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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.2023.1264774</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Novel tumor-associated macrophage populations and subpopulations by single cell RNA sequencing</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Wang</surname>
<given-names>Juanjuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhu</surname>
<given-names>Ningning</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Su</surname>
<given-names>Xiaomin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1544685"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Yunhuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Rongcun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/453120"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Translational Medicine Institute, Affiliated Tianjin Union Medical Center of Nankai University, Nankai University</institution>, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Immunology, Nankai University School of Medicine, Nankai University</institution>, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>State Key Laboratory of Medicinal Chemical Biology, Nankai University</institution>, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jun Zhang, Kumamoto University, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Suchandan Sikder, James Cook University, Australia</p>
<p>Wang Huaitao, Kumamoto University, Japan</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Rongcun Yang, <email xlink:href="mailto:ryang@nankai.edu.cn">ryang@nankai.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>01</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1264774</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Wang, Zhu, Su, Gao and Yang</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wang, Zhu, Su, Gao and Yang</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>Tumor-associated macrophages (TAMs) are present in almost all solid tumor tissues. 16They play critical roles in immune regulation, tumor angiogenesis, tumor stem cell activation, tumor invasion and metastasis, and resistance to therapy. However, it is unclear how TAMs perform these functions. With the application of single-cell RNA sequencing (scRNA-seq), it has become possible to identify TAM subpopulations associated with distinct functions. In this review, we discuss four novel TAM subpopulations in distinct solid tumors based on core gene signatures by scRNA-seq, including <italic>FCN1</italic>
<sup>+</sup>, <italic>SPP1</italic>
<sup>+</sup>, <italic>C1Q</italic>
<sup>+</sup> and <italic>CCL18</italic>
<sup>+</sup> TAMs. Functional enrichment and gene expression in scRNA-seq data from different solid tumor tissues found that <italic>FCN1</italic>
<sup>+</sup> TAMs may induce inflammation; <italic>SPP1</italic>
<sup>+</sup> TAMs are potentially involved in metastasis, angiogenesis, and cancer cell stem cell activation, whereas <italic>C1Q</italic>
<sup>+</sup> TAMs participate in immune regulation and suppression; And <italic>CCL18</italic>
<sup>+</sup> cells are terminal immunosuppressive macrophages that not only have a stronger immunosuppressive function but also enhance tumor metastasis. <italic>SPP1</italic>
<sup>+</sup> and <italic>C1Q</italic>
<sup>+</sup> TAM subpopulations can be further divided into distinct populations with different functions. Meanwhile, we will also present emerging evidence highlighting the separating macrophage subpopulations associated with distinct functions. However, there exist the potential disconnects between cell types and subpopulations identified by scRNA-seq and their actual function.</p>
</abstract>
<kwd-group>
<kwd>tumor associated macrophages</kwd>
<kwd>cancer</kwd>
<kwd>single cell RNA sequencing</kwd>
<kwd>angiogenesis</kwd>
<kwd>metastasis</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="170"/>
<page-count count="13"/>
<word-count count="5691"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Comparative Immunology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Macrophages, which exist in almost all tissues and organs, not only contribute to immune regulation, tissue regeneration and remodeling (<xref ref-type="bibr" rid="B1">1</xref>) but also play critical roles in the occurrence and development of diseases (<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>). TAMs are important immune cells in the tumor microenvironment (TME). They determine tumor growth, metastasis and prognosis (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). They are closely related to poor prognosis and resistance to therapy (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). These cells include TAMs from embryo-derived TRMs and inflammatory monocytes (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). TAMs from monocytes can increase with tumor growth due to self-proliferation, recruitment, and differentiation from circulating inflammatory monocytes (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B12">12</xref>), which are mediated by elevated secretion of cytokines by cancer and stromal cells in tumors and associated metastases (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>Macrophages are divided into two different subpopulations, M1 and M2, based on <italic>in vitro</italic> culture (<xref ref-type="bibr" rid="B16">16</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>). TAMs with M1- and M2-like phenotypes represent two extremes of TAM polarization. These TAMs display distinct functions in tumor tissues. M1-like TAMs, which express surface molecules such as CD68 and produce cytokines such as IL-1&#x3b2;, could act as the main forces in innate host defense; Whereas M2-like TAMs, which express immunosuppressive molecules such as CD163 and produce cytokines such as IL-10 and CCL18, are critical in promoting epithelial-mesenchymal transition (EMT), angiogenesis, and immunosuppression of tumors (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). However, according to present literatures, it is defective or even misleading for the M1/M2 dichotomy in cancer biology. Accumulating evidence has shown that some TAM subpopulations can express genes of both M1 and M2 macrophages (<xref ref-type="bibr" rid="B21">21</xref>). Studies have also found that TAMs have significant plasticity and heterogeneity, and are composed of multiple different subpopulations in TME (<xref ref-type="bibr" rid="B19">19</xref>). However, it is unclear how to distinguish these TAM subpopulations with different functions.</p>
<p>With the application of scRNA-seq, it has become possible to distinguish TAM subpopulations with distinct functions. scRNA-seq can not only discover relationships between the genes, and track the trajectories of different cell lineages, but also more importantly reveal different subpopulations, especially some rare cell populations. To distinguish TAM subpopulations with different functions, analyses can be conducted according to different compositions, functional enrichment, and differential gene expression.</p>
<p>One of the most frequently employed enrichment analysis tools for scRNA-seq data is DAVID website (<ext-link ext-link-type="uri" xlink:href="http://david.niaid.nih.gov">http://david.niaid.nih.gov</ext-link>), which aims to provide a functional interpretation of large lists of genes derived from genomic studies (<xref ref-type="bibr" rid="B22">22</xref>). It includes the gene functional classification tool, functional annotation tool, gene ID conversion tool, gene name viewer, and NIAID pathogen genome browser (<xref ref-type="bibr" rid="B22">22</xref>). According to scRNA-seq data from different solid tumors in the current literatures, TAMs in solid tumor tissues can be mainly divided into four different kinds of TAMs, including <italic>FCN1<sup>+</sup>
