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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.2024.1469163</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Branched-chain amino acid catabolism promotes M2 macrophage polarization</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Lu</surname>
<given-names>Manxi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2791861"/>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Luo</surname>
<given-names>Da</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</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/"/>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhang</surname>
<given-names>Zixuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Ouyang</surname>
<given-names>Feng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Shi</surname>
<given-names>Yihong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2860463"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Changyong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Su</surname>
<given-names>Hang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Yining</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Jiayi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Gui</surname>
<given-names>Qian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Tian-Shu</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/2796101"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Shanghai Key Laboratory of Metabolic Remodeling and Health, Institute of Metabolism and Integrative Biology, Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Life Sciences, Tianjian Laboratory of Advanced Biomedical Sciences, Zhengzhou University</institution>, <addr-line>Zhengzhou, Henan</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Shanghai Key Laboratory of Lung Inflammation and Injury, Department of Pulmonary Medicine, Zhongshan Hospital, Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Balachandran Ravindran, Institute of Life Sciences (ILS), India</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Heather Caslin, University of Houston, United States</p>
<p>Santosh Panda, Washington University in St. Louis, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Tian-Shu Yang, <email xlink:href="mailto:tianshuyang@fudan.edu.cn">tianshuyang@fudan.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>08</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1469163</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Lu, Luo, Zhang, Ouyang, Shi, Hu, Su, Li, Zhang, Gui and Yang</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Lu, Luo, Zhang, Ouyang, Shi, Hu, Su, Li, Zhang, Gui 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>
<sec>
<title>Introduction</title>
<p>During an immune response, macrophages undergo systematic metabolic rewiring tailored to support their functions. Branched-chain amino acid (BCAA) metabolism has been reported to modulate macrophage function; however, its role in macrophage alternative activation remain unclear. We aimed to investigate the role of BCAA metabolism in macrophage alternative activation.</p>
</sec>
<sec>
<title>Method</title>
<p>The metabolomics of BMDM-derived M0 and M2 macrophages were analyzed using LC-MS. BCAAs were supplemented and genes involved in BCAA catabolism were inhibited during M2 macrophage polarization. The expression of M2 marker genes was assessed through RT-qPCR, immunofluorescence, and flow cytometry.</p>
</sec>
<sec>
<title>Results and discussion</title>
<p>Metabolomic analysis identified increased BCAA metabolism as one of the most significantly rewired pathways upon alternative activation. M2 macrophages had significantly lower BCAA levels compared to controls. BCAA supplementation promoted M2 macrophage polarization both in vitro and in vivo and increased oxidative phosphorylation in M2 macrophages. Blocking BCAA entry into mitochondria by knockdown of SLC25A44 inhibited M2 macrophage polarization. Furthermore, M2 macrophages polarization was suppressed by knockdown of Branched-chain amino-acid transaminase 2 (BCAT2) and branched chain keto acid dehydrogenase E1 subunit alpha (BCKDHA), both of which are key enzymes involved in BCAA oxidation. Overall, our findings suggest that BCAA catabolism plays an important role in polarization toward M2 macrophages.</p>
</sec>
</abstract>
<kwd-group>
<kwd>M2 macrophages</kwd>
<kwd>BCAA</kwd>
<kwd>SLC25A44</kwd>
<kwd>BCAT2</kwd>
<kwd>BCKDHA</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="45"/>
<page-count count="15"/>
<word-count count="6009"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Molecular Innate Immunity</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 are crucial players during inflammatory processes with great functional plasticity. They initially reacts with a variety of antigens and dynamically change their functions over the course of an immune response, releasing cytokines and chemokines that activate other immune cells (<xref ref-type="bibr" rid="B1">1</xref>). During the inflammatory process, upon sensing classical activation signals associated with infection such as lipopolysaccharide (LPS, a bacterial cell wall component) and interferon-&#x3b3; (IFN-&#x3b3;), macrophages turn on pro-inflammatory functions to help eliminate pathogens and initiate adaptive immune responses (<xref ref-type="bibr" rid="B2">2</xref>). In contrast, in response to cytokines such as interleukin-4 (IL-4), macrophages are alternatively activated to reduce tissue damage and initiate tissue regeneration and remodeling (<xref ref-type="bibr" rid="B3">3</xref>). M2 macrophages are also important in the response to helminth and fungal infections (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). An increasing amount of literature suggests that different functional states of macrophages are coupled with metabolic reprogramming, which plays an important role in orchestrating macrophage functions (<xref ref-type="bibr" rid="B6">6</xref>). For instance, one of the most distinctive metabolic characteristics between M1 and M2 macrophages is L-arginine metabolism. The catalytic enzymes responsible for L-arginine metabolism, inducible nitric oxide synthase (iNOS) and arginase 1, were recognized as hallmark effector molecules of M1 and M2 macrophages, respectively (<xref ref-type="bibr" rid="B7">7</xref>). Another example is the citrate cycle: while the citrate cycle is intact in M2 macrophages, M1 macrophages show disruptions at two points&#x2014;after citrate and after succinate. These interruptions lead to the accumulation of metabolites such as citrate, itaconate and succinate, which support the inflammatory activation of M1 macrophages (<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>Branched-chain amino acid (BCAA), including leucine (leu), isoleucine (Ile) and valine (Val), are essential dietary amino