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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2024.1342354</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Solid organ transplantation and gut microbiota: a review of the potential immunomodulatory properties of short-chain fatty acids in graft maintenance</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Jardou</surname>
<given-names>Manon</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1726945"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Brossier</surname>
<given-names>Clarisse</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1727210"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Marquet</surname>
<given-names>Pierre</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2289286"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Picard</surname>
<given-names>Nicolas</given-names>
</name>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Druilhe</surname>
<given-names>Anne</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2597645"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lawson</surname>
<given-names>Roland</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1726366"/>
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</contrib-group>
<aff id="aff1">
<institution>National Institute of Health and Medical Research (FRANCE) (INSERM), Univ. Limoges, Pharmacology &amp; Transplantation, U1248</institution>, <addr-line>Limoges</addr-line>, <country>France</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Christoph Gabler, Free University of Berlin, Germany</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Shigefumi Okamoto, Osaka University, Japan</p>
<p>Tian Qin, University Medical Center Groningen, Netherlands</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Roland Lawson, <email xlink:href="mailto:roland.lawson@unilim.fr">roland.lawson@unilim.fr</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>02</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1342354</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Jardou, Brossier, Marquet, Picard, Druilhe and Lawson</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Jardou, Brossier, Marquet, Picard, Druilhe and Lawson</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>Transplantation is the treatment of choice for several end-stage organ defects: it considerably improves patient survival and quality of life. However, post-transplant recipients may experience episodes of rejection that can favor or ultimately lead to graft loss. Graft maintenance requires a complex and life-long immunosuppressive treatment. Different immunosuppressive drugs (<italic>i.e.</italic>, calcineurin inhibitors, glucocorticoids, biological immunosuppressive agents, mammalian target of rapamycin inhibitors, and antiproliferative or antimetabolic agents) are used in combination to mitigate the immune response against the allograft. Unfortunately, the use of these antirejection agents may lead to opportunistic infections, metabolic (<italic>e.g.</italic>, post-transplant diabetes mellitus) or cardiovascular (<italic>e.g.</italic>, arterial hypertension) disorders, cancer (<italic>e.g.</italic>, non-Hodgkin lymphoma) and other adverse effects. Lately, immunosuppressive drugs have also been associated with gut microbiome alterations, known as dysbiosis, and were shown to affect gut microbiota-derived short-chain fatty acids (SCFA) production. SCFA play a key immunomodulatory role in physiological conditions, and their impairment in transplant patients could partly counterbalance the effect of immunosuppressive drugs leading to the activation of deleterious pathways and graft rejection. In this review, we will first present an overview of the mechanisms of graft rejection that are prevented by the immunosuppressive protocol. Next, we will explain the dynamic changes of the gut microbiota during transplantation, focusing on SCFA. Finally, we will describe the known functions of SCFA in regulating immune-inflammatory reactions and discuss the impact of SCFA impairment in immunosuppressive drug treated patients.</p>
</abstract>
<kwd-group>
<kwd>solid organ transplantation</kwd>
<kwd>graft rejection</kwd>
<kwd>immunosuppressive drugs</kwd>
<kwd>gut microbiome</kwd>
<kwd>short-chain fatty acids</kwd>
<kwd>immune system modulation</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="143"/>
<page-count count="13"/>