</italic>, <italic>SPP1<sup>+</sup>
</italic>, <italic>C1Q<sup>+</sup>
</italic> and <italic>CCL18<sup>+</sup>
</italic> subpopulations. Here, we will review these macrophage subpopulations, which are related to the occurrence and development of tumors. The identified TAM subpopulations in tumor tissues can be potential prognostic biomarkers(s) and/or candidate therapeutic targets.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Origin of tumor-associated macrophages</title>
<p>With the application of scRNA-seq and modern lineage tracing techniques, a large body of evidence has shown that TAMs, which are derived from embryo-derived TRMs and inflammatory monocytes, can be found in tumors such as colorectal cancer, liver cancer, pancreatic cancer, lung cancer, and glioblastoma (<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B25">25</xref>).</p>
<sec id="s2_1">
<label>2.1</label>
<title>TAMs derived from embryo-derived TRMs</title>
<p>Recent data utilizing specific fate mapping technologies have provided evidence for the embryonic origin of tissue macrophages (<xref ref-type="bibr" rid="B26">26</xref>&#x2013;<xref ref-type="bibr" rid="B28">28</xref>). These macrophages possess self-renewal and proliferation capacity. In most normal tissues, TRMs are mainly embryonic macrophages (<xref ref-type="bibr" rid="B29">29</xref>), which are necessary for the development of tissues and organs. Notably, solid tumors have requirements similar to those of developing organs and tissues in forming complex structures (<xref ref-type="bibr" rid="B30">30</xref>). Thus, macrophages in tumor tissues can also be derived from embryo-derived TRMs (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). These TAMs from embryo-derived TRMs can contribute to the occurrence and development of cancers (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>TAMs derived from monocytes</title>
<p>In solid tumors, monocyte-derived macrophages (MDMs) are recruited by cytokines and chemokines and then polarized into TAMs, which are universally heterogeneous (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>). MDMs can also self-renew and proliferate (<xref ref-type="bibr" rid="B35">35</xref>). For example, the proliferation of TAMs can be induced in the presence of granulocyte macrophage colony stimulating factor (GM-CSF) in liver cancer tissues (<xref ref-type="bibr" rid="B36">36</xref>). These monocyte-derived TAMs can switch from one phenotype to another. They display remarkable plasticity within the TME (<xref ref-type="bibr" rid="B37">37</xref>), which can result in distinct subpopulations. Tumor-associated factors, such as tumor hypoxia in the TME, contribute to the heterogeneity of monocyte-derived TAMs. Thus, monocyte-derived TAMs may consist of multiple subpopulations generated through distinct developmental pathways.</p>
<p>In addition, there is also a minor splenic contribution to monocyte-derived TAMs (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Although the bone marrow is the primary hematopoietic tissue and monocyte reservoir, the spleen is also an identified reservoir of monocytes, which can play a significant role in the inflammatory response (<xref ref-type="bibr" rid="B40">40</xref>). Thus, the spleen is also an important extra-medullary site that can continuously supply growing tumors with monocytes (<xref ref-type="bibr" rid="B39">39</xref>).</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Novel TAM subpopulations in different solid tumors</title>
<p>There are many different gene signatures in TAM populations and their subpopulations. However, four classes of genes are generally used to recognize TAMs and their subpopulations, including macrophage-specific markers such as <italic>CD14</italic> and <italic>MHCII</italic>, T cell immune checkpoint ligands on TAMs, such as <italic>PD-L1</italic>, <italic>PD-L2</italic>, <italic>CD80</italic>, and <italic>CD86</italic> (<xref ref-type="bibr" rid="B41">41</xref>), surface immune suppressive molecules such as <italic>CD163</italic>, <italic>CD68</italic> and <italic>MRC1 (CD206)</italic> (<xref ref-type="bibr" rid="B42">42</xref>), and specific core gene signatures such as <italic>FCN1</italic>, <italic>C1Q</italic>, <italic>SPP1</italic> or <italic>CCL18</italic> in different TAM subpopulations. TAMs in different solid tumors are mainly divided into four subpopulations based on core gene signatures by scRNA-seq, including two main subpopulations <italic>C1Q</italic>
<sup>+</sup> and <italic>SPP1</italic>
<sup>+</sup>TAMs, and two minor subpopulations <italic>FCN1</italic>
<sup>+</sup> and <italic>CCL18</italic>
<sup>+</sup> TAMs (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Notably, there are differences in the gene expression in each TAM subpopulation in different tumors, the same tumors in different patients, and even different stages of the same tumor although there exists a core gene signature. ScRNA-seq studies have also demonstrated that these TAMs have high phenotypic plasticity and heterogeneity in cancers (<xref ref-type="bibr" rid="B43">43</xref>&#x2013;<xref ref-type="bibr" rid="B45">45</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Tumor associated macrophage (TAM) subpopulations with distinct gene signatures in solid tumor tissues. The genes used to recognize TAM population and subpopulations, generally including T cell immune checkpoint ligands on the membrane surface such as PD-L1, PDL2, CD80, and CD86, surface immune suppressive molecules such as CD163, CD68 and MRC1 (CD206) and specific core gene signatures such as <italic>FCN1</italic>
<sup>+</sup>, <italic>C1Q A/B/C</italic>
<sup>+</sup>, <italic>SPP1</italic>
<sup>+</sup> or <italic>CCL18</italic>
<sup>+</sup> in different TAM subpopulations. Gene with red color, a core gene in each distinct TAM subpopulation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-14-1264774-g001.tif"/>
</fig>
<sec id="s3_1">
<label>3.1</label>
<title>
<italic>SPP1</italic>
<sup>+</sup> TAM subpopulation</title>
<p>
<italic>SPP1</italic>
<sup>+</sup>TAM subpopulation is identified by specific expression of a core gene <italic>SPP1</italic>. <italic>SPP1</italic>
<sup>+</sup> TAM subpopulation also often expresses the following genes such as <italic>FN1</italic>, <italic>IL1RN</italic>, and other TAM genes <italic>IDO</italic>, <italic>Mrc1(CD206)</italic>, <italic>PD-L1</italic>, <italic>PD-L2</italic>, <italic>CD68</italic> and <italic>CD163</italic>. Notably, TAM associated <italic>CD68</italic> (<xref ref-type="bibr" rid="B46">46</xref>) and/or <italic>CD206</italic> (<xref ref-type="bibr" rid="B47">47</xref>) genes can be found only in the <italic>SPP1</italic>
<sup>+</sup> TAM subpopulation of some solid tumors but not in all solid tumors (<xref ref-type="bibr" rid="B48">48</xref>). In addition, <italic>SPP1<sup>+</sup>CD206</italic>
<sup>+</sup> TAM subpopulation also produces epithelial growth factor (EGF) (<xref ref-type="bibr" rid="B49">49</xref>).</p>
<p>
<italic>SPP1</italic>
<sup>+</sup>TAM subpopulation was initially found in colorectal cancers (CRC) (<xref ref-type="bibr" rid="B43">43</xref>), and later in lung and breast cancers (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>). In human CRCs, <italic>SPP1</italic>
