>
<given-names>MJ</given-names>
</string-name>, <string-name name-style="western">
<surname>Ngiow</surname>
<given-names>SF</given-names>
</string-name>, <string-name name-style="western">
<surname>Ribas</surname>
<given-names>A</given-names>
</string-name>, <string-name name-style="western">
<surname>Teng</surname>
<given-names>MW</given-names>
</string-name>
</person-group>. <article-title xml:lang="en">Combination cancer immunotherapies tailored to the tumour microenvironment</article-title>. <source>Nat Rev Clin Oncol</source>. <year>2016</year>;<volume>13</volume>:<issue>3</issue>
<fpage>143</fpage>–<lpage>158</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1038/nrclinonc.2015.209" xlink:type="simple">doi:10.1038/nrclinonc.2015.209</ext-link>
</mixed-citation></ref><ref id="CR6"><label>6.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Topalian</surname>
<given-names>SL</given-names>
</string-name>, <string-name name-style="western">
<surname>Drake</surname>
<given-names>CG</given-names>
</string-name>, <string-name name-style="western">
<surname>Pardoll</surname>
<given-names>DM</given-names>
</string-name>
</person-group>. <article-title xml:lang="en">Immune checkpoint blockade: a common denominator approach to cancer therapy</article-title>. <source>Cancer Cell</source>. <year>2015</year>;<volume>27</volume>:<issue>4</issue>
<fpage>450</fpage>–<lpage>461</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1016/j.ccell.2015.03.001" xlink:type="simple">doi:10.1016/j.ccell.2015.03.001</ext-link>
</mixed-citation></ref><ref id="CR7"><label>7.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Schmid</surname>
<given-names>P</given-names>
</string-name>, <string-name name-style="western">
<surname>Adams</surname>
<given-names>S</given-names>
</string-name>, <string-name name-style="western">
<surname>Rugo</surname>
<given-names>HS</given-names>
</string-name>, <string-name name-style="western">
<surname>Schneeweiss</surname>
<given-names>A</given-names>
</string-name>, <string-name name-style="western">
<surname>Barrios</surname>
<given-names>CH</given-names>
</string-name>, <string-name name-style="western">
<surname>Iwata</surname>
<given-names>H</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Atezolizumab and nab-paclitaxel in advanced triple-negative breast Cancer</article-title>. <source>N Engl J Med</source>. <year>2018</year>;<volume>379</volume>:<issue>22</issue>
<fpage>2108</fpage>–<lpage>2121</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1056/NEJMoa1809615" xlink:type="simple">doi:10.1056/NEJMoa1809615</ext-link>
</mixed-citation></ref><ref id="CR8"><label>8.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Sanmamed</surname>
<given-names>MF</given-names>
</string-name>, <string-name name-style="western">
<surname>Chen</surname>
<given-names>L</given-names>
</string-name>
</person-group>. <article-title xml:lang="en">A paradigm shift in Cancer immunotherapy: from enhancement to normalization</article-title>. <source>Cell.</source>. <year>2018</year>;<volume>175</volume>:<issue>2</issue>
<fpage>313</fpage>–<lpage>326</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1016/j.cell.2018.09.035" xlink:type="simple">doi:10.1016/j.cell.2018.09.035</ext-link>
</mixed-citation></ref><ref id="CR9"><label>9.</label><mixed-citation publication-type="other" xlink:type="simple">Czink E, Kloor M, Goeppert B, Frohling S, Uhrig S, Weber TF, et al. Successful immune checkpoint blockade in a patient with advanced stage microsatellite-unstable biliary tract cancer. Cold Spring Harb Mol Case Stud. 2017;3(5):a001974.</mixed-citation></ref><ref id="CR10"><label>10.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Sabbatino</surname>
<given-names>F</given-names>
</string-name>, <string-name name-style="western">
<surname>Villani</surname>
<given-names>V</given-names>
</string-name>, <string-name name-style="western">
<surname>Yearley</surname>
<given-names>JH</given-names>
</string-name>, <string-name name-style="western">
<surname>Deshpande</surname>
<given-names>V</given-names>
</string-name>, <string-name name-style="western">
<surname>Cai</surname>
<given-names>L</given-names>