<word-count count="5886"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Clinical Microbiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Transplantation is the treatment of choice for end-stage failure of several organs. In 2020, according to the Global Observatory on Donation and Transplantation, kidney was the most commonly transplanted organ worldwide followed by liver (<xref ref-type="bibr" rid="B132">World Health Organization, 2022</xref>). In 2022, kidney and liver accounted for, respectively, over 60% and 25% of transplanted organs. Organ transplantation improves not only patient survival but also their quality of life (<xref ref-type="bibr" rid="B38">Griny&#xf3;, 2013</xref>; <xref ref-type="bibr" rid="B11">Black et&#xa0;al., 2018</xref>). Over the past 40 years, the global graft survival rate following solid organ transplantation has improved considerably, due to advances in immunosuppressive therapy. In France in 2021, graft survival was 91% at one year, but only 60% at ten years post-transplantation (<xref ref-type="bibr" rid="B1">Agence de la biom&#xe9;decine, 2021</xref>). Indeed, even though they are receiving immunosuppressive drugs, transplant recipients may experience episodes of graft rejection that can precipitate graft loss. In addition, immunosuppressive drugs have adverse effects that limit the improvement in quality of life of some patients (<xref ref-type="bibr" rid="B99">Ruiz and Kirk, 2015</xref>). In road to precision medicine in transplantation, it is important to control the factors that contribute to variability in the therapeutic response to immunosuppressants. One of the factors of variability is the gut microbiota, whose fundamental role in regulating the immune system has been recently highlighted (<xref ref-type="bibr" rid="B140">Zhang et&#xa0;al., 2019</xref>).</p>
<p>Actually, there is no direct evidence for changes in gut microbiota metabolites and graft rejection or even the development of comorbidities in transplant patients. Although there is still a need for rigorous studies to fill this knowledge gap, converging data and a weight of evidence suggest that short-chain fatty acids (SCFA) derived from the gut microbiota may contribute to the common comorbidities (cardiovascular and metabolic disorders) in transplant patients and to graft rejection. For example, an alteration in SCFA-producing bacteria, mainly related to the immunosuppressive protocol, has been reported in kidney transplant patients (<xref ref-type="bibr" rid="B114">Swarte et&#xa0;al., 2020</xref>). In addition, an alteration of SCFA profile in mice treated with mycophenolic acid, the most commonly used immunosuppressive drug, has been observed (<xref ref-type="bibr" rid="B51">Jardou et&#xa0;al., 2021</xref>). SCFA influence the host homeostasis and are involved in gut barrier integrity (<xref ref-type="bibr" rid="B70">Liu et&#xa0;al., 2021</xref>), regulation of glucose and lipid metabolism (<xref ref-type="bibr" rid="B13">Chambers et&#xa0;al., 2018</xref>), and control of inflammatory responses and activation of the immune system (<xref ref-type="bibr" rid="B140">Zhang et&#xa0;al., 2019</xref>).</p>
<p>Herein, after a brief overview of the mechanisms of graft rejection prevented by immunosuppressive drugs, we will thoroughly discuss the changes that the gut microbiota may undergo because of immunosuppression during transplantation, with a focus on gut microbiome-derived short-chain fatty acids (SCFA). Finally, we will present the physiological role of SCFA in modulating the immune system and we will discuss the consequences of SCFA changes in immunosuppressant-treated transplanted patients.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Graft rejection mechanisms</title>
<p>The innate and adaptive immune systems are involved in allograft rejection (<xref ref-type="bibr" rid="B85">Naik and Shawar, 2020</xref>). Several types of rejection, i.e. hyperacute, antibody- or T cell-mediated, acute or chronic processes have been described, depending on histopathology and immunological characteristics as well as on the time course of rejection (<xref ref-type="bibr" rid="B83">Moreau et&#xa0;al., 2013</xref>). Hyperacute rejection occurs in the first minutes to hours after transplantation and is due to a preformed antibodies that react with alloantigens (<italic>e.g.