acids participating in a variety of crucial biochemical functions (<xref ref-type="bibr" rid="B9">9</xref>). BCAAs are transported into mitochondria by solute carrier family 25, member 44 (SLC25A44) (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). The first step of BCAA catabolism involves the conversion of BCAAs to branched-chain &#x3b1;-keto acids (BCKAs), including &#x3b1;-ketoisovalerate (KIV), &#x3b1;-keto-&#x3b2;-methylvalerate (KMV), &#x3b1;-ketoisocaproate (KIC), through transamination catalyzed by the branched-chain aminotransferases BCAT1 and BCAT2 in the cytoplasm and the mitochondria, respectively (<xref ref-type="bibr" rid="B12">12</xref>). BCKAs undergo further oxidative decarboxylation to form acyl-CoA derivatives and NADH through the branched-chain &#x251;-ketoacid dehydrogenase (BCKDH) complex. This complex, situated in the mitochondria, serves as a rate-limiting enzyme in the oxidation of BCAAs (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Interestingly, several recent studies have provided evidence that BCAA metabolism may influence macrophage metabolism and activation. Exposure to BCKAs reduced the phagocytic activity of macrophages (<xref ref-type="bibr" rid="B14">14</xref>). Inhibition of BCAT1 activity led to the reduction of oxygen consumption, glycolysis and cell migration in macrophages <italic>in vitro</italic>, which was shown to be associated with reduced IRG1 levels and itaconate synthesis (<xref ref-type="bibr" rid="B15">15</xref>). High level of BCAAs (10 mM) stimulated the release of cytokines, such as IL-6, TNF-&#x3b1;, and ICAM-1, in peripheral blood mononuclear cells (PBMCs) (<xref ref-type="bibr" rid="B16">16</xref>). A recent study has shown that BCAA supplementation enhances both M1 and M2 polarization in macrophages during muscle repair. The mTORC1-HIF1&#x3b1;-glycolysis pathway is suggested to mediate the effects of BCAAs on M1 polarization, but not on M2 polarization (<xref ref-type="bibr" rid="B17">17</xref>). Thus, the mechanisms by which BCAAs, particularly BCAA catabolism, contribute to M2 polarization remains unclear.</p>
<p>In this study, we investigated the role of BCAA metabolism in M2 macrophage polarization. We found that the abundance of BCAAs was reduced in M2 macrophages compared to M0 macrophages. BCAA supplementation promoted M2 macrophage polarization both <italic>in vitro</italic> and <italic>in vivo</italic>. Furthermore, inhibition of BCAA catabolism by knockdown of SLC25A44, BCAT2 or BCKDHA suppressed M2 macrophage polarization, indicating that BCAA catabolism is important for M2 macrophage polarization. These data uncover an important role of BCAA catabolism in M2 macrophage polarization.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Animals</title>
<p>6-8-weeks-old wild-type C57BL/6J mice were purchased from Jiangsu JicuiYaokang Biotechnology Co., Ltd (Jiangsu, China). The animals were kept in a pathogen-free environment. All experimental procedures were approved by the animal research committee of Fudan University. Both male and female mice are used for bone marrow isolation. Female mice are used for chitin administration experiments.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Cells</title>
<p>L-929 cells was obtained from the cell bank of the Chinese Academy of Science (Shanghai, China). Cells were cultured in RPMI 1640 medium (Gibco, USA) supplemented with 10% FBS (VivaCell, China) and 1% penicillin/streptomycin (Invitrogen, USA). Cells were maintained at 37&#xb0;C in a humidified 5% CO<sub>2</sub> atmosphere.</p>
<p>Bone marrow-derived macrophages (BMDMs) were obtained as previously described (<xref ref-type="bibr" rid="B18">18</xref>). Briefly, bone marrow cells were obtained from wild-type C57BL/6 mice aged 6 to 8 weeks and cultured in RPMI 1640 supplemented with 10% FBS, 1% penicillin/streptomycin and 30% supernatants of L-929 conditioned medium. On day 7, attached macrophages were washed and harvested for stimulation.</p>
<p>Peritoneal exudate cells (PECs) were isolated from peritoneum by lavage using 4 mL PBS for 3 times, and were collected for analysis.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>BMDM polarization and treatment</title>
<p>Differentiated BMDMs were incubated for 24 hr in culture medium containing IL-4 (PeproTech, USA) at a concentration of 20 ng/mL to induce M2 macrophage polarization. BMDMs were treated by 100 ng/mL LPS and 50 ng/mL IFN&#x3b3; to induce M1 macrophage polarization. In some experiments, BMDMs were cultured in BCAA free RPMI 1640 medium (USbiological, USA) with or without 0.2 mM, 0.4 mM, 0.8 mM Val, Leu, Ile (Sigma, USA) or their combination.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Gene knockdown assay using siRNA</title>
<p>BMDMs were transfected with 20 &#x3bc;M stock solution of small interfering RNAs (siRNA) for 24 hr by using Lipofectamine&#x2122; RNAiMAX Transfection Reagent (Invitrogen, USA) according to manufacturer&#x2019;s instructions. Serum-free Opti-MEM (Gibco, USA) was used to dilute the siRNA reagents. si-SLC25A44, si-BCAT2, si-BCKDHA and si-NC oligo were purchased from GenePharma (Shanghai, USA). The mouse SLC25A44 siRNA sequence was 5&#x2032;-CUCUCGGCAAGAAUCAUCUTT-3&#x2032;, The mouse BCAT2 siRNA sequence was 5&#x2032;-GGGAGAACCUUGGCUUCUUCU-3&#x2032;, The mouse BCDKHA siRNA sequence was 5&#x2032;-GCU&#x39c;GAGUUCAUCCAGCCCAA-3&#x2032;. After 24 hr, the cells were cultured with IL-4 (20 ng/mL) to induce their polarization into M2.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Real-time quantitative PCR</title>
<p>Total RNA was extracted from BMDMs using TRIzol reagent (Invitrogen, USA) according to the manufacturer&#x2019;s instructions. cDNA was synthesized with PrimeScript RT Master Mix (TaKaRa, Japan). Quantitative RT-PCR was performed using SYBR Green Master Mix (Yeasen, China). The relative mRNA expression level was calculated by the 2<sup>-&#x394;&#x394;Ct</sup> method (fold expression), <italic>&#x3b2;-actin</italic> was used as an internal reference. The sequences of primers are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Immunofluorescence</title>
<p>For immunofluorescence, BMDMs were seeded in coverslips. After adhesion, cells were polarized and treated with BCAAs. Cells were then fixed using 4% PFA for 20&#xa0;min, rinsed three times with PBS, and permeabilized and blocked with PBS containing 1%BSA and 0.3%Triton X-100 for 1 hr at room temperature. The cells were then stained using a rabbit polyclonal anti-RELM&#x3b1; antibody (Peprotech, USA) at 1:200 dilution in a humid chamber at 4&#xb0;C overnight.</p>