<sup>+</sup> TAM subpopulations not only showed specific expression of <italic>SPP1</italic> but also <italic>MARCO</italic> and <italic>VEGFA</italic> (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>). <italic>SPP1</italic> with glycolysis genes (<italic>GAPDH</italic>, <italic>ENO1</italic>, <italic>LDHA</italic>, <italic>ALDOA</italic>, and <italic>TPI1</italic>) was also expressed in TAMs in non-small cell lung cancer (NSCLC) (<xref ref-type="bibr" rid="B54">54</xref>). In lung squamous cell carcinoma, there also existed subpopulation of <italic>SPP1</italic>
<sup>+</sup>TAMs. <italic>SPP1</italic>
<sup>+</sup> macrophages were significantly increased in the tumor microenvironment, which was related to the poor prognosis of patients with lung squamous cell carcinoma. <italic>SPP1</italic>
<sup>+</sup> macrophages (<xref ref-type="bibr" rid="B53">53</xref>) were also found in hepatocellular carcinoma. Macrophage subsets that express <italic>SPP1</italic>, <italic>TREM2</italic> and <italic>FN1</italic> anti-inflammatory TAMs were found in breast cancer (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B56">56</xref>). The patients with <italic>SPP1</italic>
<sup>low</sup> TAMs had the best prognosis for cervical cancer, whereas the worst prognosis appeared in patients with <italic>SPP1</italic>
<sup>high</sup> TAMs (<xref ref-type="bibr" rid="B57">57</xref>). Multi-omics analysis also revealed the distinct clinical significance of <italic>SPP1</italic>
<sup>+</sup> TAMs in cervical cancer (<xref ref-type="bibr" rid="B57">57</xref>). <italic>SPP1</italic>
<sup>+</sup>, TAM subpopulations could also be detected in rental cancer. and in pancreatic cancer (<xref ref-type="bibr" rid="B58">58</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>
<italic>C1Q</italic>
<sup>+</sup> TAM subpopulation</title>
<p>The core gene signature of <italic>C1Q</italic>
<sup>+</sup>TAM subpopulation is the expression of <italic>C1QA/B/C</italic>. <italic>C1Q</italic>
<sup>+</sup> TAMs are also characterized by the expression <italic>PD-L1</italic>, <italic>PD-L2</italic>, <italic>HAVCR2</italic>, <italic>LGALS9</italic>, and <italic>CEACAM1</italic> (<xref ref-type="bibr" rid="B52">52</xref>). PD-L1 and PD-L2, which are checkpoint molecules, can prevent CD8<sup>+</sup> and CD4<sup>+</sup> Th1 immunity (<xref ref-type="bibr" rid="B59">59</xref>). <italic>C1Q</italic>
<sup>+</sup> TAMs can also highly express <italic>TREM2</italic>, <italic>MERTK</italic>, <italic>CD80</italic> (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B60">60</xref>), <italic>SLC40A1</italic>, <italic>GPNMB</italic> (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B61">61</xref>) and other genes in TAMs, such as <italic>IDO</italic>, <italic>Mrc1</italic> (<italic>CD206</italic>), <italic>CD68</italic> and <italic>CD163</italic>. In addition, this population of macrophages can also produce pro-angiogenic cytokines, such as vascular endothelial growth factor (VEGF).</p>
<p>A subpopulation of TAMs expressing <italic>C1QA/B/C</italic> is present in multiple cancers, such as colorectal cancer (<xref ref-type="bibr" rid="B43">43</xref>), NSCLC (<xref ref-type="bibr" rid="B62">62</xref>), liver cancer (<xref ref-type="bibr" rid="B44">44</xref>), lung cancer (<xref ref-type="bibr" rid="B63">63</xref>), rental cancer (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B65">65</xref>), breast cancer (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B50">50</xref>), pancreatic cancer (<xref ref-type="bibr" rid="B58">58</xref>) and cervical cancer (<xref ref-type="bibr" rid="B57">57</xref>). Single-cell and spatial analyses revealed immunosuppressive phenotypes of <italic>C1Q</italic>
<sup>+</sup>
<italic>APOE</italic>
<sup>+</sup> TAMs in CRCs (<xref ref-type="bibr" rid="B66">66</xref>). The patients with <italic>C1QC<sup>high</sup>
</italic> TAMs had the best prognosis for cervical cancer, whereas the worst prognosis could appear in patients with <italic>C1QC<sup>low</sup>
</italic> TAMs (<xref ref-type="bibr" rid="B57">57</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>
<italic>FCN1</italic>
<sup>+</sup> TAM subpopulation</title>
<p>Another TAM subset, characterized by high expression of the core gene <italic>FCN1</italic>, is also identified in cancer tissues. This subpopulation of macrophages is a precursors of <italic>C1Q<sup>+</sup>
</italic>TAM (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>). They are derived from inflammatory monocytes. Indeed, tumor-enriched <italic>FCN1+</italic> monocyte-like cells showed a high similarity to blood CD14<sup>+</sup> monocytes, representing a monocyte population migrating into tumors and harboring a tumor-specific transcriptional program (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>
<italic>FCN1<sup>+</sup>
</italic> TAM subpopulation was also identified in human multiple solid cancers such as NSCLC (<xref ref-type="bibr" rid="B62">62</xref>), liver (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B53">53</xref>), breast cancer (<xref ref-type="bibr" rid="B8">8</xref>), lung (<xref ref-type="bibr" rid="B45">45</xref>), CRCs (<xref ref-type="bibr" rid="B43">43</xref>) and pancreatic cancer (<xref ref-type="bibr" rid="B58">58</xref>). In human NSCLC, <italic>FCN1</italic>
<sup>+</sup> macrophages, together with typical <italic>FYN</italic>
<sup>+</sup> and <italic>STAT1</italic>
<sup>+</sup> macrophages, expressed genes related to increased inflammatory function (<xref ref-type="bibr" rid="B62">62</xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>
<italic>CCL18</italic>
<sup>+</sup> TAM subpopulation</title>
<p>This population is characterized by the expression of a core gene <italic>CCL18</italic>. CCL18 is associated with the immunosuppressive nature of the tumor microenvironment. <italic>CCL18</italic>
<sup>+</sup> TAM subpopulation is also an important element in cancer immune evasion (<xref ref-type="bibr" rid="B67">67</xref>). Notably, both <italic>CCL18</italic>
<sup>+</sup> and <italic>SPP1</italic>
<sup>+</sup> macrophages highly express immunosuppressive M2-like genes (<xref ref-type="bibr" rid="B62">62</xref>), implying that they are the same type of TAMs. <italic>CCL18</italic>
<sup>+</sup> TAMs should be terminal <italic>SPP1<sup>+</sup>
</italic> macrophages.</p>
<p>
<italic>CCL18</italic>
<sup>+</sup> TAM subpopulations can be found in many tumors such as NSCLC (<xref ref-type="bibr" rid="B62">62</xref>), breast cancer (<xref ref-type="bibr" rid="B68">68</xref>), CRCs (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B70">70</xref>) hepatocellular carcinoma (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B71">71</xref>), thyroid cancer (<xref ref-type="bibr" rid="B72">72</xref>) and intrahepatic cholangiocarcinoma (<xref ref-type="bibr" rid="B53">53</xref>).</p>
<p>Thus, four TAM subpopulations with different core genes such as <italic>C1Q</italic>
<sup>+</sup>, <italic>SPP1</italic>
<sup>+</sup>, <italic>FCN</italic>
<sup>+</sup> and <italic>CCL8<sup>+</sup>
</italic> TAM have been identified in distinct solid tumors by scRNA-seq data. However, there mainly are two TAM subpopulations in solid tumors, including <italic>C1Q</italic>
<sup>+</sup> and <italic>SPP1</italic>
<sup>+</sup> TAMs (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B73">73</xref>).</p>