</italic>, ABO blood type antigens, major histocompatibility complex -MHC- antigens) present on the surface of grafted cells leading to endothelial damage, platelet accumulation and thrombosis in capillaries (<xref ref-type="bibr" rid="B111">Solez et&#xa0;al., 1993</xref>). Indeed, pre-existing donor-specific antibodies (DSA) in the recipient induce complement system activation and massive inflammatory response with recruitment and activation of polymorphonuclear neutrophils leading to thrombosis, ischemia and graft necrosis (<xref ref-type="bibr" rid="B62">Lala et&#xa0;al., 2014</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Nowadays, this type of graft rejection is very rare due to prior investigations of tissue compatibility between the donor and the recipient (<xref ref-type="bibr" rid="B119">Tittelbach-Helmrich et&#xa0;al., 2014</xref>). During the first weeks or months after transplantation, the graft can undergo acute rejection episodes by two distinct mechanisms: the B-cell dependent pathway that results in antibody mediated rejection (ABMR), also known as humoral response or antibody-mediated rejection, which refers to microvascular inflammation following B-cell activation, plasma cell differentiation and production of antibodies targeting the donor endothelium; and/or the T-cell dependent pathway that corresponds to T-cell mediated rejection (TCMR), resulting from tubulointerstitial inflammation following T-cell activation and migration into the allograft (<xref ref-type="bibr" rid="B83">Moreau et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B73">Loupy et&#xa0;al., 2020</xref>). For kidney transplants, ABMR and TCMR are diagnosed based on elementary histological lesions on graft biopsies, interpreted according to the Banff international classification system, first published in 1993 and regularly revised (<xref ref-type="bibr" rid="B111">Solez et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B73">Loupy et&#xa0;al., 2020</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Hyperacute rejection mechanism. Alloantigens, <italic>i.e.</italic>, donor-specific antibodies (DSAs), bound to endothelial cells of the grafted organ vessels, induce complement activation <bold>(A)</bold> and neutrophil recruitment and activation <bold>(B)</bold>. All these processes contribute to endothelial damage, thrombosis, and graft necrosis. SCFA stands for short chain fatty acids.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1342354-g001.tif"/>
</fig>
<p>For the diagnosis of ABMR, different criteria must be met including histological evidence of current or recent antibody interaction with the vascular endothelium (<xref ref-type="bibr" rid="B73">Loupy et&#xa0;al., 2020</xref>). During ABMR, alloantigens from damaged allograft tissue activate APC, which in turn present antigens, through binding to MHC, to na&#xef;ve T lymphocytes (<xref ref-type="bibr" rid="B63">Lee et&#xa0;al., 2020</xref>). As a result, na&#xef;ve T lymphocytes differentiate into helper T (Th) lymphocytes that provide activating signals to na&#xef;ve B lymphocytes. Activated B cells either differentiate in short-lived plasmablasts that produce low-affinity DSA or migrate into the germinal center (GC). In GC, activated B cells proliferate, undergo immunoglobulin gene mutation, including somatic hypermutation and immunoglobulin class switching, and are selected under the control of follicular helper T cells (Tfh) and follicular dendritic cells (FDC) (<xref ref-type="bibr" rid="B60">Klein and Dalla-Favera, 2008</xref>). The GC reaction leads to the death of B cells or to their maturation in memory B cells or in the generation of long-lived plasma cells that secrete high-affinity DSA (<xref ref-type="bibr" rid="B36">Gonz&#xe1;lez-Molina et&#xa0;al., 2016</xref>). DSA target graft cells, resulting in complement activation and inflammatory reactions with the recruitment and activation of neutrophils. These phenomena induce graft tissue damage (<xref ref-type="bibr" rid="B113">Suchanek and Clatworthy, 2020</xref>; <xref ref-type="bibr" rid="B87">Oellerich et&#xa0;al., 2021</xref>) (<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>Antibody mediated rejection mechanism (ABMR). <bold>(A)</bold> Alloantigens from damaged allograft tissue activate antigen presenting cells (APC). Activated APC present antigens bound to the major histocompatibility complex (MHC) to na&#xef;ve T lymphocytes that differentiate into helper T (Th) lymphocytes. <bold>(B)</bold> Activated Th cells in turn deliver activating signals to na&#xef;ve B lymphocytes. Activated B cells either differentiate in short-lived plasmablasts that produce low-affinity antibodies <bold>(C)</bold> or migrate into the germinal center <bold>(D)</bold> where they are submitted to proliferation, gene mutations, and selection through interaction with T follicular helper cells (Tfh) and follicular dendritic cells (FDC). Gene mutations lead to antibody affinity maturation and immunoglobulin class switching. Germinal center B cells are eliminated by apoptosis or maturate in memory B cells <bold>(E)</bold> or in long-lived plasma cells that secrete high-affinity antibodies against graft endothelial cells <bold>(F)</bold>. SCFA stands for short-chain fatty acids.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1342354-g002.tif"/>