</string-name>, <string-name name-style="western">
<surname>Konstantinidis</surname>
<given-names>IT</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">PD-L1 and HLA class I antigen expression and clinical course of the disease in intrahepatic cholangiocarcinoma</article-title>. <source>Clin Cancer Res</source>. <year>2016</year>;<volume>22</volume>:<issue>2</issue>
<fpage>470</fpage>–<lpage>478</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1158/1078-0432.CCR-15-0715" xlink:type="simple">doi:10.1158/1078-0432.CCR-15-0715</ext-link>
</mixed-citation></ref><ref id="CR11"><label>11.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Gani</surname>
<given-names>F</given-names>
</string-name>, <string-name name-style="western">
<surname>Nagarajan</surname>
<given-names>N</given-names>
</string-name>, <string-name name-style="western">
<surname>Kim</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Zhu</surname>
<given-names>Q</given-names>
</string-name>, <string-name name-style="western">
<surname>Luan</surname>
<given-names>L</given-names>
</string-name>, <string-name name-style="western">
<surname>Bhaijjee</surname>
<given-names>F</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Program death 1 immune checkpoint and tumor microenvironment: implications for patients with intrahepatic cholangiocarcinoma</article-title>. <source>Ann Surg Oncol</source>. <year>2016</year>;<volume>23</volume>:<issue>8</issue>
<fpage>2610</fpage>–<lpage>2617</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1245/s10434-016-5101-y" xlink:type="simple">doi:10.1245/s10434-016-5101-y</ext-link>
</mixed-citation></ref><ref id="CR12"><label>12.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Zhu</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Wang</surname>
<given-names>XY</given-names>
</string-name>, <string-name name-style="western">
<surname>Zhang</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Xu</surname>
<given-names>D</given-names>
</string-name>, <string-name name-style="western">
<surname>Dong</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Zhang</surname>
<given-names>Z</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Programmed death ligand 1 expression in human intrahepatic cholangiocarcinoma and its association with prognosis and CD8(+) T-cell immune responses</article-title>. <source>Cancer Manag Res</source>. <year>2018</year>;<volume>10</volume>:<fpage>4113</fpage>–<lpage>4123</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.2147/CMAR.S172719" xlink:type="simple">doi:10.2147/CMAR.S172719</ext-link>
</mixed-citation></ref><ref id="CR13"><label>13.</label><mixed-citation publication-type="other" xlink:type="simple">Goeppert B, Roessler S, Renner M, Singer S, Mehrabi A, Vogel MN, et al. Mismatch repair deficiency is a rare but putative therapeutically relevant finding in non-liver fluke associated cholangiocarcinoma. Br J Cancer. 2018;120(1):109-14.</mixed-citation></ref><ref id="CR14"><label>14.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Zhao</surname>
<given-names>R</given-names>
</string-name>, <string-name name-style="western">
<surname>Chinai</surname>
<given-names>JM</given-names>
</string-name>, <string-name name-style="western">
<surname>Buhl</surname>
<given-names>S</given-names>
</string-name>, <string-name name-style="western">
<surname>Scandiuzzi</surname>
<given-names>L</given-names>
</string-name>, <string-name name-style="western">
<surname>Ray</surname>
<given-names>A</given-names>
</string-name>, <string-name name-style="western">
<surname>Jeon</surname>
<given-names>H</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">HHLA2 is a member of the B7 family and inhibits human CD4 and CD8 T-cell function</article-title>. <source>Proc Natl Acad Sci U S A</source>. <year>2013</year>;<volume>110</volume>:<issue>24</issue>
<fpage>9879</fpage>–<lpage>9884</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1073/pnas.1303524110" xlink:type="simple">doi:10.1073/pnas.1303524110</ext-link>
</mixed-citation></ref><ref id="CR15"><label>15.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Janakiram</surname>
<given-names>M</given-names>