<p>Notably, there also exist other classification methods based on single cell RNA sequences. For example, one study separated TAM into seven TAM subsets in tumor tissues, including inhibin beta A chain (INHBA)<sup>+</sup> TAMs, complement C1q subcomponent subunit C (C1QC)<sup>+</sup> TAMs, ubiquitin like protein ISG15 (ISG15)<sup>+</sup> TAMs, NACHT, LRR and PYD domains containing protein 3 (NLRP3)<sup>+</sup> TAMs, LYVE1<sup>+</sup> TAMs, and sphingosine- 1-phosphate phosphatase 1 (SPP1)<sup>+</sup> TAMs (<xref ref-type="bibr" rid="B74">74</xref>). TAMs were also separated into five TAM subsets in another study, including transcription factor HES-1 (HES1)<sup>+</sup>, complement component 1q (C1Q)<sup>hi</sup>, triggering receptor expressed on myeloid cells 2 (TREM2)<sup>+</sup>, IL4I1<sup>+</sup> and proliferating TAMs (<xref ref-type="bibr" rid="B75">75</xref>). Other also showed seven TAM subsets in tumor tissues, including interferon-primed TAMs (IFN-TAMs), immune regulatory TAMs (reg-TAMs), inflammatory cytokine-enriched TAMs (inflam-TAMs), lipid-associated TAMs (LA-TAMs), pro-angiogenic TAMs (angio-TAMs), resident-tissue macrophage-like TAMs (RTM-TAMs) and proliferating TAMs (prolif-TAMs) (<xref ref-type="bibr" rid="B76">76</xref>).</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Potential functions of novel TAM subpopulations</title>
<p>TAMs are generally associated with a poor prognosis and treatment resistance (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). These TAMs play different roles in the occurrence and development of tumors, such as immunosuppression, angiogenesis, metastasis, tumor stem cell activation, inflammation, antigen-presenting and phagocytes (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). TAM subpopulations with distinct functions can be identified through functional enrichment and differential gene expression in scRNA-seq data (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Potential functions of <italic>FCN1</italic>
<sup>+</sup>, <italic>C1Q</italic>
<sup>+</sup>, <italic>SPP1</italic>
<sup>+</sup> and <italic>CCL18</italic>
<sup>+</sup> TAM subpopulations in tumor microenvironments. <italic>SPP1</italic>
<sup>+</sup> tumor associated macrophage (TAM) subpopulation exerts multiple roles in tumor development such as tumor metastasis, angiogenesis and tumor stem cell activation; Whereas a main function of <italic>C1Q<sup>+</sup>
</italic>TAM population is immunosuppression. CCL18 TAM subpopulation has stronger immunosuppressive function. <italic>FCN1</italic>
<sup>+</sup> TAM subpopulation is inflammatory macrophages, which can cause inflammation. Dotted line arrow, predicted TAM subpopulations based on core gene signatures.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-14-1264774-g002.tif"/>
</fig>
<sec id="s4_1">
<label>4.1</label>
<title>
<italic>SPP1</italic>
<sup>+</sup> TAM subpopulation</title>
<p>The number of <italic>SPP1</italic>
<sup>+</sup> macrophages significantly increases in the tumor microenvironment, which is correlated with poor prognosis (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B79">79</xref>&#x2013;<xref ref-type="bibr" rid="B85">85</xref>). <italic>SPP1</italic>
<sup>+</sup> TAM subpopulation has multiple roles in tumor development such as tumor metastasis (<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B86">86</xref>&#x2013;<xref ref-type="bibr" rid="B91">91</xref>), angiogenesis (<xref ref-type="bibr" rid="B92">92</xref>&#x2013;<xref ref-type="bibr" rid="B94">94</xref>), tumor stem cell activation and immunosuppression (<xref ref-type="bibr" rid="B95">95</xref>).</p>
<p>Tumor metastasis includes multiple steps, such as epithelial-to-mesenchymal transition, trans-endothelial migration, extracellular matrix remodeling, and formation of pre-metastatic niches. In the patients with tumors, the enrichment <italic>SPP1</italic>
<sup>+</sup> TAMs was associated with worse overall survival (<xref ref-type="bibr" rid="B86">86</xref>, <xref ref-type="bibr" rid="B96">96</xref>). <italic>SPP1</italic>
<sup>+</sup> macrophages from tumor tissues showed high expression of MMP9, MMP12, MMP14, and MMP19, which could contribute to the degradation of the basement membrane for the invasion of tumor cells (<xref ref-type="bibr" rid="B82">82</xref>). There had also an interaction between <italic>SPP1</italic> and CD44 in <italic>SPP1</italic>
<sup>+</sup> macrophages to promote metastasis. The interaction between <italic>SPP1</italic>
<sup>+</sup> macrophages and tumor epithelial cells activated downstream genes to mediate the activation of NF-&#x3ba;B, PI3K/Akt, VEGF, uPA, and MMPs, which could promote endothelial cell proliferation. The interaction of <italic>SPP1</italic>
<sup>+</sup> macrophages with <italic>FAP</italic>
<sup>+</sup> fibroblasts also appeared in colorectal cancer to promote metastasis (<xref ref-type="bibr" rid="B97">97</xref>). In <italic>SPP1</italic>
<sup>+</sup> macrophages, the main metabolic pathway was glycolysis, which could promote tumor metastasis via angiogenesis and matrix remodeling (<xref ref-type="bibr" rid="B62">62</xref>). <italic>SPP1</italic>
<sup>+</sup> macrophages were predominant in liver metastasis (<xref ref-type="bibr" rid="B86">86</xref>) and also potential biomarker for early lymph node metastasis (<xref ref-type="bibr" rid="B89">89</xref>). Colorectal cancer metastases in the liver could establish immunosuppressive spatial networking between tumor-associated <italic>SPP1</italic>
<sup>+</sup> macrophages and fibroblasts, which supported colorectal cancer growth in the immunosuppressed metastatic niche in the liver (<xref ref-type="bibr" rid="B98">98</xref>). Studies also found that <italic>SPP1</italic>
<sup>+</sup>macrophages were metastasis accelerators of colorectal cancer (<xref ref-type="bibr" rid="B99">99</xref>). They were often found in mesenteric lymph node (MLN) with metastases. <italic>SPP1</italic>
<sup>+</sup> macrophages also promoted prostate tumor progression by increasing the incidence of prostate intraepithelial neoplasia (<xref ref-type="bibr" rid="B100">100</xref>).</p>
<p>For tumor angiogenesis<italic>, SPP1<sup>+</sup>
</italic> TAMs can be acted as &#x201c;angiogenic switch.&#x201d; They produce cytokines, such as VEGFA, platelet-derived growth factor (PDGF) and angiopoietin, to promote angiogenesis (<xref ref-type="bibr" rid="B93">93</xref>, <xref ref-type="bibr" rid="B101">101</xref>). <italic>SPP1<sup>+</sup>
</italic> TAMs with high angiogenesis scores showed the expression of genes related to angiogenesis. There was also a strong enrichment of tumor angiogenesis and tumor vasculature pathways in <italic>SPP1</italic>
<sup>+</sup> TAMs (<xref ref-type="bibr" rid="B43">43</xref>). Under the influence of hypoxia, <italic>SPP1<sup>+</sup>
</italic>TAMs could develop a pro-angiogenic phenotype by directly upregulating angiogenic molecules, such as VEGF-A (<xref ref-type="bibr" rid="B102">102</xref>) and angiogenic modulators, such as matrix metalloproteinase (MMP)7 (<xref ref-type="bibr" rid="B103">103</xref>). These cells could also interact with endothelial cells to promote angiogenic functions (<xref ref-type="bibr" rid="B94">94</xref>).</p>
<p>Cancer stem cells (CSCs) are subsets of tumor cells that play a key role in tumorigenesis. <italic>SPP1<sup>+</sup>
</italic>TAMs could regulate CSC activation (<xref ref-type="bibr" rid="B104">104</xref>&#x2013;<xref ref-type="bibr" rid="B106">106</xref>). For example, <italic>SPP1<sup>+</sup>
</italic>TAMs promoted tumor growth and proliferation by secreting collagen (<xref ref-type="bibr" rid="B107">107</xref>) and insulin-like growth factor-1 (IGF-1) (<xref ref-type="bibr" rid="B108">108</xref>).</p>
<p>
<italic>SPP1</italic>
<sup>+</sup> TAMs are also implicated in T cell suppression (<xref ref-type="bibr" rid="B97">97</xref>, <xref ref-type="bibr" rid="B109">109</xref>), and play a role in immune evasion in the cancers such as colon cancer (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B62">62</xref>). Upregulation of PD-L1 by SPP1 could mediate macrophage polarization and facilitate immune escape in lung adenocarcinoma (<xref ref-type="bibr" rid="B110">110</xref>). A dramatic increase in <italic>SPP1</italic>