<p>After primary antibody incubation, macrophages were stained with rabbit anti-IgG (Alexa Fluor<sup>&#xae;</sup> 488, Invitrogen, USA) at 1:200 dilution at room temperature in the dark for 1 hr. The nuclear staining was done using Mounting Medium containing DAPI (Yeasen, China). Images were assessed by fluorescence microscopy with a &#xd7;40 objective lens (EVOS&#x2122; M7000, Thermo, USA). Quantification of the images was performed using Image J software.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Flow cytometry</title>
<p>Antibodies for flow cytometry were purchased from Thermo Fisher Scientific. The antibodies used were anti-CD45 (PE), anti-F4/80 (FITC), anti-Siglec-F (PE-Cyanine7), anti-CD11b (APC- Cyanine7), anti-CD206 (APC). Cells were washed in FACS buffer (3% (vol/vol) FBS and 1 mM EDTA in PBS, pH 7.4) once, then incubated with each antibody in 50 &#x3bc;L FACS buffer for 30&#xa0;min and washed once with 1 mL FACS buffer. Cells were analyzed on the BD LSRII flow cytometer, and data analyzed using Flowjo software.</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>Chitin administration</title>
<p>10 mg chitin (Solarbio, China) was suspended in 3 mL PBS, sonicated with a JY92-IIDN device (SCIENTZ, China) at 150 W, work 7 s and pause 6 s two times for 10&#xa0;min. After filtration with 100 &#x3bc;m cell strainer, chitin was diluted in 10 mL PBS, 100 &#x3bc;L of chitin was injected once intraperitoneally and PECs were collected 2&#xa0;d after administration (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>).</p>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>BCAA supplementation</title>
<p>BCAA (valine, leucine, isoleucine) solution was prepared in PBS (pH 7.4) as isomolar mixtures and sterilized by filtration through a 0.22 &#x3bc;m filter. Mice were intraperitoneally injected with 500 &#x3bc;L of 30 &#x3bc;mol, 60 &#x3bc;mol or 90 &#x3bc;mol BCAA solution (<xref ref-type="bibr" rid="B21">21</xref>) after chitin administration.</p>
</sec>
<sec id="s2_10">
<label>2.10</label>
<title>Metabolomics</title>
<p>IL-4 treated BMDMs or non-treated BMDMs were washed once with PBS. Pre-chilled 80% (vol/vol) methanol was added and then incubated at -80&#xb0;C overnight. The metabolite-containing supernatants were centrifuged for 10&#xa0;min at 14000&#xa0;g and 4&#xb0;C, and supernatants were dried under nitrogen flow (<xref ref-type="bibr" rid="B22">22</xref>). The metabolome extracts were reconstituted in acetonitrile and H<sub>2</sub>O (1:1, vol/vol), vortex for 1&#xa0;min, and centrifuged for 15&#xa0;min at 14000 rpm and 4&#xb0;C. Targeted LC-MS were performed by QTRAP 6500+ Liquid chromatography-mass spectrometer (AB SCIEX, USA) interfaced with ExionLC&#x2122; AD HPLC system (AB SCIEX, USA). Mobile phases A (95% H2O; 5% acetonitrile; 20 mM ammonium acetate; 10 mM ammonia; 50 &#xb5;L 0.05 M medronic acid) and mobile phases B (100% acetonitrile) are used. Chromatographic separation was performed on a HILIC column (iHILIC-(P) Classic column, 5 &#x3bc;m, 150 &#xd7; 2.1&#xa0;mm) with the following gradient: 0-2&#xa0;min 15% A; 2-7&#xa0;min 15-40% A; 7-12&#xa0;min 40-65% A; 12-12.1&#xa0;min 65-80% A; 12.1-15.9&#xa0;min 80% A; 15.9-16&#xa0;min 80-15% A; 16-23&#xa0;min 15% A. The flow rate was set as 0.2 mL/min, and the injection volume was 5 &#xb5;L. The column temperature was 30&#xb0;C and autosampler temperature was 6&#xb0;C. The missing value was addressed according to the 80% rule (<xref ref-type="bibr" rid="B23">23</xref>): a metabolite was considered detectable if it appeared in at least 4 out of 5 samples in a group. In order to remove potential variations in total metabolite abundance across samples, the total intensity of metabolite peaks within each sample was adjusted to the mean total intensity across all samples. Each metabolite peak intensity is then divided by the normalization factor, standardizing the total metabolite abundance within each sample (<xref ref-type="bibr" rid="B24">24</xref>). The peak area list with compound names was analyzed by MetaboAnalyst 6.0. Kyoto Encyclopedia of Genes and Genomes (KEGG) was used for the enrichment analysis of the significantly upregulated or downregulated metabolites.</p>
</sec>
<sec id="s2_11">
<label>2.11</label>
<title>Oxygen consumption assay</title>
<p>The oxygen consumption rate (OCR) was measured by the Seahorse XFe96 Extracellular Flux Analyzer (Agilent, USA). BMDM cells were plated at 8&#x2009;&#xd7;&#x2009;10<sup>4</sup> cells/well in a Seahorse 96-well microplate (Agilent, USA) and treated as indicated. The cells were incubated in Seahorse XF DMEM medium (Agilent, USA) for 1 hr at 37&#xb0;C in measuring chamber before the assay. Oxygen consumption rate was measured under basal conditions and in response to sequential injections of 1 &#x3bc;M oligomycin, 1.2 &#x3bc;M FCCP (Carbonyl cyanide 4-trifluoromethoxy phenylhydrazone), and 1 &#x3bc;M rotenone.</p>
</sec>
<sec id="s2_12">
<label>2.12</label>
<title>Data analyses and statistics</title>
<p>Statistical analysis was performed with GraphPad Prism 9 software. Data are shown as mean &#xb1; SEM. Groups were compared by a Student&#x2019;s two-tailed <italic>t</italic> test and two way ANOVA (followed by Tukey&#x2019;s multiple comparison tests). <italic>P</italic> values of &lt; 0.05 were considered to be statistically significant. The number of experiments and significance levels are presented in the legend of the figures.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Decreased BCAAs in M2 polarized macrophages</title>
<p>To systematically identify the metabolic pathways that are rewired in macrophages upon alternative activation, we performed metabolomic analysis comparing murine bone marrow-derived macrophages (BMDMs) stimulated with IL-4 for 24 hr (M2) to unstimulated BMDMs (M0) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). We totally detected 186 metabolites in the samples, and we identified upregulated or downregulated metabolites in M2 relative to M0 cells (&gt;1.5-fold, <italic>P</italic> &lt; 0.05). Principal component analysis (PCA) and heatmap of the metabolites abundance revealed a significant separation between M0 and M2 macrophages (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1B, C</bold>
