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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2023.1200875</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Hyperprogressive disease in non-small cell lung cancer after PD-1/PD-L1 inhibitors immunotherapy: underlying killer</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Yanping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Tianhong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nie</surname>
<given-names>Tian Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Han</surname>
<given-names>Juyuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Yunyan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Xingxing</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Li</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2271978"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Respiratory Medicine, The Third People&#x2019;s Hospital of Honghe Prefecture</institution>, <addr-line>Gejiu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Thoracic Surgery , The Third People&#x2019;s Hospital of Honghe Prefecture</institution>, <addr-line>Gejiu</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Thoracic Surgery, Yunnan Cancer Center, The Third Affiliated Hospital of Kunming Medical University</institution>, <addr-line>Kunming</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Oncology, Gejiu City People&#x2019;s Hospital, Diannan Central Hospital of Honghe Prefecture, The Fifth Affiliated Hospital of Kunming Medical University</institution>, <addr-line>Gejiu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Vera Rebmann, University of Duisburg-Essen, Germany</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jianjun Zhang, University of Texas MD Anderson Cancer Center, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Yanping Li, <email xlink:href="mailto:39242728@163.com">39242728@163.com</email>; Li Zhang, <email xlink:href="mailto:Dreammaker-li@outlook.com">Dreammaker-li@outlook.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1200875</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Li, Chen, Nie, Han, He, Tang and Zhang</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Li, Chen, Nie, Han, He, Tang and Zhang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Immune checkpoint inhibitors (ICIs) target the negative regulatory pathway of T cells and effectively reactive the anti-tumor immune function of T cells by blocking the key pathway of the immune escape mechanism of the tumor&#x2014;PD-1/PD-L1, and fundamentally changing the prospect of immunotherapy for non-small cell lung cancer patients. However, such promising immunotherapy is overshadowed by Hyperprogressive Disease, a response pattern associated with unwanted accelerated tumor growth and characterized by poor prognosis in a fraction of treated patients. This review comprehensively provides an overview of Hyperprogressive Disease in immune checkpoint inhibitor-based immunotherapy for non-small cell lung cancer including its definition, biomarkers, mechanisms, and treatment. A better understanding of the black side of immune checkpoint inhibitors therapy will provide a more profound insight into the pros and cons of immunotherapy.</p>
</abstract>
<kwd-group>
<kwd>non-small cell lung cancer</kwd>
<kwd>PD-1/PD-L1</kwd>
<kwd>response pattern</kwd>
<kwd>hyperprogressive disease</kwd>
<kwd>immunotherapy</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="62"/>
<page-count count="7"/>
<word-count count="2494"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Cancer Immunity and Immunotherapy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Lung cancer is a serious life-threatening disease, and non-small cell lung cancer (NSCLC) is one of its most prevalent subtypes (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Immune checkpoint inhibitors (ICIs), as PD-1/PD-L1 inhibitors based immunotherapy has made revolutionized effects and become a milestone in the treatment history of NSCLC (<xref ref-type="bibr" rid="B3">3</xref>). However, PD-1/PD-L1 blockade can lead to an unsatisfactory response pattern characterized by accelerated tumor growth and associated with poor prognosis&#x2014;&#x2014;Hyperprogressive Disease (HPD) (<xref ref-type="bibr" rid="B4">4</xref>). Detrimental patterns such as HPD and early death (ED) have been respectively observed in a proportion of NSCLC patients treated with ICIs (<xref ref-type="bibr" rid="B5">5</xref>). Overall survival (OS) is significantly reduced in NSCLC patients who develop HPD after PD-1/PD-L1 inhibitors blockade (<xref ref-type="bibr" rid="B4">4</xref>). For