</fig>
<p>TCMR is characterized by the accumulation of mononuclear cells, mostly Th cells, cytotoxic T lymphocytes (Tc) and macrophages, in the interstitial space of graft tissue leading to interstitial inflammation combined with inflammation of the tubules and the arteries (<xref ref-type="bibr" rid="B73">Loupy et&#xa0;al., 2020</xref>). It is believed that na&#xef;ve T cells infiltrate the interstitial space and are activated by APC, either dendritic cells (DC) or macrophages, which present alloantigens through MHC binding to T cells. Afterwards, these T cells proliferate and differentiate in type 1 Th (Th1) that produce interferon-&#x3b3; (IFN&#x3b3;), a pro-inflammatory cytokine that in turn activates APC (<xref ref-type="bibr" rid="B23">Eikmans et&#xa0;al., 2019</xref>). IFN&#x3b3; also promotes macrophage recruitment and their polarization in a proinflammatory phenotype called M1. M1 macrophages secrete abundant amounts of proinflammatory cytokines, <italic>i.e.</italic>, interleukin (IL)-1, IL-12, IL-6, tumor necrosis factor &#x3b1; (TNF&#x3b1;), and IFN&#x3b3; (<xref ref-type="bibr" rid="B135">Wyburn et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B128">Wang et&#xa0;al., 2020a</xref>). Activated macrophages release also cytotoxic products such as reactive oxygen species (ROS) and reactive nitrogen species (RNS) (<xref ref-type="bibr" rid="B90">Panzer, 2022</xref>). Cytotoxicity against graft cells, either epithelial or endothelial, results also from the Th1-mediated differentiation of Tc. Indeed, Tc may cause death by releasing cytolytic granules containing perforin, granzyme A and B and by inducing the Fas/FasL apoptotic pathway in graft cells (<xref ref-type="bibr" rid="B97">Robertson et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B17">Cornell et&#xa0;al., 2008</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>T-cell mediated rejection mechanism (TCMR). <bold>(A)</bold> Na&#xef;ve T lymphocytes infiltrate the interstitial space where they are activated <bold>(B)</bold> by antigen-presenting cells (APC), which present alloantigens through binding to major histocompatibility complex (MHC). <bold>(C)</bold> Activated T lymphocytes proliferate and differentiate into T helper 1 (Th1) cells that produce interferon-g (IFN&#x3b3;), a pro-inflammatory cytokine that activates APC. <bold>(D)</bold> IFN&#x3b3; also promotes macrophage recruitment and polarization towards a proinflammatory phenotype called M1 that abundantly secretes proinflammatory molecules and cytotoxic products such as reactive oxygen species (ROS) and reactive nitrogen species (RNS). <bold>(E)</bold> Th1 also favor cytotoxic T (Tc) cell differentiation that may cause graft cell death by releasing cytolytic granules and activating the Fas/FasL apoptotic pathway.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1342354-g003.tif"/>
</fig>
<p>Unlike acute rejection, which occurs rapidly after transplantation, chronic rejection develops slowly and progressively over a period of several months or years and is the major cause of long-term graft loss (<xref ref-type="bibr" rid="B83">Moreau et&#xa0;al., 2013</xref>). According to the Banff classification, characteristic lesions of chronic ABMR are constituted by evidence of chronic injury, <italic>e.g.</italic>, transplant glomerulopathy and arterial intima fibrosis, antibody action such as the presence of C4d, with or without circulating DSA (<xref ref-type="bibr" rid="B15">Colvin, 2007</xref>; <xref ref-type="bibr" rid="B17">Cornell et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B73">Loupy et&#xa0;al., 2020</xref>). The underlying mechanisms are complex and involve both adaptive and innate immune responses, failure to maintain sufficient immunosuppression and other risk factors (<italic>e.g.</italic>, age, overweight, hypertension) (<xref ref-type="bibr" rid="B52">Joosten et&#xa0;al., 2005</xref>). Chronic TCMR is less common and according to the Banff classification, the criteria include interstitial inflammation and fibrosis, tubulitis and tubular atrophy (<xref ref-type="bibr" rid="B73">Loupy et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B82">Mizera et&#xa0;al., 2023</xref>).</p>
<p>Lately, natural killer (NK) cells emerged as another essential actor of graft rejection. NK are activated either by alloreactive T cells or by the presence of DSA or the absence of self-markers on the surface of grafted cells. Once activated, they can orchestrate the response of other immune cells by producing cytokines including IFN-&#x3b3;, and they are directly involved in graft cell damage <italic>via</italic> the release of cytotoxic products. Because of their properties, NK cells have been shown to contribute to acute as well as to chronic rejection processes (<xref ref-type="bibr" rid="B93">Pontrelli et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B42">Hamada et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B80">Miyairi et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Immunosuppressive drug</title>