<sup>+</sup> TAMs was positively correlated with <italic>FAP</italic>
<sup>+</sup> fibroblasts in CRC tissues, which could impair the immunotherapeutic effects (<xref ref-type="bibr" rid="B97">97</xref>). The patients with high SPP1 expression achieved less therapeutic benefit from an anti-PD-L1 therapy cohort (<xref ref-type="bibr" rid="B97">97</xref>). A tumor immune barrier (TIB) formed by the interaction of <italic>SPP1</italic>
<sup>+</sup> macrophages and cancer-associated fibroblasts (CAFs) was related to immunotherapy efficacy. Disruption of the TIB structure by blocking SPP1 should be considered a relevant therapeutic approach to enhance the therapeutic effect of immune checkpoint blockage (ICB) in HCC (<xref ref-type="bibr" rid="B111">111</xref>).</p>
<p>SPP1, an osteopontin, from <italic>SPP1</italic>
<sup>+</sup> macrophages is a multifunctional secreted phosphorylated glycoprotein (<xref ref-type="bibr" rid="B112">112</xref>). It is also present in other cells such as osteoblasts, fibroblasts, and in tumor cells (<xref ref-type="bibr" rid="B112">112</xref>). The correlations between levels of circulating SPP1 and/or increases in SPP1 expression on tumor cells had poor prognosis in many types of cancer (<xref ref-type="bibr" rid="B112">112</xref>). The interaction of SPP1 and FN1 in TAMs with certain integrins promoted tumorigenesis in CRCs (<xref ref-type="bibr" rid="B43">43</xref>). SPP1-CD44 signaling in the glioma perivascular niche also enhanced cancer stem cell phenotypes and promoted aggressive tumor growth via the &#x3b3;-secretase-regulated intracellular domain of CD44 (<xref ref-type="bibr" rid="B113">113</xref>). SPP1 was a key gene in the lymph node metastasis and a potential predictor of poor prognosis in head and neck carcinoma (<xref ref-type="bibr" rid="B114">114</xref>). In addition, SPP1 is involved in resistance to chemoradiotherapy through the induction of EMT, autophagy, epigenetic alterations, aberrant glucose metabolism and reduction of drug uptake (<xref ref-type="bibr" rid="B79">79</xref>, <xref ref-type="bibr" rid="B111">111</xref>, <xref ref-type="bibr" rid="B115">115</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>
<italic>C1Q</italic>
<sup>+</sup> TAM subpopulation</title>
<p>The main functions of <italic>C1Q<sup>+</sup>
</italic> TAM subpopulation are immune regulation and immunosuppression (<xref ref-type="bibr" rid="B116">116</xref>&#x2013;<xref ref-type="bibr" rid="B119">119</xref>). Indeed, TAMs with high <italic>C1Q A/B/C</italic>, <italic>HLA-DR</italic>, <italic>APOE</italic>, and <italic>TREM2</italic> expression have a classically immunosuppressive phenotype (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B116">116</xref>). These TAMs exert their immunosuppressive effects through surface molecules, cytokines, and metabolites. Surface molecules such as PD-L1, PDL2, CD80, and CD86, and cytokines such as IL-10 from TAMs could induce the differentiation of CD4<sup>+</sup> T cells to Tregs (iTregs) (<xref ref-type="bibr" rid="B120">120</xref>, <xref ref-type="bibr" rid="B121">121</xref>). A metabolite of tryptophan mediated by indoleamine 2, 3-dioxygenase (IDO) in <italic>C1Q</italic>
<sup>+</sup> TAMs also played an immunosuppressive function directly or via the aryl hydrocarbon receptor in Treg, NK, and DC cells (<xref ref-type="bibr" rid="B122">122</xref>). Arginine depletion in TAMs could cause &#x201c;arginine starvation&#x201d; in T cells to inhibit these cells (<xref ref-type="bibr" rid="B123">123</xref>). Increased levels of IDO also limited the proliferation of cytotoxic CD8 cells (<xref ref-type="bibr" rid="B124">124</xref>). <italic>C1Q</italic>
<sup>+</sup> macrophages could effectively suppress T cells (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B125">125</xref>, <xref ref-type="bibr" rid="B126">126</xref>). In RCC, the presence of C1Q+ macrophages correlated with exhausted T cells, forming a dysfunctional immune circuit (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B127">127</xref>).</p>
<p>Notably, <italic>C1Q</italic>
<sup>+</sup> TAMs are also related to positive responses to ICB therapy in melanoma and lung-carcinoma patients (<xref ref-type="bibr" rid="B117">117</xref>&#x2013;<xref ref-type="bibr" rid="B119">119</xref>). Indeed, C1Q<sup>+</sup> cell density was correlated with inhibitory receptors PD-1 and LAG3 at the CD8<sup>+</sup> T cell surface (<xref ref-type="bibr" rid="B128">128</xref>). These C1Q<sup>+</sup> macrophages express additional immune checkpoint ligands, such as PD-L1, PDL-2 (<xref ref-type="bibr" rid="B127">127</xref>, <xref ref-type="bibr" rid="B128">128</xref>) and others such as CD40L, CTLA4, LAG3, PD-1, and TIGIT (<xref ref-type="bibr" rid="B57">57</xref>). Thus, these <italic>C1Q</italic>
<sup>+</sup> TAMs may be a beneficial population for clinical applications (<xref ref-type="bibr" rid="B86">86</xref>). Notably, patients with <italic>C1Q<sup>high</sup>
</italic> and <italic>SPP1<sup>low</sup>
</italic> TAMs had the best prognosis, whereas the worst prognosis appeared in the patients with <italic>C1Q<sup>low</sup>
</italic> and <italic>SPP1<sup>high</sup>
</italic> TAMs (<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B129">129</xref>). In lung cancer, increased CXCL-10 was described in <italic>C1Q</italic>
<sup>+</sup> TAM, which was related with an enrichment of the transcription factors IRF1, IRF7, and STAT1 (<xref ref-type="bibr" rid="B62">62</xref>). Interestingly, IRF1 was correlated with STAT1, HLA-DR, PD-1, and LAG-3 in metastases of colorectal cancer (<xref ref-type="bibr" rid="B130">130</xref>). In addition, <italic>C1Q</italic>
<sup>+</sup> TAMs were also involved in phagocytosis and antigen presentation (<xref ref-type="bibr" rid="B43">43</xref>).</p>
<p>
<italic>C1Q</italic>
<sup>+</sup> macrophages to exert their functions also depend on C1Q, a recognition molecule of classical complement pathway, which can bind to immune complexes or other activators in the tumor microenvironment. Indeed, C1Q could regulate human macrophage polarization via interactions with LAIR1 (<xref ref-type="bibr" rid="B131">131</xref>), and modulate the cytokine expression while they digested lipid proteins, causing an M2-like polarization (<xref ref-type="bibr" rid="B132">132</xref>). C1Q also directly regulated T cell phenotype through internalization, binding to mitochondria, and regulation of mitochondrial metabolism (<xref ref-type="bibr" rid="B133">133</xref>, <xref ref-type="bibr" rid="B134">134</xref>). However, it is incompletely clear how it controls immune activation, tolerance and exhaustion. In addition, C1Q could also interact directly with endothelial cells (EC) to promote neoangiogenesis, via still unknown cell surface receptors (<xref ref-type="bibr" rid="B128">128</xref>, <xref ref-type="bibr" rid="B135">135</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>
<italic>FCN1</italic>
<sup>+</sup> TAM subpopulation</title>
<p>
<italic>FCN1</italic>
<sup>+</sup> TAM subpopulation comprises inflammatory macrophages. This subpopulation of macrophages is associated with increased inflammatory function (<xref ref-type="bibr" rid="B62">62</xref>). Enriched <italic>FCN1</italic>
<sup>+</sup> TAMs were detected in tumor-adjacent tissues. These <italic>FCN1</italic>
<sup>+</sup> TAMs were considered an intermediate stage from monocytes to tumor macrophages (<xref ref-type="bibr" rid="B136">136</xref>). They were associated with angiogenesis. Subsequently, these cells can produce <italic>C1Q+</italic> and <italic>SPP1+</italic> TAM (<xref ref-type="bibr" rid="B43">43</xref>). In addition, FCN1 (ficolin-1) from <italic>FCN1</italic>