</xref>). In addition to several pathways including citrate cycle and arginine metabolic pathway, which are known to be altered in M2 macrophages, we discovered that BCAA metabolism was one of the most profoundly impacted pathways (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). The abundance of Val and Leu/Ile were significantly decreased in M2 macrophages compared to M0 macrophages (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref>). Additionally, one of the M0 samples did not cluster with the others in the PCA plot (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). To determine if this outlier affected BCAA levels, we analyzed the relative intensities of Val and Leu/Ile both with and without this M0 outlier. The results showed a significant decrease in M2 macrophages, regardless of whether the outlier was included (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). These results suggested that BCAA levels were decreased in M2 macrophages.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Metabolomics analysis between M0 and M2 BMDM. <bold>(A)</bold> The schematic protocol of BMDM differentiation and M2 polarization in 6-8 week-old female mice (n = 4 replicates). <bold>(B)</bold> Principal Component Analysis (PCA) of M0 and M2 BMDM metabolites (n = 4 replicates). <bold>(C)</bold> Heatmap of the intracellular metabolites in M0 and M2 BMDM. <bold>(D)</bold> KEGG pathway analysis of changed differential metabolites (<italic>P</italic> &lt; 0.05) (n = 4 replicates). <bold>(E)</bold> Val, Leu and Ile relative intensity in M0 and M2 BMDM (n = 4 replicates). Data are shown as mean &#xb1; SEM. Statistics were performed using two-tailed Student&#x2019;s <italic>t</italic> test. *<italic>P</italic> &lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1469163-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>BCAA supplementation promoted M2 macrophage polarization both <italic>in vivo</italic> and <italic>in vitro</italic>
</title>
<p>We next determined whether BCAAs affect M2 macrophage polarization. Differentiated BMDMs were treated with 20 ng/mL of IL-4 for 24 hr with or without BCAAs. The mRNA expression level of the key M2 macrophage genes were determined by RT-qPCR. Treatment with BCAAs increased the mRNA expression levels of <italic>Arg1</italic>, <italic>Retnla</italic>, <italic>Mrc1</italic>, <italic>Mgl1</italic> and <italic>Mgl2</italic> in M2 macrophages, but did not increase the expression level of <italic>Ym1</italic>. BCAAs did not change the expression of M2 macrophage-related genes under M0 conditions (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A&#x2013;F</bold>
</xref>). In addition, BCAAs treatment increased RELM&#x3b1; protein level as assessed by immunofluorescence (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2G, H</bold>
</xref>), as well as the frequency of CD206<sup>+</sup>CD11b<sup>+</sup>F4/80<sup>+</sup> cells (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2I</bold>
</xref>). The gating strategy was shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>BCAAs enhance M2 polarization. BMDMs were treated with 0.8 mM BCAAs under M0 or M2 conditions for 24 hr. mRNA expression levels of <italic>Arg1</italic> <bold>(A)</bold>, <italic>Retnla</italic> <bold>(B)</bold>, <italic>Mrc1</italic> <bold>(C)</bold>, <italic>Ym1</italic> <bold>(D)</bold>, <italic>Mgl1</italic> <bold>(E)</bold> and <italic>Mgl2</italic> <bold>(F)</bold> were assessed by RT-qPCR (n = 3 replicates). <bold>(G)</bold> BMDMs were treated with IL-4 (20 ng/mL) in the presence or absence of BCAAs (0.8 mM) for 24 hr and subjected to immunofluorescence using anti-RELM&#x3b1; antibody (green) and DAPI (blue). Scale bar, 20 &#x3bc;m. <bold>(H)</bold> Quantification of relative fluorescent signal for RELM&#x3b1; in BMDMs from the M0, M2 and M2 + BCAAs groups (n = 5 replicates). <bold>(I)</bold> Flow cytometric analysis of CD11b<sup>+</sup>F4/80<sup>+</sup>CD206 <sup>+</sup>cells were shown. Data are shown as mean &#xb1; SEM. Statistics were performed using two way ANOVA followed by Tukey multiple comparisons. **<italic>P</italic> &lt; 0.01; ***<italic>P</italic> &lt; 0.001; ns, not significant. <italic>Arg1</italic>, Arginase 1; <italic>Retnla</italic>, Resistin like alpha; <italic>Mrc1</italic>, Mannose receptor, C type 1; <italic>Ym1</italic>, Chitinase 3 like 1; <italic>Mgl1</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 1; <italic>Mgl2</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1469163-g002.tif"/>
</fig>
<p>To understand the dose-dependent effect of BCAAs on M2 macrophage polarization, we treated BMDMs with increasing doses of BCAAs for 12, 24 and 48 hours during M2 macrophage polarization. The result showed that BCAAs increased <italic>Retnla</italic> expression in a dose-dependent manner at both 24 and 48 hours and increased <italic>Arg1</italic> expression at 24 hours. In contrast, BCAA treatment suppressed <italic>Ym1</italic> expression at 24 and 48 hours. At the 12 hour-time point, BCAA treatment had no significant effect on the expression of <italic>Arg1</italic>, <italic>Retnla</italic> or <italic>Ym1</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>). In addition, to understand whether BCAA supplementation specifically modulate M2 macrophage polarization, we also determined the effect of BCAA supplementation on M1 macrophage polarization. We found that BCAA supplementation didn&#x2019;t increase the expression level of M1 markers in polarized M1 macrophages, including <italic>Il1&#x3b2;</italic>, <italic>Il6</italic>, <italic>Nos2</italic>, <italic>Tnfa</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;4</bold>
</xref>). Next, to investigate the functional role of BCAAs in alternatively activated macrophages polarization <italic>in vivo</italic>, we subjected wildtype (WT) mice to an <italic>in vivo</italic> model of chitin-induced M2 polarization. Chitin, a major structural component of helminths and fungi, was suggested to induce M2 macrophage polarization and subsequent eosinophil recruitment when injected peritoneally (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). We administered mice with chitin along with increasing doses of BCAAs (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). The results indicate that BCAAs start to promote M2 macrophage polarization in peritoneal macrophages at a dose of 90 &#xb5;mol, corresponding to 4.5 mM in circulation, given that the average mouse body weight is approximately 20&#xa0;g. We found that chitin-induced recruitment of eosinophils was significantly increased in BCAAs treated animals (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B, C</bold>
</xref>). BCAA supplementation increased the percentage of CD11b<sup>+</sup>F4/80<sup>+</sup>CD206<sup>+</sup> cells in PECs (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3D, E</bold>
</xref>). In addition, the expression of M2 macrophage-associated genes <italic>Arg1</italic>, <italic>Ym1</italic>, <italic>Mgl1</italic> and <italic>Mgl2</italic> in chitin-elicited PECs were also increased in mice administrated with BCAAs (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3F&#x2013;I</bold>
</xref>). Additionally, we measured <italic>Ym1</italic> expression in peritoneal cells at 24 and 48 hours after chitin administration in mice treated with 90 &#xb5;mol BCAAs. The results showed that <italic>Ym1</italic> levels decreased at 24 hours in mice treated with both chitin and BCAAs, but increased at 48 hours compared to mice treated with chitin alone. This result, at least in part, suggests that the varying effects of BCAA supplementation on <italic>Ym1</italic> expression may be influenced by the timing of detection (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;5</bold>