<sec id="s3_1">
<label>3.1</label>
<title>Mechanisms of action</title>
<p>Immunosuppressive drugs are used to mitigate the immune response in solid organ transplantation. The major classes of approved maintenance immunosuppressive drugs are calcineurin inhibitors (cyclosporine and tacrolimus), glucocorticoids (primarily prednisolone), the co-signal inhibitor belatacept, mammalian target of rapamycin (mTOR) inhibitors (sirolimus and everolimus) and antiproliferative agents (azathioprine and mycophenolic acid) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) (<xref ref-type="bibr" rid="B131">Wiesner and Fung, 2011</xref>). All of them inhibit T cell proliferation and activation. Indeed, proliferation of T cells depend on a three-step cascade that precedes cell cycle entry. The first step starts with the respective interaction of T cell receptor (TCR) and B7 on the surface of T cell with MHC presenting antigen and CD80/CD86 expressed by APC; the induced signaling cascade in T cell involves the calcium-dependent phosphatase calcineurin. Belatacept, a fusion protein, mimics the inhibitory receptor CTLA4 for B7, and thus blocks the co-stimulation signal (<xref ref-type="bibr" rid="B94">Rangel, 2010</xref>). Calcineurin inhibitors block the calcineurin-dependent NFAT signaling pathway (<xref ref-type="bibr" rid="B129">Wang et&#xa0;al., 2022</xref>). The second step is the transcription of different cytokine genes including that of the autocrine factor IL-2; glucocorticoids also block this step. IL-2 is secreted and binds to its receptor CD25 expressed by activated T cells and thus provokes the third step, <italic>i.e.</italic>, a mTOR-dependent signaling cascade leading to cell cycle entry. Basiliximab, a monoclonal antibody against CD25 inhibits IL2 binding to its receptor, and the mTOR inhibitors blocks the third step of T cell activation (<xref ref-type="bibr" rid="B138">Zaza et&#xa0;al., 2014</xref>). Antiproliferative agents inhibit cell cycle by blocking a T and B cell specific pathway of nucleotide synthesis required for the S phase of cell cycle. Thus, antiproliferative agents are also inhibitors of B cell proliferation. In addition to their role on T cell activation and proliferation, glucocorticoids are known to affect B cell, neutrophil, macrophage, DC and NK cell activation and/or proliferation (<xref ref-type="bibr" rid="B3">Allison and Eugui, 2000</xref>; <xref ref-type="bibr" rid="B84">Muscari et&#xa0;al., 2022</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Main immunosuppressive drugs and their sites of action. Alloreactive T cells are activated by antigen presenting cells (APC) through two complementary signals: activation of T cell receptor (TCR) through antigen presentation bound to major histocompatibility complex (MHC) and co-activation <italic>via</italic> the interaction of CD28 on T cells and CD80/CD86, also known as B7, on the surface of APC. TCR activation leads to calcium-dependent signaling, including the activation of the phosphatase calcineurin that dephosphorylates the transcription factor NFAT that in turn mediates the synthesis of several cytokines. A major cytokine produced is the autocrine interleukin-2 (IL-2) that binds to its receptor on the surface of T cells, the alpha-chain of which, CD25 is also regulated by NFAT. IL2-receptor activation leads to mammalian target of rapamycin (mTOR)-mediated cell cycle entry and T cell proliferation. The major classes of immunosuppressive drugs available are <bold>(A)</bold> belatacept that blocks CD28 costimulatory action, <bold>(B)</bold> calcineurin inhibitors, <italic>i.e.</italic> cyclosporin and tacrolimus, <bold>(C)</bold> corticosteroids (mainly prednisolone) that inhibit the transcription of genes, including the one coding for IL-2, as well as intra-cellular calcium mobilization <bold>(D)</bold> basiliximab that blocks IL2-receptor engagement by IL2, <bold>(E)</bold> mTOR inhibitors, <italic>i.e.</italic> sirolimus and everolimus, and <bold>(F)</bold> antiproliferative agents, i.e. azathioprine and mycophenolic acid, that prevent cell cycle progression by inhibiting nucleotide synthesis. Of note, belatacept and basiliximab are known as biological immunosuppressive agents; belatacept is a fusion protein mimicking CTLA4 and acting as a mock receptor for CD80/CD86; basiliximab is a monoclonal antibody directed against CD25.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1342354-g004.tif"/>