instance, although the PD-1 antibody Nivolumab is quite effective in clinical practice, HPD is not rare in patients with advanced NSCLC treated with Nivolumab and paralleled with a poor prognosis (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). There are also several case reports about HPD events after treatment with another PD-1 inhibitor Pembrolizumab and the PD-L1 inhibitor - Durvalumab (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). However, the definition and predictive biomarkers of HPD in NSCLC remain controversial, and the associated clinicopathological features or biological mechanisms are not yet determined. This significantly restricts the utilization of ICIs in patients with NSCLC (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>HPD response patterns associated with poor prognosis in NSCLC patients whose tumors instead accelerated in growth after PD-1/PD-L1 inhibitor-based immunotherapy.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-14-1200875-g001.tif"/>
</fig>
</sec>
<sec id="s2">
<title>Definition of HPD in NSCLC immunotherapy</title>
<p>The accelerate growth in tumor size and volume measured by computed tomography(CT) during ICIs blockade are the most objective characteristics of HPD by using the Response Evaluation Criteria in Solid Tumors (RECIST) 1.1 criteria (<xref ref-type="bibr" rid="B10">10</xref>). However, the main limitation of conventional response assessment criteria RECIST 1.1 remains due to the inadequate ability to capture the response to immunotherapies and the inapplicability to patients without pre-baseline imaging or progression on unmeasurable lesions (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). Therefore, novel criteria like iRECIST is clinically used as a response evaluation tool in patients undergoing immunotherapy (<xref ref-type="bibr" rid="B13">13</xref>). Despite the improvement, the definition of HPD has not been standardized and the prevalence of it varies based on different criteria (<xref ref-type="bibr" rid="B14">14</xref>) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The assessment criteria should address the relevance of the clinical presentation, poor prognosis, and biological behavior of the NSCLC (<xref ref-type="bibr" rid="B21">21</xref>). The standard definition of HPD should be continuously optimized to guide better PD-1/PD-L1 inhibitors immunotherapy.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The prevalence of HPD is varied based on different criteria in NSCLC.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Study</th>
<th valign="middle" align="center">Incidence</th>
<th valign="middle" align="center">Criteria</th>
<th valign="middle" align="center">Conclusion</th>
<th valign="middle" align="center">Ref</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="2" align="left">Ignacio Matos et&#xa0;al</td>
<td valign="middle" align="left">12.5% (4/32)</td>
<td valign="middle" align="left">HPD = 1.4 x baseline sum Target lesions Or HPD = 1.2 x baseline sum Target lesions + new lesions in at least two different organs</td>
<td valign="middle" rowspan="2" align="left">Capturing HPD by using RECIST criteria is intuitive and easy to implement.</td>
<td valign="middle" rowspan="2" align="left">(<xref ref-type="bibr" rid="B15">15</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">16.2% (1/27)</td>
<td valign="middle" align="left">HPD = TGR experimental period/TGR reference period &#x2265; 2</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">Youjin Kim et&#xa0;al</td>
<td valign="middle" align="left">14.3% (48/135)</td>
<td valign="middle" align="left">volumetry</td>
<td valign="middle" rowspan="2" align="left">volumetric measurement is more precise than the basis of one-dimensional analysis.</td>
<td valign="middle" rowspan="2" align="left">(<xref ref-type="bibr" rid="B16">16</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">13.1%(44/135)</td>
<td valign="middle" align="left">RECIST 1.1</td>
</tr>
<tr>
<td valign="middle" align="left">Deirdre M.H.J. ten Berge et&#xa0;al</td>
<td valign="middle" align="left">7%(4/58)</td>
<td valign="middle" align="left">TGK</td>
<td valign="middle" align="left">TGK has predictive value for OS</td>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B17">17</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">Roberto Ferrara et&#xa0;al</td>
<td valign="middle" align="left">13.8%</td>
<td valign="middle" align="left">&#x394;TGR exceeding 50%.</td>
<td valign="middle" align="left">HPD is associated with high metastatic burden and poor prognosis</td>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B4">4</xref>)</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">Baptiste Kas et&#xa0;al</td>