</xref>). Collectively, these data indicated that BCAAs promoted M2 macrophage <italic>in vitro</italic> and <italic>in vivo</italic>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>BCAAs promote M2 macrophage polarization in chitin-treated mice in a dose-dependent manner. <bold>(A)</bold> Schematic diagram of the experimental protocol. Mice were intraperitoneally injected with 100 &#x3bc;L chitin. 30, 60 and 90 &#x3bc;mol BCAAs were administrated at 0 and 24 hr after chitin administration. PECs were collected and analyzed at 24 and 48 hr post chitin administration. <bold>(B)</bold> Eosinophil populations in the peritoneal cavity were analyzed by flow cytometry. Representative flow plots of gated CD45<sup>+</sup> cells were shown. <bold>(C)</bold> Total numbers of eosinophils (n = 4 independent biological replicates). <bold>(D&#x2013;E)</bold> Flow cytometry analysis <bold>(D)</bold> and percentage <bold>(E)</bold> of CD206<sup>+</sup> cells in gated CD11b<sup>+</sup> F4/80<sup>+</sup> PECs (n = 4 independent biological replicates). <bold>(F&#x2013;I)</bold> mRNA expression levels of <italic>Arg1</italic> <bold>(F)</bold>, <italic>Ym1</italic> <bold>(I)</bold>, <italic>Mgl1</italic> <bold>(H)</bold> and <italic>Mgl2</italic> <bold>(I)</bold> in PECs was determined by quantitative PCR (n = 4 independent biological replicates). Data are shown as mean &#xb1; SEM. Statistics were performed using two-tailed Student&#x2019;s <italic>t</italic> test. *<italic>P</italic> &lt; 0.05; <italic>Arg1</italic>, Arginase 1; <italic>Ym1</italic>, Chitinase 3 like 1; <italic>Mgl1</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 1; <italic>Mgl2</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1469163-g003.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Leu promoted M2 macrophage polarization most robustly among BCAAs</title>
<p>To explore the impact of individual BCAAs on M2 macrophage polarization, we supplemented BMDMs with leu, Ile and Val, either individually or in combination, under M0 or M2 conditions. We found that while Ile and Val exhibited some capacity to enhance M2 macrophage polarization, their effects were not as pronounced as those of Leu alone or the combination of all three BCAAs. The results suggested that Leu exerts the most pronounced effect on alternative macrophage polarization (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Leucine may dominate the effect of promoting M2 polarization among three kinds of BCAAs. BMDMs were treated with or without 0.8 mM of Val, Leu, Ile or their mixture under M0 or M2 conditions for 24 hr. The mRNA expression levels of <italic>Arg1</italic> <bold>(A)</bold>, <italic>Retnla</italic> <bold>(B)</bold>, <italic>Mrc1</italic> <bold>(C)</bold>, <italic>Ym1</italic> <bold>(D)</bold>, <italic>Mgl1</italic> <bold>(E)</bold> and <italic>Mgl2</italic> <bold>(F)</bold> were assessed by RT-qPCR (n = 3 replicates). Data are shown as mean &#xb1; SEM. Statistics were performed using two way ANOVA followed by Tukey multiple comparisons. *<italic>P</italic> &lt; 0.05; **<italic>P</italic> &lt; 0.01; ***<italic>P</italic> &lt; 0.001; ns, not significant. <italic>Arg1</italic>, Arginase 1; <italic>Retnla</italic>, Resistin like alpha; <italic>Mrc1</italic>, Mannose receptor, C type 1; <italic>Ym1</italic>, Chitinase 3 like 1; <italic>Mgl1</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 1; <italic>Mgl2</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1469163-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>BCAA supplementation promoted oxidative phosphorylation in M2 macrophages</title>
<p>The metabolites of BCAA catabolism, such as acetyl-CoA and succinyl-CoA, enter the TCA cycle and fuel oxidative phosphorylation (OXPHOS), which is established to be critical for M2 polarization (<xref ref-type="bibr" rid="B25">25</xref>). Notably, the relative level of acetyl-CoA was upregulated in M2 macrophages, indicating enhanced OXPHOS in M2 macrophages (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;6</bold>
</xref>). We speculated BCAA catabolism serves to fuel the OXPHOS and supports M2 polarization. Thus, we tested the oxygen consumption rate (OCR) by Seahorse XFe96 Analyzer. OCR of M2 BMDMs increased strongly, and BCAAs enhanced the OCR of M2 BMDMs (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A&#x2013;D</bold>
</xref>), basal respiration, maximal respiration and ATP production all upregulated. Hence, BCAA supplementation promoted oxidative phosphorylation in M2 macrophages.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>BCAAs increase OCR of M2 BMDM. BMDMs were treated with 0.8 mM BCAAs under M2 conditions for 24 hr. <bold>(A)</bold> The effect of BCAA supplementation on OCR of M2 BMDM (n = 4 replicates); The effect of BCAA supplementation on basal respiration <bold>(B)</bold>, maximal respiration <bold>(C)</bold> and ATP production <bold>(D)</bold> of M2 BMDM (n = 4 replicates). Data are shown as mean &#xb1; SEM. Statistics were performed using two-tailed Student&#x2019;s <italic>t</italic> test. *<italic>P</italic> &lt; 0.05; **<italic>P</italic> &lt; 0.01; ***<italic>P</italic> &lt; 0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1469163-g005.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>M2 polarization influenced BCAA metabolic gene expression</title>
<p>SLC25A44 transports BCAAs into mitochondria (<xref ref-type="bibr" rid="B10">10</xref>). BCAAs are transaminated by BCATs to form BCKAs, which is reversible. BCAT2 plays the role in mitochondria, while BCAT1 works in cytoplasm. BCKDH catalyzes the irreversible oxidation of BCKAs. The metabolite of BCAA catabolism enter TCA cycle as acetyl-CoA and succinyl-CoA. As BCAAs were reduced in M2 BMDMs (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) and supplementation of BCAAs promoted M2 polarization (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), we further examined the expression level of key genes in BCAA catabolism, including <italic>Bcat1</italic>, <italic>Bcat2</italic>, <italic>Bckdha</italic> and <italic>Slc25a44</italic> at 0, 4, 8, and 24 hours after IL-4 treatment. The result showed that <italic>Bcat1</italic> was nearly undetectable in BMDMs, while <italic>Bcat2</italic>, <italic>Bckdha</italic> and <italic>Slc25a44</italic> were all expressed (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;7A</bold>
</xref>). The mRNA levels of <italic>Bcat1</italic> and <italic>Slc25a44</italic> increased after 4 hours of IL-4 stimulation and then decreased over time. In contrast, <italic>Bcat2</italic> mRNA levels decreased following IL-4 treatment, while <italic>Bckdha</italic> levels remained unchanged until 24 hours, when they also decreased (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;7B&#x2013;E</bold>