</string-name>, <string-name name-style="western">
<surname>Chinai</surname>
<given-names>JM</given-names>
</string-name>, <string-name name-style="western">
<surname>Zhao</surname>
<given-names>A</given-names>
</string-name>, <string-name name-style="western">
<surname>Sparano</surname>
<given-names>JA</given-names>
</string-name>, <string-name name-style="western">
<surname>Zang</surname>
<given-names>X</given-names>
</string-name>
</person-group>. <article-title xml:lang="en">HHLA2 and TMIGD2: new immunotherapeutic targets of the B7 and CD28 families</article-title>. <source>Oncoimmunology.</source>. <year>2015</year>;<volume>4</volume>:<issue>8</issue>
<fpage>e1026534</fpage>
<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1080/2162402X.2015.1026534" xlink:type="simple">doi:10.1080/2162402X.2015.1026534</ext-link>
</mixed-citation></ref><ref id="CR16"><label>16.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Cheng</surname>
<given-names>H</given-names>
</string-name>, <string-name name-style="western">
<surname>Borczuk</surname>
<given-names>A</given-names>
</string-name>, <string-name name-style="western">
<surname>Janakiram</surname>
<given-names>M</given-names>
</string-name>, <string-name name-style="western">
<surname>Ren</surname>
<given-names>X</given-names>
</string-name>, <string-name name-style="western">
<surname>Lin</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Assal</surname>
<given-names>A</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Wide expression and significance of alternative immune checkpoint molecules, B7x and HHLA2, in PD-L1-negative human lung cancers</article-title>. <source>Clin Cancer Res</source>. <year>2018</year>;<volume>24</volume>:<issue>8</issue>
<fpage>1954</fpage>–<lpage>1964</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1158/1078-0432.CCR-17-2924" xlink:type="simple">doi:10.1158/1078-0432.CCR-17-2924</ext-link>
</mixed-citation></ref><ref id="CR17"><label>17.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Janakiram</surname>
<given-names>M</given-names>
</string-name>, <string-name name-style="western">
<surname>Chinai</surname>
<given-names>JM</given-names>
</string-name>, <string-name name-style="western">
<surname>Fineberg</surname>
<given-names>S</given-names>
</string-name>, <string-name name-style="western">
<surname>Fiser</surname>
<given-names>A</given-names>
</string-name>, <string-name name-style="western">
<surname>Montagna</surname>
<given-names>C</given-names>
</string-name>, <string-name name-style="western">
<surname>Medavarapu</surname>
<given-names>R</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Expression, clinical significance, and receptor identification of the newest B7 family member HHLA2 protein</article-title>. <source>Clin Cancer Res</source>. <year>2015</year>;<volume>21</volume>:<issue>10</issue>
<fpage>2359</fpage>–<lpage>2366</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1158/1078-0432.CCR-14-1495" xlink:type="simple">doi:10.1158/1078-0432.CCR-14-1495</ext-link>
</mixed-citation></ref><ref id="CR18"><label>18.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Rahimi</surname>
<given-names>N</given-names>
</string-name>, <string-name name-style="western">
<surname>Rezazadeh</surname>
<given-names>K</given-names>
</string-name>, <string-name name-style="western">
<surname>Mahoney</surname>
<given-names>JE</given-names>
</string-name>, <string-name name-style="western">
<surname>Hartsough</surname>
<given-names>E</given-names>
</string-name>, <string-name name-style="western">
<surname>Meyer</surname>
<given-names>RD</given-names>
</string-name>
</person-group>. <article-title xml:lang="en">Identification of IGPR-1 as a novel adhesion molecule involved in angiogenesis</article-title>. <source>Mol Biol Cell</source>. <year>2012</year>;<volume>23</volume>:<issue>9</issue>
<fpage>1646</fpage>–<lpage>1656</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1091/mbc.e11-11-0934" xlink:type="simple">doi:10.1091/mbc.e11-11-0934</ext-link>
</mixed-citation></ref><ref id="CR19"><label>19.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Koirala</surname>
<given-names>P</given-names>
</string-name>, <string-name name-style="western">