</fig>
<p>To prevent graft rejection and promote graft tolerance in the long term, immunosuppressive drugs are commonly used in different combinations of calcineurin inhibitors, anti-proliferative agents or mTOR inhibitors, with or without glucocorticoids (<xref ref-type="bibr" rid="B131">Wiesner and Fung, 2011</xref>; <xref ref-type="bibr" rid="B43">Hartono et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B24">Enderby and Keller, 2015</xref>; <xref ref-type="bibr" rid="B14">Claeys and Vermeire, 2019</xref>; <xref ref-type="bibr" rid="B31">Fuehner et&#xa0;al., 2019</xref>). The treatment of established graft cellular rejection usually consists in the use of a pulse therapy of corticosteroids and increased doses of calcineurin inhibitors, and/or of anti-thymocyte antibodies in case of severe or resistant rejection (<xref ref-type="bibr" rid="B16">Cooper, 2020</xref>). The most common treatment of ABMR consists in plasmapheresis to deplete circulating alloreactive antibodies, and either steroid pulse or, less frequently, rituximab to limit B-cell proliferation and activation (<xref ref-type="bibr" rid="B2">Alasfar et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B98">Rostaing et&#xa0;al., 2023</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Adverse effects</title>
<p>The use of powerful antirejection agents may lead to opportunistic infections, reactivation of latent organisms, and post-surgery complications. The pattern of common infections after solid organ transplantation varies according to the immunosuppressive therapy and environmental exposure (<xref ref-type="bibr" rid="B91">Patel and Paya, 1997</xref>; <xref ref-type="bibr" rid="B110">Singh and Limaye, 2015</xref>; <xref ref-type="bibr" rid="B30">Fishman, 2017</xref>). These infections include bacterial (<italic>e.g.</italic>, <italic>Clostridium</italic> spp., <italic>Enterobacteriaceae</italic>, <italic>Streptococcus pneumoniae</italic>), viral (<italic>e.g.</italic>, cytomegalovirus, Epstein-Barr virus, respiratory viruses), and fungal (<italic>e.g.</italic>, <italic>Aspergillus species</italic>, <italic>Candida species</italic>, <italic>Pneumocystis</italic> spp.) species (<xref ref-type="bibr" rid="B55">Karuthu and Blumberg, 2012</xref>; <xref ref-type="bibr" rid="B121">van Delden et&#xa0;al., 2020</xref>). Whenever necessary, transplant patients receive antimicrobial drugs in addition to their immunosuppressive regimen.</p>
<p>The immunosuppressive drugs may also induce malignancies by reducing the vigilance of immune cells towards potentially carcinogenic cells. This have been pointed out in primary or secondary immunodeficiency disorders (<xref ref-type="bibr" rid="B48">Ilham et&#xa0;al., 2023</xref>). A population-based study of transplant recipients observed a 2-fold overall increased risk of cancer, ranging from non-Hodgkin lymphoma to transplant-related cancer (kidney, liver, and lung) (<xref ref-type="bibr" rid="B25">Engels et&#xa0;al., 2011</xref>). In addition, a recent study showed that kidney transplant recipients with ultra-long-term survival of more than 20 years have an increased risk of developing post-transplant lymphoproliferative disorder and renal cell carcinoma (<xref ref-type="bibr" rid="B32">Fuhrmann et&#xa0;al., 2022</xref>).</p>
<p>Other adverse effects (see European Medicines Agency Summary of Product Characteristics) are also observed with immunosuppressive drugs. Indeed, cyclosporine and tacrolimus are nephrotoxic (<xref ref-type="bibr" rid="B37">Griffin and Nelson, 2016</xref>) and favor post-transplant diabetes mellitus, hypertension as well as a large spectrum of cardiovascular diseases including heart failure, and coronary artery disease. Corticosteroids, calcineurin and mTOR inhibitors also favor post-transplant diabetes mellitus. Mycophenolic acid entails gastro-intestinal disorders such as nausea, vomiting and diarrhea. It also induces cell apoptosis and architectural remodelling of the lower gastro-intestinal tract, exhibiting colitis-like or inflammatory bowel disease-like patterns (<xref ref-type="bibr" rid="B108">Selbst et&#xa0;al., 2009</xref>).</p>