</xref>). We have assessed the protein level of BCKDHA in M0 and IL-4 induced M2 macrophages, and the protein level of BCKDHA was upregulated from 2 to 8 hours after IL-4 treatment and returned to baseline levels 24 hours post IL-4 treatment (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;8</bold>
</xref>). These results suggest that the expression level of key enzymes and mitochondrial transporter involved in BCAA catabolism were unchanged or moderately downregulated.</p>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>Inhibition of BCAA transportation mediated by SLC25A44 reduced M2 macrophage polarization</title>
<p>To explore the effect of BCAA transport into mitochondria on M2 macrophage polarization, we knocked down <italic>Slc25a44</italic> with siRNA in BMDMs, and then polarized BMDMs toward M2 condition with 20 ng/mL IL-4 for 24 hr post transfection. With approximately 60% RNA silence efficiency, <italic>Slc25a44</italic> inhibition reduced the mRNA expression level of <italic>Arg1</italic>, <italic>Retnla</italic>, <italic>Mrc1</italic>, <italic>Ym1</italic>, <italic>Mgl1</italic> and <italic>Mgl2</italic> (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A&#x2013;G</bold>
</xref>). Additionally, knockdown of <italic>Slc25a44</italic> decreased the protein level of RELM&#x3b1; in M2 macrophages, as assessed by immunostaining (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6H, I</bold>
</xref>). The results suggested that inhibiting BCAA transport into mitochondria via SLC25A44 impairs BMDM M2 polarization.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>
<italic>Slc25a44</italic> knockdown inhibits M2 polarization. BMDMs were transfected with siRNA targeting <italic>Slc25a44</italic> (siSLC25A44) and scrambled control siRNA (siNC) followed by M2 polarization. The mRNA expression levels of <italic>Slc25a44</italic> <bold>(A)</bold>, <italic>Arg1</italic> <bold>(B)</bold>, <italic>Retnla</italic> <bold>(C)</bold>, <italic>Mrc1</italic> <bold>(D)</bold>, <italic>Ym1</italic> <bold>(E)</bold>, <italic>Mgl1</italic> <bold>(F)</bold> and <italic>Mgl2</italic> <bold>(G)</bold> were assessed by RT-qPCR (n = 3 replicates). <bold>(H)</bold> BMDMs were treated with IL-4 (20 ng/mL) or not for 24 hr and subjected to immunofluorescence using anti-RELM&#x3b1; antibody (green) and DAPI (blue). Scale bar, 20 &#x3bc;m. <bold>(I)</bold> Quantification of relative fluorescent signal for RELM&#x3b1; in BMDMs from siNC and siSLC25A44 groups (n = 5 replicates). Data are shown as mean &#xb1; SEM. Statistics were performed using two way ANOVA followed by Tukey multiple comparisons. *<italic>P</italic> &lt; 0.05; **<italic>P</italic> &lt; 0.01; ***<italic>P</italic> &lt; 0.001; ns, not significant. <italic>Arg1</italic>, Arginase 1; <italic>Retnla</italic>, Resistin like alpha; <italic>Mrc1</italic>, Mannose receptor, C type 1; <italic>Ym1</italic>, Chitinase 3 like 1; <italic>Mgl1</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 1; <italic>Mgl2</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1469163-g006.tif"/>
</fig>
</sec>
<sec id="s3_7">
<label>3.7</label>
<title>Restraining BCAA transamination downregulated M2 macrophage polarization</title>
<p>In mitochondria, BCAAs were transaminated by BCAT2 to generate BCKAs. To investigate the effect of BCAA transamination on M2 macrophage polarization, we knocked down <italic>Bcat2</italic> with siRNA and subsequently induced M2 polarization in BMDMs. We found that siRNA-mediated inhibition of BCAT2 resulted in a significant decrease in the expression levels of M2 marker genes, including <italic>Retnla</italic>, <italic>Ym1</italic>, <italic>Mgl1</italic> and <italic>Mgl2</italic>, but there were no obvious decrease in <italic>Arg1</italic> and <italic>Mrc1</italic>, (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A&#x2013;G</bold>
</xref>). Meanwhile, the protein levels of RELM&#x3b1; were reduced in M2 macrophages following <italic>Bcat2</italic> knockdown (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7H, I</bold>
</xref>). These results indicated that restraining BCAA transamination via BCAT2 reduced M2 macrophage polarization.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>
<italic>Bcat2</italic> knockdown inhibits M2 polarization. BMDMs were transfected with siRNA targeting <italic>Bcat2</italic> (siBCAT2) and scrambled control siRNA (siNC) followed by M2 polarization. The mRNA expression levels of <italic>Bcat2</italic> <bold>(A)</bold>, <italic>Arg1</italic> <bold>(B)</bold>, <italic>Retnla</italic> <bold>(C)</bold>, <italic>Mrc1</italic> <bold>(D)</bold>, <italic>Ym1</italic> <bold>(E)</bold>, <italic>Mgl1</italic> <bold>(F)</bold> and <italic>Mgl2</italic> <bold>(G)</bold> were assessed by RT-qPCR (n = 3 replicates). <bold>(H)</bold> BMDMs were treated with IL-4 (20 ng/mL) or not for 24 hr and subjected to immunofluorescence using anti-RELM&#x3b1; antibody (green) and DAPI (blue). Scale bar, 20 &#x3bc;m. <bold>(I)</bold> Quantification of relative fluorescent signal for RELM&#x3b1; in BMDMs from siNC and siBCAT2 groups (n = 5 replicates). Data are shown as mean &#xb1; SEM. Statistics were performed using two way ANOVA followed by Tukey multiple comparisons. **<italic>P</italic> &lt; 0.01; ***<italic>P</italic> &lt; 0.001; ns, not significant. <italic>Arg1</italic>, Arginase 1; <italic>Retnla</italic>, Resistin like alpha; <italic>Mrc1</italic>, Mannose receptor, C type 1; <italic>Ym1</italic>, Chitinase 3 like 1; <italic>Mgl1</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 1; <italic>Mgl2</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1469163-g007.tif"/>
</fig>
</sec>
<sec id="s3_8">
<label>3.8</label>
<title>Suppressing BCAA decarboxylation dampened M2 macrophage polarization</title>
<p>BCKAs undergo oxidative decarboxylation mediated by the BCKDH complex, comprising catalytic subunits E1&#x3b1;, E1&#x3b2;, E2 and E3 encoded by the BCKDHA, BCKDHB, BCKDE2 and BCKDE3 genes, respectively. We then explored the role of BCKA decarboxylation in M2 macrophage polarization. Using siRNA, we knocked down <italic>Bckdha</italic> in BMDMs and induced M2 macrophage polarization. The results revealed that <italic>Bckdha</italic> knockdown reduced the expression levels of M2 marker genes, including <italic>Arg1</italic>, <italic>Retnla</italic>, <italic>Ym1</italic>, <italic>Mgl1</italic> and <italic>Mgl2</italic>, while the expression level of <italic>Mrc1</italic> remained unchanged (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8A&#x2013;G</bold>
</xref>). Additionally, the protein level of RELM&#x3b1; was decreased in M2 macrophages following <italic>Bckdha</italic> knockdown (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8H, I</bold>
</xref>). These results suggested that inhibiting BCKDH-mediated BCKA decarboxylation reduces BMDM M2 polarization.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>