<surname>Roth</surname>
<given-names>ME</given-names>
</string-name>, <string-name name-style="western">
<surname>Gill</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Chinai</surname>
<given-names>JM</given-names>
</string-name>, <string-name name-style="western">
<surname>Ewart</surname>
<given-names>MR</given-names>
</string-name>, <string-name name-style="western">
<surname>Piperdi</surname>
<given-names>S</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">HHLA2, a member of the B7 family, is expressed in human osteosarcoma and is associated with metastases and worse survival</article-title>. <source>Sci Rep</source>. <year>2016</year>;<volume>6</volume>:<fpage>31154</fpage>
<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1038/srep31154" xlink:type="simple">doi:10.1038/srep31154</ext-link>
</mixed-citation></ref><ref id="CR20"><label>20.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Cheng</surname>
<given-names>H</given-names>
</string-name>, <string-name name-style="western">
<surname>Janakiram</surname>
<given-names>M</given-names>
</string-name>, <string-name name-style="western">
<surname>Borczuk</surname>
<given-names>A</given-names>
</string-name>, <string-name name-style="western">
<surname>Lin</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Qiu</surname>
<given-names>W</given-names>
</string-name>, <string-name name-style="western">
<surname>Liu</surname>
<given-names>H</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">HHLA2, a new immune checkpoint member of the B7 family, is widely expressed in human lung Cancer and associated with EGFR mutational status</article-title>. <source>Clin Cancer Res</source>. <year>2017</year>;<volume>23</volume>:<issue>3</issue>
<fpage>825</fpage>–<lpage>832</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1158/1078-0432.CCR-15-3071" xlink:type="simple">doi:10.1158/1078-0432.CCR-15-3071</ext-link>
</mixed-citation></ref><ref id="CR21"><label>21.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Johnson</surname>
<given-names>PJ</given-names>
</string-name>, <string-name name-style="western">
<surname>Berhane</surname>
<given-names>S</given-names>
</string-name>, <string-name name-style="western">
<surname>Kagebayashi</surname>
<given-names>C</given-names>
</string-name>, <string-name name-style="western">
<surname>Satomura</surname>
<given-names>S</given-names>
</string-name>, <string-name name-style="western">
<surname>Teng</surname>
<given-names>M</given-names>
</string-name>, <string-name name-style="western">
<surname>Reeves</surname>
<given-names>HL</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Assessment of liver function in patients with hepatocellular carcinoma: a new evidence-based approach-the ALBI grade</article-title>. <source>J Clin Oncol</source>. <year>2015</year>;<volume>33</volume>:<issue>6</issue>
<fpage>550</fpage>–<lpage>558</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1200/JCO.2014.57.9151" xlink:type="simple">doi:10.1200/JCO.2014.57.9151</ext-link>
</mixed-citation></ref><ref id="CR22"><label>22.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Kim</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Moris</surname>
<given-names>DP</given-names>
</string-name>, <string-name name-style="western">
<surname>Zhang</surname>
<given-names>XF</given-names>
</string-name>, <string-name name-style="western">
<surname>Bagante</surname>
<given-names>F</given-names>
</string-name>, <string-name name-style="western">
<surname>Spolverato</surname>
<given-names>G</given-names>
</string-name>, <string-name name-style="western">
<surname>Schmidt</surname>
<given-names>C</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Evaluation of the 8th edition American joint commission on Cancer (AJCC) staging system for patients with intrahepatic cholangiocarcinoma: a surveillance, epidemiology, and end results (SEER) analysis</article-title>. <source>J Surg Oncol</source>. <year>2017</year>;<volume>116</volume>:<issue>6</issue>
<fpage>643</fpage>–<lpage>650</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1002/jso.24720" xlink:type="simple">doi:10.1002/jso.24720</ext-link>