<p>In addition, immunosuppressive drugs as well as antimicrobial agents, frequently given to transplant patients, induce gut microbiota modifications due to their antimicrobial and immunosuppressive properties. The comparison of gut microbiome from kidney transplant patients and healthy controls revealed that age, body mass index (BMI), estimated glomerular filtration rate (eGFR) and medications (mycophenolate mofetil, antibiotics and proton-pump inhibitors) were the main co-variables explaining variations in the gut microbiota of kidney transplant patients (<xref ref-type="bibr" rid="B114">Swarte et&#xa0;al., 2020</xref>). However, it is quite difficult to identify a typical alteration induced by each type of immunosuppressive drug in transplant patients, as they are treated with combined therapy. However, efforts have been made to characterize the contribution of each type of drug, mainly using preclinical models (<xref ref-type="bibr" rid="B34">Gabarre et&#xa0;al., 2022</xref>). Indeed, administration of glucocorticoids, tacrolimus or mycophenolic acid to preclinical models result in alteration of the composition of gut microbiota and the fecal concentration of bacterial metabolites (<xref ref-type="bibr" rid="B134">Wu et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B139">Zhang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B116">Taylor et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B51">Jardou et&#xa0;al., 2021</xref>). The most relevant clinical contribution has been reported in the paper by Swarte and colleagues, which supports that mycophenolic acid is one of the main drivers of changes occurring in the gut microbiome of kidney transplant recipients. In this work, they found that the gut microbiome of kidney transplant patients more than one-year post-transplantation, is significantly different from that of healthy population, containing more Pseudomonadota (ex Proteobacteria), less Actinomycetota (ex Actinobacteria), with a functional loss of butyrate-producing bacteria. The use of mycophenolic acid and antibiotics was associated with variation in the gut microbiome of kidney transplant patients and correlated with lower diversity (<xref ref-type="bibr" rid="B114">Swarte et&#xa0;al., 2020</xref>). Liver transplant recipients experiencing TCMR presented a lower diversity index, which represents microbial diversity, in the post-transplant as compared to the pre-transplantation period (<xref ref-type="bibr" rid="B56">Kato et&#xa0;al., 2017</xref>). At the phylum level, an increase in <italic>Pseudomonadota</italic> and <italic>Actinomycetota</italic> and a decrease in <italic>Bacillota (ex Firmicutes)</italic> were observed (<xref ref-type="bibr" rid="B56">Kato et&#xa0;al., 2017</xref>). Moreover, the paper by Swarte and colleagues provide some evidence that age and BMI are variables that are associated with alteration in the microbiota of kidney transplant patients (<xref ref-type="bibr" rid="B114">Swarte et&#xa0;al., 2020</xref>).</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>The gut microbiota</title>
<sec id="s4_1">
<label>4.1</label>
<title>Composition of the gut microbiota</title>
<p>The gut microbiota is composed of a diverse and complex microbial community, which contributes to human health. This community of microorganisms includes bacteria, archaea, viruses and fungi that are distributed throughout the gastro-intestinal tract (<xref ref-type="bibr" rid="B58">Kho and Lal, 2018</xref>). Among the bacterial species, four main phyla represent 98% of the gut microbiota in healthy adults, of which <italic>Bacillota</italic> (60-80%) and <italic>Bacteroidota</italic> (15-25%) are the dominant bacterial phyla, followed by <italic>Pseudomonadota</italic> and <italic>Actinomycetota</italic> (<xref ref-type="bibr" rid="B50">Jandhyala et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B140">Zhang et&#xa0;al., 2019</xref>). The diversity of the gut microbiota depends on host age, genetic parameters, physiological status and health condition, and on exposure to various environmental factors including diet and medication (<xref ref-type="bibr" rid="B27">Falony et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B142">Zhernakova et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B118">The Milieu Int&#xe9;rieur Consortium et&#xa0;al., 2019</xref>). The gut microbiota exerts important effects on host homeostasis, including digestion of dietary fibers, synthesis of essential vitamins, maintenance of the intestinal barrier integrity as well as education and homeostasis of the immune system (<xref ref-type="bibr" rid="B75">Macfarlane and Macfarlane, 2012</xref>; <xref ref-type="bibr" rid="B136">Yu et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B112">Sommer and B&#xe4;ckhed, 2013</xref>; <xref ref-type="bibr" rid="B115">Takiishi et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B89">Okumura and Takeda, 2018</xref>). The gut microbiota is also involved in drug metabolism, potentially leading to the activation, inactivation or toxicity of medicines (<xref ref-type="bibr" rid="B65">Li et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B40">Guo et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B143">Zimmermann et&#xa0;al., 2019</xref>).</p>