<sup>+</sup> TAMs can be as a novel macrophage infiltration-associated biomarker for the diagnosis of pediatric inflammatory bowel diseases (<xref ref-type="bibr" rid="B137">137</xref>).</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>
<italic>CCL18</italic>
<sup>+</sup> TAM subpopulation</title>
<p>The effects of <italic>CCL18</italic>
<sup>+</sup> TAM subpopulation on tumor cells include tumor cell proliferation, migration induction, invasion, EMT, angiogenesis, and lymphangiogenesis (<xref ref-type="bibr" rid="B67">67</xref>). <italic>CCL18</italic>
<sup>+</sup> macrophages can be found in solid tumor tissues (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B71">71</xref>) and in an immunosuppressive state in tumor tissues (<xref ref-type="bibr" rid="B70">70</xref>). They have a stronger tumor-promoting role than <italic>SPP1</italic>
<sup>+</sup> macrophages (<xref ref-type="bibr" rid="B53">53</xref>). Single-cell spatial transcriptomic analysis also identified highly metabolic <italic>CCL18</italic>
<sup>+</sup> TAMs in colorectal liver metastasis sites.</p>
<p>In the tumor, CCL18 chemokine produced by <italic>CCL18</italic>
<sup>+</sup> TAMs (<xref ref-type="bibr" rid="B67">67</xref>) was a marker of neoplastic diseases (<xref ref-type="bibr" rid="B67">67</xref>). Notably, elevated CCL18 levels in the serum and tumor are related to a worse prognosis in patients (<xref ref-type="bibr" rid="B53">53</xref>). Indeed, CCL18 is associated with immunosuppressive functions and cancer immune evasion. The CCL18 could recruit CD4<sup>+</sup>CD45RA<sup>+</sup>CD25<sup>-</sup> na&#xef;ve T cells into the tumor niche, and then differentiated into Treg cells, as shown in gastric cancer (<xref ref-type="bibr" rid="B138">138</xref>) and breast cancer (<xref ref-type="bibr" rid="B139">139</xref>). Notably, the importance of CCL18 in neoplastic processes mainly includes a signal transduction from PITPNM3 (one of CCL18 receptors) in CCL18-dependent migration, invasion, and epithelial- EMT cancer cells (<xref ref-type="bibr" rid="B67">67</xref>). Studies with human umbilical vein endothelial cells (HUVECs) showed that CCL18 could cause the VEGF-independent migration and tube formation of these cells (<xref ref-type="bibr" rid="B140">140</xref>). CCL18 also had an influence on the proliferation of cancer cells, but this effect was dependent on the type of tumor (<xref ref-type="bibr" rid="B67">67</xref>). In breast phyllodes tumor, CCL18 also participated in myofibroblast differentiation (<xref ref-type="bibr" rid="B141">141</xref>). Thus, CCL18 should be a potential therapeutic target for anti-cancer therapy. However, there is very few studies on the effects on tumor development through blocking the activity of CCL18.</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Differentiation of novel TAM subpopulations</title>
<p>TAMs have both embryonic and monocyte origins (<xref ref-type="bibr" rid="B142">142</xref>, <xref ref-type="bibr" rid="B143">143</xref>). Genes related to immunosuppression and inflammation can be expressed by <italic>FCN1</italic>
<sup>+</sup> and <italic>C1Q</italic>
<sup>+</sup> TAMs (<xref ref-type="bibr" rid="B86">86</xref>, <xref ref-type="bibr" rid="B87">87</xref>, <xref ref-type="bibr" rid="B89">89</xref>, <xref ref-type="bibr" rid="B97">97</xref>). Since monocyte-derived TAMs highly express genes related to inflammation and immunosuppression, <italic>FCN1</italic>
<sup>+</sup> and <italic>C1Q</italic>
<sup>+</sup> TAM subpopulations may be derived from monocytes. Whereas other two <italic>SPP1</italic>
<sup>+</sup> and <italic>CCL18<sup>+</sup>
</italic> TAM subpopulations express genes related to tissue remodeling, wound healing, metastasis and angiogenesis (<xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B144">144</xref>). Notably, the genes related to tissue remodeling and wound healing also appear in embryo-derived TRMs (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B142">142</xref>, <xref ref-type="bibr" rid="B145">145</xref>). Thus, <italic>SPP1</italic>
<sup>+</sup> and <italic>CCL1</italic>8<sup>+</sup> TAMs might be derived from embryo-derived TRMs. Based on the scRNA-seq data, we suggest differentiation models of TAMs by tracking the development trajectories of distinct cell lineages (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Monocyte-derived TAMs subsequently differentiate from peripheral blood CD14<sup>+</sup> and/or CD16<sup>+</sup>-expressing monocytes to mature <italic>C1Q</italic>
<sup>+</sup> macrophages through <italic>FCN1+</italic> inflammatory macrophages and pre-<italic>C1Q</italic>
<sup>+</sup>macrophages; Whereas the differentiation of TAMs from embryo-derived RTMs to <italic>CCL18</italic>
<sup>+</sup> macrophages happens via pre-<italic>SPP1</italic>
<sup>+</sup> and mature <italic>SPP1</italic>
<sup>+</sup>macrophages. Mature <italic>C1Q</italic>
<sup>+</sup> and <italic>SPP1</italic>
<sup>+</sup> macrophages can be further divided into the populations with distinct functions. However, others have also suggested that <italic>FCN1</italic>+ inflammatory macrophages can subsequently give rise to both <italic>C1Q+</italic> and <italic>SPP1+</italic> TAM populations (<xref ref-type="bibr" rid="B43">43</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Differentiation of tumor associated macrophages with distinct functions. Tumor associated macrophages (TAMs) are both embryonic and monocyte origins. Monocytes derived TAMs highly express genes related to inflammatory and immunosuppression; While embryo-derived TAMs highly express genes related to tumorigenesis, metastasis and angiogenesis. <italic>FCN1</italic>
<sup>+</sup> and <italic>C1Q</italic>
<sup>+</sup> TAM subpopulations are derived from peripheral blood monocytes, whereas <italic>SPP1</italic>
<sup>+</sup> and <italic>CCL1</italic>8<sup>+</sup>TAMs are derived from tissue-resident macrophages (pre-SPP1<sup>+</sup> macrophages from embryo and monocyte derived macrophages). Differentiation of TAMs from peripheral blood monocytes to <italic>C1Q</italic>
<sup>+</sup> macrophages includes monocytes, <italic>FCN1+</italic> macrophages, and pre-<italic>C1Q</italic>
<sup>+</sup> and mature <italic>C1Q</italic>
<sup>+</sup> macrophages. Differentiation of TAMs from tissue-resident macrophages into <italic>CCL18</italic>
<sup>+</sup> macrophages occurs via pre-<italic>SPP1</italic>
<sup>+</sup> and mature <italic>SPP1</italic>
<sup>+</sup>. Furthermore, mature <italic>C1Q</italic>
<sup>+</sup> and <italic>SPP1</italic>
<sup>+</sup> macrophages can be divided into different populations with distinct functions. iDC, inflammatory dendritic cells; tDC, tolerant dendritic cells; MDSCs, myeloid-derived suppressor cells; NK, natural killer cells. Dotted line arrow: predicted pathway based on gene expression.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-14-1264774-g003.tif"/>
</fig>
<sec id="s5_1">
<label>5.1</label>
<title>From <italic>FCN1</italic>
<sup>+</sup> to <italic>C1Q</italic>
<sup>+</sup> <italic>TAMs</italic>
</title>
<p>Monocyte subsets that highly expressed <italic>FCN1</italic>, <italic>S100A8</italic>,and <italic>S100A9</italic> could subsequently produce <italic>C1Q</italic>
<sup>+</sup> TAM populations (<xref ref-type="bibr" rid="B43">43</xref>). <italic>C1Q</italic>
<sup>+</sup> TAMs include pre-mature and mature <italic>C1Q</italic>
<sup>+</sup> TAMs. Pre-<italic>C1Q</italic>
<sup>+</sup> macrophages possess pro-inflammatory and phagocytic phenotypes based on the TAM differentiation routine. <italic>C1Q</italic>
<sup>+</sup> and <italic>FCN1</italic>