</mixed-citation></ref><ref id="CR23"><label>23.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Jing</surname>
<given-names>CY</given-names>
</string-name>, <string-name name-style="western">
<surname>Fu</surname>
<given-names>YP</given-names>
</string-name>, <string-name name-style="western">
<surname>Shen</surname>
<given-names>HJ</given-names>
</string-name>, <string-name name-style="western">
<surname>Zheng</surname>
<given-names>SS</given-names>
</string-name>, <string-name name-style="western">
<surname>Lin</surname>
<given-names>JJ</given-names>
</string-name>, <string-name name-style="western">
<surname>Yi</surname>
<given-names>Y</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Albumin to gamma-glutamyltransferase ratio as a prognostic indicator in intrahepatic cholangiocarcinoma after curative resection</article-title>. <source>Oncotarget.</source>. <year>2017</year>;<volume>8</volume>:<fpage>13293</fpage>–<lpage>13303</lpage>. </mixed-citation></ref><ref id="CR24"><label>24.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Gao</surname>
<given-names>Q</given-names>
</string-name>, <string-name name-style="western">
<surname>Qiu</surname>
<given-names>SJ</given-names>
</string-name>, <string-name name-style="western">
<surname>Fan</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Zhou</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Wang</surname>
<given-names>XY</given-names>
</string-name>, <string-name name-style="western">
<surname>Xiao</surname>
<given-names>YS</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Intratumoral balance of regulatory and cytotoxic T cells is associated with prognosis of hepatocellular carcinoma after resection</article-title>. <source>J Clin Oncol</source>. <year>2007</year>;<volume>25</volume>:<issue>18</issue>
<fpage>2586</fpage>–<lpage>2593</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1200/JCO.2006.09.4565" xlink:type="simple">doi:10.1200/JCO.2006.09.4565</ext-link>
</mixed-citation></ref><ref id="CR25"><label>25.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Buttner</surname>
<given-names>R</given-names>
</string-name>, <string-name name-style="western">
<surname>Gosney</surname>
<given-names>JR</given-names>
</string-name>, <string-name name-style="western">
<surname>Skov</surname>
<given-names>BG</given-names>
</string-name>, <string-name name-style="western">
<surname>Adam</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Motoi</surname>
<given-names>N</given-names>
</string-name>, <string-name name-style="western">
<surname>Bloom</surname>
<given-names>KJ</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Programmed death-ligand 1 immunohistochemistry testing: a review of analytical assays and clinical implementation in non-small-cell lung Cancer</article-title>. <source>J Clin Oncol</source>. <year>2017</year>;<volume>35</volume>:<issue>34</issue>
<fpage>3867</fpage>–<lpage>3876</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1200/JCO.2017.74.7642" xlink:type="simple">doi:10.1200/JCO.2017.74.7642</ext-link>
</mixed-citation></ref><ref id="CR26"><label>26.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Fu</surname>
<given-names>YP</given-names>
</string-name>, <string-name name-style="western">
<surname>Yi</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Cai</surname>
<given-names>XY</given-names>
</string-name>, <string-name name-style="western">
<surname>Sun</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Ni</surname>
<given-names>XC</given-names>
</string-name>, <string-name name-style="western">
<surname>He</surname>
<given-names>HW</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Overexpression of interleukin-35 associates with hepatocellular carcinoma aggressiveness and recurrence after curative resection</article-title>. <source>Br J Cancer</source>. <year>2016</year>;<volume>114</volume>:<issue>7</issue>
<fpage>767</fpage>–<lpage>776</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1038/bjc.2016.47" xlink:type="simple">doi:10.1038/bjc.2016.47</ext-link>
</mixed-citation></ref><ref id="CR27"><label>27.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Jing</surname>
<given-names>CY</given-names>