<td valign="middle" align="left">18.5%(22/406)</td>
<td valign="middle" align="left">the TGR ratio</td>
<td valign="middle" rowspan="2" align="left">&#x394;TGR&gt;100 is close to the characteristics of HPD (increase of the tumor kinetics and poor survival).</td>
<td valign="middle" rowspan="2" align="left">(<xref ref-type="bibr" rid="B18">18</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">5.4%(75/406)</td>
<td valign="middle" align="left">a progression pace &gt;2-fold and TTF&lt;2 months</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">C G Kim et&#xa0;al</td>
<td valign="middle" align="left">20.9%(55/263)</td>
<td valign="middle" align="left">TGK</td>
<td valign="middle" rowspan="3" align="left">HPD meeting both TGK and TGR criteria is associated with worse PFS and OS</td>
<td valign="middle" rowspan="3" align="left">(<xref ref-type="bibr" rid="B19">19</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">20.5%(54/263)</td>
<td valign="middle" align="left">TGR</td>
</tr>
<tr>
<td valign="middle" align="left">37.3%(98/263)</td>
<td valign="middle" align="left">TTF</td>
</tr>
<tr>
<td valign="middle" rowspan="5" align="left">B Abbar et&#xa0;al</td>
<td valign="middle" align="left">11.3%</td>
<td valign="middle" align="left">TGRratio</td>
<td valign="middle" rowspan="5" align="left">TTF is the only indicator of significantly worsened OS.</td>
<td valign="middle" rowspan="5" align="left">(<xref ref-type="bibr" rid="B20">20</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">5.7%</td>
<td valign="middle" align="left">&#x394;TGR</td>
</tr>
<tr>
<td valign="middle" align="left">17.0%</td>
<td valign="middle" align="left">TGK</td>
</tr>
<tr>
<td valign="middle" align="left">9.6%</td>
<td valign="middle" align="left">RECIST</td>
</tr>
<tr>
<td valign="middle" align="left">31.7%</td>
<td valign="middle" align="left">TTF</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>PFS, progression-free survival; TGK, tumor growth kinetics; OS, overall survival; &#x394;TGR, The difference between TGR before and during therapy; TTF, time to treatment failure.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3">
<title>Differentiating HPD from pseudoprogression</title>
<p>However, definitions based on radiological assessment alone have substantial technical limitations. The possibility of pseudoprogression (PsPD) exists when progressive deterioration of pulmonary infiltrative shadows is observed within 4 weeks among advanced NSCLC patients after the initial administration of anti-PD-1 antibody (<xref ref-type="bibr" rid="B22">22</xref>). Current clinical and radiological assessment strategies are inadequate to distinguish PsPD with HPD. PsPD has a similar response pattern of tumor increase or appearance of new lesions monitored by imaging at the beginning of treatment with ICIs, but shrinks later, whereas HPD is a rapid and poor prognosis progression pattern (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Consequently, repeat biopsies should be considered even if radiographic tumor progression is detected during immunotherapy (<xref ref-type="bibr" rid="B25">25</xref>&#x2013;<xref ref-type="bibr" rid="B27">27</xref>). Besides, immune system-related response criteria such as NLR and ctDNA also have the potential to differentiate HPD from PsPD (<xref ref-type="bibr" rid="B28">28</xref>).</p>
</sec>
<sec id="s4">
<title>Clinical characteristics and biomarkers for HPD</title>
<p>Conventional imaging methods are restricted to determine HPD. Image-based radiomic markers extracted from baseline CT of advanced NSCLC treated with PD-1/PD-L1 inhibitors including the features of peritumoral texture and nodule vessel-related tortuosity may have prospective value for identifying the HPD. Meanwhile, using radiomics features at the lesion-level analysis has the same effect. The novel radiomic models have translational implications to distinguish vulnerable NSCLC patients at risk of HPD (<xref ref-type="bibr" rid="B29">29</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>In addition to imaging indices, sensitive predictive markers of positive and negative responses to immunotherapy and clinical factors that identify high-risk NSCLC populations that potentially progress to HPD after treatment with ICIs should be continuously developed (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>). There are lots of clinicopathological features associated with HPD in NSCLC patients treated with ICIs, as HPD was found associated with higher age (&gt;65 years old) rather than higher tumor burden or specific tumor type (<xref ref-type="bibr" rid="B34">34</xref>) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Subsequently, the related risk-predicting model based on clinical features is under exploring. Lung immune prognostic index (LIPI) based on dNLR &gt; 3 and LDH &gt; ULN is a promising tool for selecting patients who may not benefit from ICIs therapy (<xref ref-type="bibr" rid="B42">42</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Clinicopathological features associated with HPD in NSCLC patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Study</th>