<italic>Bckdha</italic> knockdown inhibits M2 polarization. BMDMs were transfected with siRNA targeting <italic>Bckdha</italic> (siBCKDHA) and scrambled control siRNA (siNC) followed by M2 polarization. The mRNA expression levels of <italic>Bckdha</italic> <bold>(A)</bold>, <italic>Arg1</italic> <bold>(B)</bold>, <italic>Retnla</italic> <bold>(C)</bold>, <italic>Mrc1</italic> <bold>(D)</bold>, <italic>Ym1</italic> <bold>(E)</bold>, <italic>Mgl1</italic> <bold>(F)</bold> and <italic>Mgl2</italic> <bold>(G)</bold> were assessed by RT-qPCR (n = 3 replicates). <bold>(H)</bold> BMDMs were treated with IL-4 (20 ng/mL) or not for 24 hr and subjected to immunofluorescence using anti-RELM&#x3b1; antibody (green) and DAPI (blue). Scale bar, 20 &#x3bc;m. <bold>(I)</bold> Quantification of relative fluorescent signal for RELM&#x3b1; in BMDMs from siNC and siBCKDHA groups (n = 5 replicates). Data are shown as mean &#xb1; SEM. Statistics were performed using two way ANOVA followed by Tukey multiple comparisons. *<italic>P</italic> &lt; 0.05; **<italic>P</italic> &lt; 0.01; ***<italic>P</italic> &lt; 0.001; ns, not significant. <italic>Arg1</italic>, Arginase 1; <italic>Retnla</italic>, Resistin like alpha; <italic>Mrc1</italic>, Mannose receptor, C type 1; <italic>Ym1</italic>, Chitinase 3 like 1; <italic>Mgl1</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 1; <italic>Mgl2</italic>, Macrophage galactose N-acetyl-galactosamine specific lectin 2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1469163-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussions">
<label>4</label>
<title>Discussions</title>
<p>Macrophages modulate their metabolic status to adapt to different activation status, including M1 and M2 activation status. In our study, we found that BCAA catabolism promoted polarization toward M2 macrophages. Metabolomic analysis revealed that the abundance of BCAAs is reduced in M2 polarized macrophages. BCAAs promoted M2 macrophage polarization both <italic>in vitro</italic> and <italic>in vivo</italic>. Furthermore, knockdown of key genes involved in BCAA catabolism was shown to suppress polarization toward M2 macrophages (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;9</bold>
</xref>). Our study therefore provided evidence that BCAA metabolism has a role in M2 macrophage polarization and suggested that BCAA treatment may provide a therapeutic strategy for stimulating M2 macrophages-mediated tissue repair or remodeling.</p>
<p>The question remains whether BCAA catabolism specifically modulate M2 macrophage polarization. Indeed, previous studies have indicated that BCAA metabolism modulates M1 polarization. For example, BCAAs has been shown to promote M1 polarization and enhanced mTORC1-HIF&#x3b1; signaling in M1 macrophages (<xref ref-type="bibr" rid="B17">17</xref>). Furthermore, the BCAT1 inhibitor ERG240 has been reported to reduce LPS induced M1 polarization (<xref ref-type="bibr" rid="B15">15</xref>). Investigating the impact of BCAA catabolism on M1 polarization would be a valuable direction for future research. Additionally, this study focused on IL-4-induced M2 polarization, as it is the most extensively studied type of polarized M2 macrophages. Investigating the effects of BCAA on other M2 macrophage subtypes stimulated by IL-10, IL-4+IL-10, TGF&#x3b2;, and other factors would be valuable and will be addressed in future research.</p>
<p>In the study, we detected the mRNA expression level of BCAA metabolism genes such as <italic>Bcat1</italic>, <italic>Bcat2</italic>, <italic>Bckdha</italic> and <italic>Slc25a44</italic>, and the protein level of key enzyme BCKDHA to investigate whether BCAA metabolism pathway is upregulated in M2 macrophages. However, the mRNA level of <italic>Bcat2</italic>, <italic>Bckdha</italic> and <italic>Slc25a44</italic> all decreased. It would be informative to assess the metabolic flux of BCAAs using isotope-assisted metabolomics to accurately monitor the catabolic flux of BCAAs in M0 and M2 macrophages (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>We observed that BCAA supplementation and genetic ablation of key enzymes or the transporter resulted in differential regulation of M2 markers. For instance, BCAA supplementation led to increased expression of <italic>Arg1</italic> and <italic>Reltna</italic>, but decreased <italic>Ym1</italic> expression <italic>in vitro</italic>. In addition, BCAAs were shown to increased <italic>Ym1</italic> expression in PECs in the <italic>in vivo</italic> model of chitin administration, which differs from their <italic>in vitro</italic> effects. This discrepancy may due to the fact that chitin administration can lead to accumulations of eosinophils, basophils, neutrophils (<xref ref-type="bibr" rid="B27">27</xref>), as well as increased levels of chemokines and lipid mediators (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). While BCAAs have been shown to suppress <italic>Ym1</italic> expression <italic>in vitro</italic>, they may, in contrast, promote immune cell recruitment or enhance the production of chemokines or lipid mediators <italic>in vivo</italic>, which could lead to increased <italic>Ym1</italic> expression. Further studies are needed to explore whether BCAAs contribute to eosinophil activation.</p>
<p>Metabolism is intricately linked to immune homeostasis, as evidenced by the polarization of macrophages into different states. Our data showed that the inhibition of key enzymes in BCAA catabolism dampens M2 macrophage polarization, suggesting that BCAA catabolism contributes to this process. Interestingly, glioblastoma cells were shown to excrete large amounts of branched-chain ketoacids (BCKAs), which can inhibit the phagocytic activity associated with the typical M1 macrophage phenotype (<xref ref-type="bibr" rid="B14">14</xref>). Furthermore, the leucine metabolite ketoisocaproate (KIC) and the isoleucine metabolite &#x3b1;-keto-&#x3b2;-methylvalerate (KMV) have been shown to increase the expression level of <italic>Arg1</italic> in macrophages (<xref ref-type="bibr" rid="B30">30</xref>). The question of how BCAA catabolism promotes M2 macrophages polarization remains. We speculate that BCAA may fuel the TCA cycle, which is suggested to be critical for M2 macrophage polarization (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B31">31</xref>&#x2013;<xref ref-type="bibr" rid="B33">33</xref>). This idea is supported by the fact that BCAA catabolic metabolites enter the TCA cycle as acetyl coenzyme A (acetyl-CoA) or succinyl coenzyme A (succinyl-CoA). It is well established that mitochondrial OXPHOS is characteristic and necessary for ATP production and biosynthesis in M2 macrophages (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>). Inhibition of OXPHOS by reducing substrates