</string-name>, <string-name name-style="western">
<surname>Fu</surname>
<given-names>YP</given-names>
</string-name>, <string-name name-style="western">
<surname>Huang</surname>
<given-names>JL</given-names>
</string-name>, <string-name name-style="western">
<surname>Zhang</surname>
<given-names>MX</given-names>
</string-name>, <string-name name-style="western">
<surname>Yi</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Gan</surname>
<given-names>W</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Prognostic nomogram based on histological characteristics of fibrotic tumor stroma in patients who underwent curative resection for intrahepatic cholangiocarcinoma</article-title>. <source>Oncologist</source>. <year>2018</year>;<volume>23</volume>:<issue>12</issue>
<fpage>1482</fpage>–<lpage>1493</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1634/theoncologist.2017-0439" xlink:type="simple">doi:10.1634/theoncologist.2017-0439</ext-link>
</mixed-citation></ref><ref id="CR28"><label>28.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Han</surname>
<given-names>Q</given-names>
</string-name>, <string-name name-style="western">
<surname>Shi</surname>
<given-names>H</given-names>
</string-name>, <string-name name-style="western">
<surname>Liu</surname>
<given-names>F</given-names>
</string-name>
</person-group>. <article-title xml:lang="en">CD163(+) M2-type tumor-associated macrophage support the suppression of tumor-infiltrating T cells in osteosarcoma</article-title>. <source>Int Immunopharmacol</source>. <year>2016</year>;<volume>34</volume>:<fpage>101</fpage>–<lpage>106</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1016/j.intimp.2016.01.023" xlink:type="simple">doi:10.1016/j.intimp.2016.01.023</ext-link>
</mixed-citation></ref><ref id="CR29"><label>29.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Wang</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Li</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Xia</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Gong</surname>
<given-names>R</given-names>
</string-name>, <string-name name-style="western">
<surname>Wang</surname>
<given-names>K</given-names>
</string-name>, <string-name name-style="western">
<surname>Yan</surname>
<given-names>Z</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Prognostic nomogram for intrahepatic cholangiocarcinoma after partial hepatectomy</article-title>. <source>J Clin Oncol</source>. <year>2013</year>;<volume>31</volume>:<issue>9</issue>
<fpage>1188</fpage>–<lpage>1195</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1200/JCO.2012.41.5984" xlink:type="simple">doi:10.1200/JCO.2012.41.5984</ext-link>
</mixed-citation></ref><ref id="CR30"><label>30.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Schalper</surname>
<given-names>KA</given-names>
</string-name>, <string-name name-style="western">
<surname>Carvajal-Hausdorf</surname>
<given-names>D</given-names>
</string-name>, <string-name name-style="western">
<surname>McLaughlin</surname>
<given-names>J</given-names>
</string-name>, <string-name name-style="western">
<surname>Altan</surname>
<given-names>M</given-names>
</string-name>, <string-name name-style="western">
<surname>Velcheti</surname>
<given-names>V</given-names>
</string-name>, <string-name name-style="western">
<surname>Gaule</surname>
<given-names>P</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">Differential expression and significance of PD-L1, IDO-1, and B7-H4 in human lung Cancer</article-title>. <source>Clin Cancer Res</source>. <year>2017</year>;<volume>23</volume>:<issue>2</issue>
<fpage>370</fpage>–<lpage>378</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1158/1078-0432.CCR-16-0150" xlink:type="simple">doi:10.1158/1078-0432.CCR-16-0150</ext-link>
</mixed-citation></ref><ref id="CR31"><label>31.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Chen</surname>
<given-names>DS</given-names>
</string-name>, <string-name name-style="western">
<surname>Irving</surname>
<given-names>BA</given-names>
</string-name>, <string-name name-style="western">
<surname>Hodi</surname>
<given-names>FS</given-names>
</string-name>