<th valign="top" align="center">Incidence</th>
<th valign="top" align="center">Risk factors</th>
<th valign="top" align="center">Ref</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Yan Chen et&#xa0;al</td>
<td valign="top" align="left">8.02 to 30.43%<break/>(1389)</td>
<td valign="top" align="left">ECOG&gt; 1, RMH score&#x2265; 2,<break/>serum LDH level &gt; ULN,<break/>the number of metastasis sites &gt; 2, and liver metastasis</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B35">35</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Yong Jun Choi et&#xa0;al</td>
<td valign="top" align="left">19.2% (15/78)</td>
<td valign="top" align="left">age, size of tumor and number of various metastatic lesions</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B36">36</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lee X Li et&#xa0;al</td>
<td valign="top" align="left">119/3129</td>
<td valign="top" align="left">elevated NLR</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B37">37</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Youjin Kim et&#xa0;al</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">dNLR &gt; 4 and LDH level &gt; ULN</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B16">16</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Jehun Kim et&#xa0;al</td>
<td valign="top" align="left">15.9%(35/219)</td>
<td valign="top" align="left">PD-L1 expression &lt; 50%, metastatic sites&#x2265; 3<break/>NLR &#x2265; 3.3, and hemoglobin level &lt; 10</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Seo Ree Kim et&#xa0;al</td>
<td valign="top" align="left">11.3% (26/231)</td>
<td valign="top" align="left">heavy smoker, very low PD-L1 expression, multiple metastasis, and CAR index,</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B39">39</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">M P Petrova et&#xa0;al</td>
<td valign="top" align="left">4.8%(8/167)</td>
<td valign="top" align="left">a high pre-immunotherapy NLR2 and the presence of sarcopenia</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B40">40</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Kristin L Ayers et&#xa0;al</td>
<td valign="top" align="left">/</td>
<td valign="top" align="left">African American patient group had lower incidence (14.7%) of HPD than the White patient group (24.5%).</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B41">41</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>ECOG, Eastern Cooperative Oncology Group; RMH score, Royal Marsden Hospital score; NLR, neutrophil-to-lymphocyte ratio; dNLR, derived neutrophil-to-lymphocyte ratio; ULN, upper limit of normal; LDH, lactate dehydrogenase; STK11, serine/threonine kinase 11 gene; ctDNA, circulating tumor DNA.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Genomic profiles is another key component of risk prediction models for HPD after immunotherapy. A case report illustrates that patients carrying EGFR exon 20 insertion and MYC amplification have the risk of developing to HPD after Nivolumab blockade (<xref ref-type="bibr" rid="B43">43</xref>). Besides, the coexistence of STK11 gene mutations and KRAS mutations can be used as potential biomarkers for HPD (<xref ref-type="bibr" rid="B16">16</xref>). Simultaneously, MDM2 family amplification or EGFR aberrations are closely linked with increasing TGR after PD-1/PD-L1 inhibitors monotherapy (<xref ref-type="bibr" rid="B44">44</xref>). Furthermore, long non-coding RNA (lncRNA) plays a critical role in the immune regulation of LUAD and the immune-related lncRNAs (IRLs) manifest a promising prediction value of ICIs efficacy in LUAD. Patients with low risk might gain benefits from ICIs whereas some have a risk of HPD (<xref ref-type="bibr" rid="B45">45</xref>). Additionally, Liquid biopsy could be assisted to identify patients at high risk of HPD, and ctDNA may be a novel prognostic biomarker of PD-1 blockade (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>).</p>