or targeting the mitochondrial complex had been shown to downregulate M2-related genes (<italic>Arg1</italic>, <italic>Mrc1</italic>) and the surface marker CD206 (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B34">34</xref>). Fatty acid oxidation fuels OXPHOS with acetyl-CoA, thus providing a crucial energy source for M2 polarization (<xref ref-type="bibr" rid="B25">25</xref>). In our study, BCAA supplementation was found to promote M2 polarization and enhance OXPHOS during this process, revealing a possibility that BCAA may promote macrophage M2 polarization through enhancing OXPHOS. Previous study has shown that BCAA increases oxygen consumption rate (OCR) in brown adipocytes, which actively utilizes BCAA in the mitochondria for oxidation and thermogenesis upon cold exposure (<xref ref-type="bibr" rid="B10">10</xref>). Additionally, a mitochondrial-targeted 2C-type Ser/Thr protein phosphatase (PPM1K), which promotes BCAA catabolism, was suggested to sustain glycolysis and oxidative phosphorylation in hematopoietic stem cells (<xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>In addition to its role as an energy source in macrophage M2 polarization, acetyl-CoA serves as a critical substrate for histone acetylation, promoting an open chromatin structure that facilitates the transcription of anti-inflammatory and tissue repair genes characteristic of M2 macrophages (<xref ref-type="bibr" rid="B36">36</xref>&#x2013;<xref ref-type="bibr" rid="B38">38</xref>). For instance, histone deacetylase 3 (HDAC3) removes acetylation marks from regulatory regions of M2 genes, thereby repressing M2 polarization and promoting M1 macrophage activation (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>). Moreover, acetyl-CoA synthesis by ACLY has been shown to be crucial for histone acetylation and the transcriptional induction of a subset of M2 genes (<xref ref-type="bibr" rid="B41">41</xref>). Based on our study, which showed that inhibition of BCAA catabolism suppressed M2 macrophage polarization, and the abundance of acetyl-CoA increased in M2 macrophages, we hypothesize that BCAA catabolism might also modulate transcription regulation of M2 genes via their metabolite, acetyl-CoA. Further investigations are needed to elucidate the specific role of BCAAs in producing metabolic products, particularly acetyl-CoA, during M2 macrophage polarization. An earlier study has shown that the inhibition of p300, a histoneacetyltransferase (HAT), suppresses most M2 marker genes, while promoting <italic>Ym1</italic> expression (<xref ref-type="bibr" rid="B41">41</xref>). This indicates that histone acetylation may suppress <italic>Ym1</italic> expression in M2 macrophages. Notably, BCAA catabolic metabolites enter the TCA cycle as acetyl-CoA (<xref ref-type="bibr" rid="B9">9</xref>), which serves as a critical substrate for histone acetylation, enhancing the transcription of the M2 marker genes (<xref ref-type="bibr" rid="B41">41</xref>). Based on this, we speculate that BCAAs suppress <italic>Ym1</italic> expression, potentially through mechanisms related to acetyl-CoA production and histone acetylation, which are still unclear and warrant further investigation.</p>
<p>M2 macrophages are important players in tissue repair following injury, making them potential target for treating tissue repair-related diseases. For instance, during acute liver injury (ALI), which is caused by endotoxins, certain drugs and their metabolites, or other factors. M2 macrophages can mitigate liver damage through their anti-inflammatory properties and ability to promote tissue repair (<xref ref-type="bibr" rid="B42">42</xref>). Existing research has found that regulating macrophage polarization can modulate ALIs. For example, activation of cannabinoid receptor 2 (CB2) has been shown to attenuate d-Galactosamine (GalN)/lipopolysaccharide (LPS)-induced acute liver failure by inducing an M1 to M2 shift in macrophages (<xref ref-type="bibr" rid="B43">43</xref>). Similarly, inhibition of p38&#x3b1; has been found to induce a shift from M1 to M2 macrophages polarization, thereby alleviating liver injury (<xref ref-type="bibr" rid="B44">44</xref>). Our observation that BCAA promotes M2 macrophage polarization both <italic>in vitro</italic> and <italic>in vivo</italic> indicates that BCAA supplementation may in part enhance liver repair by promoting M2 macrophage polarization. Indeed, supplementation with BCAA has been shown to activate Kupffer cells and attenuated ischemia-reperfusion-induced hepatic leukocyte adhesion and hepatic microcirculation disturbances in rats (<xref ref-type="bibr" rid="B45">45</xref>). Given that BCAA supplementation has been reported to promote M1 macrophage polarization, it is still premature to conclude that BCAAs enhance M2 immunity in pathological settings that require M2 polarization. Further studies in additional pathophysiological models are needed to better understand the effects of BCAAs on M2 polarization in these contexts and to explore the potential of BCAA supplementation as a therapeutic strategy for tissue repair-related diseases.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by the Animal Research Ethics Committee of Fudan University. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>ML: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Formal analysis, Investigation, Methodology. DL: Writing &#x2013; original draft, Formal analysis, Investigation, Methodology, Resources. ZZ: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Resources, Validation. FO: Writing &#x2013; original draft, Resources, Validation. YS: Writing &#x2013; original draft, Validation. CH: Writing &#x2013; original draft, Methodology. HS: Writing &#x2013; original draft, Formal analysis. YL: Writing &#x2013; original draft, Methodology. JZ: Writing &#x2013; original draft, Methodology. QG: Writing &#x2013; original draft, Methodology. T-SY: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Funding acquisition, Project administration, Supervision.</p>
</sec>
<sec id="s8" 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 work was supported by the National Natural Science Foundation of China (32271334 and 81871228), Shanghai Basic Research Field Project &#x201c;Science and Technology Innovation Action Plan&#x201d; (21JC1400400), the Lingang Laboratory (LG-QS-202204-06).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors gratefully acknowledge the members of the core facility of Institute of Metabolism and Integrative Biology at Fudan University.</p>
</ack>
<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>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fimmu.2024.1469163/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fimmu.2024.1469163/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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