</person-group>. <article-title xml:lang="en">Molecular pathways: next-generation immunotherapy-inhibiting programmed death-ligand 1 and programmed Death-1</article-title>. <source>Clin Cancer Res</source>. <year>2012</year>;<volume>18</volume>:<issue>24</issue>
<fpage>6580</fpage>–<lpage>6587</lpage>. <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1158/1078-0432.CCR-12-1362" xlink:type="simple">doi:10.1158/1078-0432.CCR-12-1362</ext-link>
</mixed-citation></ref><ref id="CR32"><label>32.</label><mixed-citation publication-type="journal" xlink:type="simple">
<person-group person-group-type="author">
<string-name name-style="western">
<surname>Shiraishi</surname>
<given-names>D</given-names>
</string-name>, <string-name name-style="western">
<surname>Fujiwara</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Horlad</surname>
<given-names>H</given-names>
</string-name>, <string-name name-style="western">
<surname>Saito</surname>
<given-names>Y</given-names>
</string-name>, <string-name name-style="western">
<surname>Iriki</surname>
<given-names>T</given-names>
</string-name>, <string-name name-style="western">
<surname>Tsuboki</surname>
<given-names>J</given-names>
</string-name>, <etal>et al</etal>
</person-group>. <article-title xml:lang="en">CD163 is required for Protumoral activation of macrophages in human and murine sarcoma</article-title>. <source>Cancer Res</source>. <year>2018</year>;<volume>78</volume>:<issue>12</issue>
<fpage>3255</fpage>–<lpage>3266</lpage>. </mixed-citation></ref><ref id="CR33"><label>33.</label><mixed-citation publication-type="other" xlink:type="simple">Lin C, He H, Liu H, Li R, Chen Y, Qi Y, et al. Tumour-associated macrophages-derived CXCL8 determines immune evasion through autonomous PD-L1 expression in gastric cancer. Gut. 2019.</mixed-citation></ref><ref id="CR34"><label>34.</label><mixed-citation publication-type="other" xlink:type="simple">Xiong H, Mittman S, Rodriguez R, Moskalenko M, Pacheco-Sanchez P, Yang Y, et al. Anti-PD-L1 treatment results in functional remodeling of the macrophage compartment. Cancer Res. 2019.</mixed-citation></ref></ref-list><app-group><app id="App1"><title>Additional files</title><p id="Par55">
<media position="anchor" xlink:href="40425_2019_554_MOESM1_ESM.docx" id="MOESM1" orientation="portrait" xlink:type="simple"><object-id pub-id-type="publisher-id">MOESM1</object-id><caption xml:lang="en"><p>Table S1. Correlation between PD-L1 expression and baseline clinicopathological features in ICC (DOCX 19 kb)</p></caption></media>
<media position="anchor" xlink:href="40425_2019_554_MOESM2_ESM.docx" id="MOESM2" orientation="portrait" xlink:type="simple"><object-id pub-id-type="publisher-id">MOESM2</object-id><caption xml:lang="en"><p>Table S2. Univariate and multivariate analyses of prognostic factors correlated with RFS (DOCX 16 kb)</p></caption></media>
<media position="anchor" xlink:href="40425_2019_554_MOESM3_ESM.docx" id="MOESM3" orientation="portrait" xlink:type="simple"><object-id pub-id-type="publisher-id">MOESM3</object-id><caption xml:lang="en"><p>Table S3. Correlation between HHLA2 expression and different immune infiltrates (DOCX 16 kb)</p></caption></media>
<media position="anchor" xlink:href="40425_2019_554_MOESM4_ESM.docx" id="MOESM4" orientation="portrait" xlink:type="simple"><object-id pub-id-type="publisher-id">MOESM4</object-id><caption xml:lang="en"><p>Table S4. Correlation between PD-L1 expression on TC and different immune infiltrates (DOCX 16 kb)</p></caption></media>
<media position="anchor" xlink:href="40425_2019_554_MOESM5_ESM.docx" id="MOESM5" orientation="portrait" xlink:type="simple"><object-id pub-id-type="publisher-id">MOESM5</object-id><caption xml:lang="en"><p>Table S5. Infiltrating patterns of immune cells with different PD-L1 expression on IC (DOCX 16 kb)</p></caption></media>
<media position="anchor" xlink:href="40425_2019_554_MOESM6_ESM.docx" id="MOESM6" orientation="portrait" xlink:type="simple"><object-id pub-id-type="publisher-id">MOESM6</object-id><caption xml:lang="en"><p>Table S6. Univariate analyses of densities of different immune cells for OS and RFS in ICC. (DOCX 17 kb)</p></caption></media>
</p></app></app-group></back></article>