<p>There are more and more studies evaluating the predictive and prognostic value of the various immune cells in pretreatment tissue samples and identifying determinants associated with response in patients with NSCLC treated with ICIs. Levels of tumor-infiltrating lymphocytes (TILs) were strongly and independently associated with response to ICIs therapy (<xref ref-type="bibr" rid="B48">48</xref>). These studies illustrate that the different predictive and prognostic values for infiltrating immune cells in tumor tissue may help in selecting patients for ICIs. More importantly, the patient&#x2019;s TILs assessment is relatively easy to incorporate into the pathology laboratory workflow, easy to perform and inexpensive. Besides, the analyzing of immune cell of PBMC gradually draws more and more attention (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Potential predictive immune biomarkers of HPD.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Study</th>
<th valign="middle" align="center">Immune cell</th>
<th valign="middle" align="center">Characteristics of TILs</th>
<th valign="middle" align="center">Ref</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">C G Kim</td>
<td valign="middle" rowspan="2" align="left">CD8+ T lymphocytes</td>
<td valign="middle" align="left">a lower frequency of effector/memory subsets (CCR7-CD45RA- T cells among the total CD8+ T cells)<break/>a higher frequency of severely exhausted populations (TIGIT+ T cells among PD-1+CD8+ T cells)</td>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B19">19</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">Kyung Hwan Kim</td>
<td valign="middle" align="left">high pre-treatment frequency of CD39<sup>+</sup>CD8<sup>+</sup> T cells</td>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B49">49</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">Hugo Arasanz</td>
<td valign="middle" align="left">CD4+ T lymphocytes</td>
<td valign="middle" align="left">A strong expansion of highly differentiated CD28<sup>-</sup> CD4 T lymphocytes (CD4 THD)<break/>CD28<sup>-</sup> CD4 T lymphocytes &#x2265; 1.3 (CD4 THD burst) was significantly associated with HPD</td>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B50">50</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">Giuseppe Lo Russo</td>
<td valign="middle" rowspan="2" align="left">Macrophages</td>
<td valign="middle" align="left">infiltration by M2-like CD163<sup>+</sup>CD33<sup>+</sup>PD-L1<sup>+</sup> clustered epithelioid macrophages.</td>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B51">51</xref>)</td>
</tr>
<tr>
<td valign="middle" align="left">Seo Ree Kim</td>
<td valign="middle" align="left">fewer CD8+/PD-1+ TIL and more M2 macrophages in the tumor microenvironment</td>
<td valign="middle" align="left">(<xref ref-type="bibr" rid="B39">39</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NLR, neutrophil-to-lymphocyte ratio; NLR1, neutrophil lymphocyte ratio; PLR1, platelet: lymphocyte ratio; PBMC, peripheral blood mononuclear cells; TAM, tumor-associated macrophages.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s5">
<title>Mechanism of HPD in NSCLC</title>
<p>Exploring the mechanisms of HPD in NSCLC is critical for understanding immunotherapy represented by ICIs. The tumour microenvironment (TME) is involved in influencing the response to immunotherapy as it plays a predominant role in the multiple interactions between tumor cells and the immune system (<xref ref-type="bibr" rid="B52">52</xref>). The biological basis and mechanisms of HPD are being elucidated and some studies have proposed immune checkpoint antibody-Fc/FcR interactions on macrophages as a mechanism of HPD after PD-1/PD-L1 blockade. Reprogramming of tumor associated macrophage (TAM) with the involvement of the Fc receptor of ICIs contribut to the induction of HPD (<xref ref-type="bibr" rid="B51">51</xref>). While, a study revealed that HPD was significantly linked with intratumoral B-cell density but not T-cell or macrophage (<xref ref-type="bibr" rid="B53">53</xref>). An animal model of a regulatory T cell (Treg)-dominated TME formed by selective depletion of CD8+ T cells by targeting CD8&#x3b2; antigen with near-infrared photoimmunotherapy (NIR-PIT) has shown that HPD after PD-1 blockade can be partly responsible for an imbalance between effector T cells and Tregs in the TME (<xref ref-type="bibr" rid="B54">54</xref>). Intrestingly, the interaction between the redox and immune system may lead to the local immunosuppression in the TME which accelerate tumor growth. Such as the administration of IgG4 and glutathione could promote tumor growth in the mouse lung cancer model (<xref ref-type="bibr" rid="B55">55</xref>).</p>