<sup>+</sup> macrophages with a pro-inflammatory phenotype could be detected in NSCLC (<xref ref-type="bibr" rid="B62">62</xref>). <italic>C1Q</italic>
<sup>+</sup> TAMs with high phagocytic activity were also found in tumor tissues (<xref ref-type="bibr" rid="B125">125</xref>, <xref ref-type="bibr" rid="B128">128</xref>). These TAMs highly also express genes involved in antigen presentation (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B60">60</xref>). However, mature <italic>C1Q</italic>
<sup>+</sup> macrophages are the predominant contributors to immunosuppression. These <italic>C1Q</italic>
<sup>+</sup> macrophages express multiple immunosuppressive genes such as PD-L1, PD-L2, HAVCR2, LGALS9, and CEACAM1 (<xref ref-type="bibr" rid="B52">52</xref>). In addition, several different gene signature clusters in <italic>C1Q</italic>
<sup>+</sup> TAM subpopulations have been reported, such as <italic>C1Q</italic>
<sup>+</sup>TAMs with genes <italic>C1QA/B/C</italic>, <italic>SLCO2B1</italic>, <italic>NRP1</italic>, <italic>SLAMF8</italic>, <italic>FCGR1A</italic>, <italic>MERTK</italic>, and <italic>SIGLEC1</italic> (<xref ref-type="bibr" rid="B43">43</xref>); <italic>C1Q</italic>
<sup>+</sup>TAMs with genes <italic>C1QA/B</italic>, <italic>APOE</italic>, <italic>TREM2</italic>, <italic>GPNMB</italic> and <italic>SLC40A1</italic> (<xref ref-type="bibr" rid="B44">44</xref>), <italic>C1Q</italic>
<sup>+</sup>TAMs with genes <italic>TREM2</italic>, <italic>CD81</italic>, <italic>MARCO</italic>, <italic>APOE</italic>, <italic>CALR</italic>, <italic>CD63</italic> and <italic>SPP1</italic> (<xref ref-type="bibr" rid="B63">63</xref>); and <italic>C1Q</italic>
<sup>+</sup>TAMs with genes <italic>C1QB</italic>, <italic>APOE</italic>, <italic>FN1</italic>, <italic>CD276</italic>, <italic>TREM2</italic>, <italic>CHIT1</italic>, <italic>CCL18</italic>, <italic>MARCO</italic>, <italic>CD81</italic> and <italic>NRP2</italic> (<xref ref-type="bibr" rid="B50">50</xref>). Since <italic>C1Q</italic>
<sup>+</sup> TAMs mainly exert immunosuppressive functions, which are related to multiple immune cells, these TAMs with different gene signatures suggest the existence of multiple <italic>C1Q</italic>
<sup>+</sup> TAM populations with distinct immunosuppressive functions (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>From <italic>SPP1</italic>
<sup>+</sup> to <italic>CCL18</italic>
<sup>+</sup> TAMs</title>
<p>
<italic>SPP1</italic>
<sup>+</sup> macrophages not only promote tumorigenesis, but also metastasis and angiogenesis, which are possessed by embryo-derived TRMs (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B142">142</xref>, <xref ref-type="bibr" rid="B145">145</xref>), implying that this subpopulation is derived from embryo-derived TRMs. Several different gene signature clusters in <italic>SPP1</italic>
<sup>+</sup> TAM subpopulations have been reported, such as <italic>SPP1</italic>
<sup>+</sup>TAMs with genes <italic>SPP1</italic>, <italic>BCL6</italic>, <italic>ADM</italic>, <italic>MARCO</italic>, <italic>FN1</italic>, <italic>AQP9</italic>, <italic>TIMP1</italic>, <italic>VEGFA</italic>, and <italic>IL1RN</italic> (<xref ref-type="bibr" rid="B57">57</xref>); <italic>SPP1</italic>
<sup>+</sup> TAMs with genes <italic>SEPP1</italic>,<italic>CD68</italic>, <italic>LYZ</italic>, <italic>MARCO</italic>, <italic>APOC1</italic>, <italic>SPP1</italic> (<xref ref-type="bibr" rid="B82">82</xref>), <italic>SPP1</italic>
<sup>+</sup> TAMs with genes <italic>SPP1</italic>, <italic>MARCO</italic>, and <italic>VEGFA</italic> (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B52">52</xref>); and <italic>SPP1</italic>
<sup>+</sup> TAMs with genes <italic>SPP1</italic>, <italic>AQP9</italic>, <italic>TNS3</italic>, <italic>FN1</italic>, <italic>C15ORF48</italic>, <italic>PHLDA1</italic>, and <italic>NDRG1</italic> (<xref ref-type="bibr" rid="B43">43</xref>). These TAMs with different clusters suggest that <italic>SPP1</italic>
<sup>+</sup> TAM can be divided into different populations with distinct functions. In addition, <italic>SPP1</italic>
<sup>+</sup>macrophages possessed anti-inflammatory phenotypes (<xref ref-type="bibr" rid="B62">62</xref>), which played a role in immune suppression and tumor evasion in colon cancer (<xref ref-type="bibr" rid="B97">97</xref>, <xref ref-type="bibr" rid="B109">109</xref>).</p>
<p>
<italic>CCL18</italic>
<sup>+</sup> macrophages belong to terminal TAMs. Increased immunosuppressive <italic>CCL18</italic>
<sup>+</sup> TAMs with a terminally differentiated state and metabolically energetic phenotype could be found in tumors. <italic>CCL18</italic>
<sup>+</sup> macrophages with high expression of CD163, MARCO, and CSF1R also exhibited stronger tumor-promoting effects than <italic>SPP1</italic>
<sup>+</sup> macrophages (<xref ref-type="bibr" rid="B53">53</xref>). These macrophages with an anti-inflammatory phenotype could also induce a worse prognosis (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B62">62</xref>). The effects of CCL18 on tumor cells were similar to <italic>SPP1</italic> TAM (<xref ref-type="bibr" rid="B67">67</xref>), implying that this <italic>CCL8</italic>
<sup>+</sup> macrophage subpopulation was originated from <italic>SPP1</italic>
<sup>+</sup> TAMs.</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Relevance of TAM subpopulations by scRNA-seq with old M1 and M2 paradigm</title>
<p>Activated macrophages are usually divided into two categories, M1 and M2 (<xref ref-type="bibr" rid="B146">146</xref>). M1 is involved in pro-inflammatory responses, whereas M2 macrophages are mainly involved in anti-inflammatory responses. In tumor environments, M1 macrophages typically exert anti-tumor functions, including directly mediate cytotoxicity and antibody-dependent cell-mediated cytotoxicity to kill tumor cells; Whereas M2 macrophages can promote the occurrence and metastasis of tumor cells, inhibit T cell-mediated anti-tumor immune response, promote tumor angiogenesis, and lead to tumor progression (<xref ref-type="bibr" rid="B5">5</xref>). There are mainly two classes of TAM subpopulations identified by scRNA-seq in solid tumors, including <italic>C1Q</italic>
<sup>+</sup> and <italic>SPP1</italic>
<sup>+</sup> TAM subpopulations. <italic>C1Q<sup>+</sup>
</italic> subpopulation in solid tumors possesses the characteristics of both M1 and M2 functions. This subpopulation is potentially involved in immunosuppression but also exhibits pro-inflammatory phenotypes. <italic>C1Q<sup>+</sup>
</italic> TAM subpopulation (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B63">63</xref>) also expresses common genes with both M1 and M2 macrophages (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B147">147</xref>). M2 TAMs are critical in promoting EMT, angiogenesis, and immunosuppression of tumors (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>); Whereas <italic>SPP1</italic>
<sup>+</sup> subpopulation can also potentially perform immunosuppression and mediate metastasis and angiogenesis although <italic>SPP1<sup>+</sup>
</italic> TAM subpopulation also possesses other functions such as promotion of cell proliferation and tissue repair. This <italic>SPP1<sup>+</sup>
</italic> TAM subpopulation also shares some genes with M2 macrophages (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>). Thus, although <italic>C1Q<sup>+</sup>
</italic> and <italic>SPP1<sup>+</sup>
</italic> TAM subpopulations are different from old M1 and M2 paradigm, there also exist some common characteristics such as genes and functions between <italic>C1Q<sup>+</sup>
</italic> and M1 TAM macrophages, and between <italic>SPP1<sup>+</sup>