<p>Notably, analysis of the pathological features of patients who developed HPD during Pembrolizumab treatment for NSCLC suggests that the pathological type conversion of adenocarcinoma to small cell carcinoma may be the cause of HPD during ICIs treatment (<xref ref-type="bibr" rid="B56">56</xref>). Furthermore, changes in PD-L1 expression in tumor tissues may also be associated with HPD (<xref ref-type="bibr" rid="B8">8</xref>). It has been demonstrated that HPD can be prevented in preclinical models by targeting the IFN&#x3b3;-PKM2-&#x3b2;-catenin axis. Tandem through the immunogenic, metabolic, and oncogenic pathway of the IFN&#x3b3;-PKM2-&#x3b2;-catenin cascade is the primary mechanism of ICIs-associated HPD (<xref ref-type="bibr" rid="B57">57</xref>). There is an urgent need for further expansion of the scope of research and invasive research tools, and in-depth exploration of the underlying molecular mechanisms is of paramount importance.</p>
</sec>
<sec id="s6">
<title>The management of HPD in NSCLC</title>
<p>A comprehensive and thorough study of the mechanisms involved not only provides a plausible explanation for HPD, but also offers new opportunities to manipulate this mechanism to improve cancer immunotherapy. PD-1 blockade may promote the proliferation of highly suppressive PD-1+ eTreg cells, leading to suppression of antitumor immunity and HPD. Therefore targeting depletion of eTreg cells in tumor tissue would be an effective strategy for the treatment and prevention of HPD (<xref ref-type="bibr" rid="B58">58</xref>). More importantly, salvage treatment after the onset of HPD in NSCLC is also under active investigation in clinical practice. Alternative therapies, like high-dose corticosteroids, antibiotics and drainage, can be effective in treating the symptoms of HPD caused by Nivolumab (<xref ref-type="bibr" rid="B59">59</xref>). Besides, termination of immunotherapy should be discussed after the onset of HPD is monitored and an early switch to cytotoxic therapy is essential to avoid further disease progression (<xref ref-type="bibr" rid="B60">60</xref>). For instance, a comparative study retrospectively screened patients with pathologically confirmed advanced or recurrent NSCLC demontrated that the HPD rate was significantly lower in the combination therapy (cytotoxic chemotherapy plus PD-1/PD-L1 inhibitor) group than in the PD-1/PD-L1 inhibitor monotherapy group (<xref ref-type="bibr" rid="B61">61</xref>). Chemotherapy has the value to increase a tumor&#x2019;s response to immunotherapy and overcome the associated resistance (<xref ref-type="bibr" rid="B62">62</xref>). The combination therapy warrant further study to reduce the incidence of HPD. Moreover, informing patients of the risk of HPD is an indispensable component before the administration of ICIs. Health auhorities and trial sponsors are under obligation to monitor tumor progression in trials to help oncologists properly inform patients of the expected incidence of HPD.</p>
</sec>
<sec id="s7" sec-type="discussion">
<title>Discussion</title>
<p>Immunotherapy based on immune checkpoint inhibitors has brought revolutionary clinical benefits to patients with NSCLC, however, immunotherapy is also a double-edged sword that may bring about serious response patterns such as HPD, which deviates from the original intent of immunotherapy&#x2019;s excellent clinical efficacy and high safety profile. The lack of consensus on the definitional criteria and biological basis of HPD necessitates larger studies and multicenter collaborations to standardize the criteria. How to maximize the efficacy and minimize the HPD caused by ICIS while consolidating existing therapeutic gains to benefit more NSCLC patients remains an open question. The importance of positive predictive markers for screening NSCLC patients who may benefit from immunotherapy with ICIs and the role of developing negative response predictive markers to screen out subgroups of NSCLC that do not benefit or may even develop HPD cannot be underestimated, therefor identifying potential molecular mechanisms and developing predictive biomarkers for HPD is an important direction.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>Conception and design: LZ, YL. Administrative support: TC, TN, JH. Provision of study materials: TC, XT. Collection and assembly of data: LZ, YH. Data analysis and interpretation: YL. Manuscript writing: All authors. Final approval of manuscript: All authors. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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