</italic> and M2 TAM subpopulations.</p>
</sec>
<sec id="s7">
<label>7</label>
<title>Tumor-associated macrophages as a target against tumor</title>
<p>TAMs, the most abundant immune cells in the TME, not only influence cancer progression and metastasis but also tumor recurrence (<xref ref-type="bibr" rid="B148">148</xref>). Thus, it is a critical strategy to target macrophages against tumor, which not only ameliorate the tumor-associated immunosuppression but also elicit anti-tumor immune responses. Different targeting strategies for TAMs have been developed, such as small molecular inhibitors and immune checkpoint inhibitors and antibodies.</p>
<p>The differentiation and function of macrophages can be manipulated by targeting PI3K&#x3b3;, JAK-STAT, C/EBP&#x3b1;, PPAR&#x3b3; and JNK1/2 signaling pathway using small-molecule inhibitors (<xref ref-type="bibr" rid="B149">149</xref>&#x2013;<xref ref-type="bibr" rid="B151">151</xref>), and targeting immune-metabolism pathways such as arginine, adenosine, glutamine, tryptophan, kynurenine and lactate which have all been implicated in TAM reprogramming (<xref ref-type="bibr" rid="B152">152</xref>&#x2013;<xref ref-type="bibr" rid="B154">154</xref>). Notably, STING (stimulator of interferon genes) could regulate the polarization of tumor-associated macrophages to inhibit liver metastasis of colorectal cancer (<xref ref-type="bibr" rid="B155">155</xref>). Targeting tumor-associated macrophages with STING agonist improved the antitumor efficacy of osimertinib in a mouse model of <italic>EGFR-</italic>mutant lung cancer (<xref ref-type="bibr" rid="B156">156</xref>). STING agonist overcomed STAT3-mediated immunosuppression and adaptive resistance to PARP inhibition in ovarian cancer (<xref ref-type="bibr" rid="B157">157</xref>). The activation of STING signaling also enhanced anti-tumor immunity (<xref ref-type="bibr" rid="B158">158</xref>), and improved cancer immunotherapy against tumor (<xref ref-type="bibr" rid="B159">159</xref>). In addition, epigenetic regulators such as histone deacetylases could also modify macrophage phenotypes (<xref ref-type="bibr" rid="B160">160</xref>, <xref ref-type="bibr" rid="B161">161</xref>). However, these agents are not specific to macrophages, which have been associated with adverse toxicity.</p>
<p>Immune checkpoint inhibitors and antibodies which target TAMs can be used in therapy against tumors. TAMs and/or their subpopulations can overexpress different immune-checkpoint molecules such as PD-L1, which contribute to T cell exhaustion (<xref ref-type="bibr" rid="B162">162</xref>). Li et&#xa0;al. developed a hydrogel loaded with Pexidartinib and anti-PD-1-conjugated platelets to prevent of tumor recurrence after surgery (<xref ref-type="bibr" rid="B163">163</xref>). CD47 could interact with the inhibitory receptor SIRP&#x3b1; on the macrophages to transmit the &#x201c;don&#x2019;t eat me&#x201d; signal (<xref ref-type="bibr" rid="B164">164</xref>). Several antibodies or small molecules targeting CD47-SIRP&#x3b1; axis have entered clinical trials (<xref ref-type="bibr" rid="B165">165</xref>, <xref ref-type="bibr" rid="B166">166</xref>). A bispecific single-domain antibody was also used in the treatment of malignant tumors, which could efficiently and specifically bind and neutralize CCL2 as well as CCL5. They significantly induced the polarization of TAMs, and reduced immunosuppression in the TME (<xref ref-type="bibr" rid="B167">167</xref>). CD206 blockade also enhanced antitumor immune response in syngeneic models and the mouse pancreatic tumor model (<xref ref-type="bibr" rid="B168">168</xref>). Blockade of complement receptor C5aR1 also reprogramed tumor-associated macrophages (<xref ref-type="bibr" rid="B169">169</xref>).</p>
<p>In addition, other strategies such as depletion of TAMs and genetic engineering of macrophages with chimeric antigen receptor (CAR), which allows them to recognize tumor antigens and perform tumor cell-specific phagocytosis have also been used in therapy against tumors (<xref ref-type="bibr" rid="B170">170</xref>). One attractive target for TAM depletion is the CSF1-CSF1R axis (<xref ref-type="bibr" rid="B170">170</xref>). More than 30 phase I/II trials of small-molecule inhibitors or blocking antibodies to CSF1R have been initiated (<xref ref-type="bibr" rid="B149">149</xref>).</p>
<p>Notably, with the finding of new macrophage subpopulations by single cell RNA sequencing, more precise strategies which can target different TAM subpopulations will be developed. However, to the success of TAM subpopulation targeted therapies, it will be important to determine the exact functions of TAM subpopulations. Future studies should offer sufficient functional and phenotypic markers in the different TAM subsets. This will pave the way for the future development of targeted drugs to macrophage subsets. Notably, it may be difficult to study how embryo-derived TRMs and monocyte-derived TRMs influence tumors owing to limited consensus markers for these TRMs (<xref ref-type="bibr" rid="B149">149</xref>).</p>
</sec>
<sec id="s8">
<label>8</label>
<title>Conclusion and perspectives</title>
<p>TAMs and their subpopulations are related to tumor growth and progression. These TAMs and their subpopulations can act as potential new targets for cancer immunotherapy. Owing to the plasticity and heterogeneity of TAMs, it is difficult to define TAM subpopulations and their functions. However, scRNA-seq has served as a powerful tool for identifying these different TAM subpopulations. Here, we review subpopulations of TAMs in solid tumors in the phenotypic and transcriptomic levels, as well as their differentiation at the single-cell level. This review not only offers important insights into redefining subpopulations with different functions but also offers the possibility of precisely targeting TAM subpopulations. The application of scRNA-seq will undoubtedly promote our understanding of the biological characteristics of tumors.</p>
<p>However, there exists the potential disconnect between cell types and subtypes identified by scRNA-seq and their actual function. Thus, although scRNA-seq data have suggested TAM subpopulations with distinct functions, further clarification of these subpopulations with different functions is necessary for precise therapy and understanding of TAM characteristics. Next step will be to establish the actual function per TAM subpopulation. To determine the exact function of these TAMs, TAM population and subpopulation can be deleted through specific cytotoxicity or conditioned knockout.</p>
</sec>
<sec id="s9" sec-type="author-contributions">
<title>Author contributions</title>
<p>JW: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. NZ: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. XS: Supervision, Writing &#x2013; review &amp; editing. YG: Supervision, Writing &#x2013; original draft. RY: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s10" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was supported by NSFC grants (grant number 81901677, 91842302, 81970457 and 91629102); The Tianjin Science and Technology Commission (grant number, 18JCZDJC35300); A Ministry of Science and Technology (grant number, 2016YFC1303604); The State Key Laboratory of Medicinal Chemical Biology and the Fundamental Research Funds for the Central University, Nankai university (63191724).</p>
</sec>
<sec id="s11" 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="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors&#xa0;and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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