<p>Divergence from the &#x2018;normal&#x2019; composition and function of the gut microbiota, called dysbiosis, can occur in pathological conditions such as chronic gastro-intestinal diseases, cardiovascular diseases, metabolic disorders, neurological disorders, carcinogenesis and others (<xref ref-type="bibr" rid="B39">Guinane and Cotter, 2013</xref>; <xref ref-type="bibr" rid="B92">Petersen and Round, 2014</xref>; <xref ref-type="bibr" rid="B71">Lloyd-Price et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B105">Schroeder and B&#xe4;ckhed, 2016</xref>). Changes in the composition of microbiota and alterations of the production of microbial metabolites are referred to as structural and functional dysbiosis, respectively. Increasing data shows that dysbiosis is not only associated with disease occurrence but also partly responsible for disease development.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Pathways for digestive SCFA production</title>
<p>The gut microbiota produces a large amount of metabolites that influence host homeostasis (<xref ref-type="bibr" rid="B28">Fan and Pedersen, 2021</xref>; <xref ref-type="bibr" rid="B127">Wang et&#xa0;al., 2023</xref>). There are short-chain fatty acids (SCFA), represented by acetate, propionate, and butyrate, produced from undigested dietary fiber. Bacterial members of the gut microbiota generate carbon and energy from fermentable carbohydrates that resist digestion by host metabolic enzymes. This process is termed &#x201c;prebiosis&#x201d; (<xref ref-type="bibr" rid="B47">Hugenholtz et&#xa0;al., 2013</xref>). These fermentable carbohydrates are metabolized in the colon by the microbiota via the glycolytic and pentose phosphate pathways that generate deoxy-hexoses and hexoses from starch, cellulose and fructans, and pentoses from xylans and pectins, respectively (<xref ref-type="bibr" rid="B19">Cummings, 1981</xref>; <xref ref-type="bibr" rid="B74">Macfarlane and Macfarlane, 2003</xref>; <xref ref-type="bibr" rid="B22">Deleu et&#xa0;al., 2021</xref>). The main SCFA produced by the gut microbiota are acetate (C2), propionate (C3) and butyrate (C4), in approximate proportions of 60:20:20 (<xref ref-type="bibr" rid="B13">Chambers et&#xa0;al., 2018</xref>). Formate (C1), valerate (C5), caproate (C6) and branched-chain fatty acids (<italic>e.g.</italic>, isobutyrate, 2-methyl-butyrate, and isovalerate) can also be produced by the gut microbiota (<xref ref-type="bibr" rid="B74">Macfarlane and Macfarlane, 2003</xref>; <xref ref-type="bibr" rid="B45">Heaney, 2020</xref>).</p>
<p>The most abundant phyla in the gastro-intestinal tract, <italic>i.e.</italic>, <italic>Bacteroidota</italic> mainly produce acetate and propionate, whereas <italic>Bacillota</italic> mostly release acetate, propionate and butyrate (<xref ref-type="bibr" rid="B74">Macfarlane and Macfarlane, 2003</xref>; <xref ref-type="bibr" rid="B44">He et&#xa0;al., 2020</xref>). Pathways for the production of acetate are commonly spread among bacteria species and this SFCA achieves the highest concentrations in the intestine (<xref ref-type="bibr" rid="B72">Louis and Flint, 2017</xref>), whereas more specific pathways and substrates have been described for propionate and butyrate production. <italic>Bacteroidota</italic> and <italic>Negativicutes</italic> (from <italic>Bacillota</italic> phylum) use the succinate pathway for propionate biosynthesis while <italic>Lachnospiraceae</italic> (from <italic>Bacillota</italic> phylum) use the propanediol pathway (<xref ref-type="bibr" rid="B96">Reichardt et&#xa0;al., 2014</xref>). Moreover, there are two pathways for butyrate synthesis mediated by specific enzymes: butyrate kinase for <italic>Coprococcus eutactus</italic> and <italic>Coprococcus comes</italic> species; or butyryl CoA and acetate CoA transferase for <italic>Faecalibacterium prausnitzii</italic>, <italic>Eubacterium rectale</italic> and <italic>Roseburia intestinalis</italic> species (<xref ref-type="bibr" rid="B96">Reichardt et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Deleu et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>SCFA transporters and receptors</title>
<p>SCFA can passively penetrate and pass through the apical membrane of digestive epithelial cells (<xref ref-type="bibr" rid="B95">Rechkemmer and von Engelhardt, 1988</xref>). SCFA can also be actively transported by sodium-coupled monocarboxylate transporter 1 (SMCT1) or monocarboxylate transporter 1 (MCT1) located on the apical side of digestive epithelial cells (<xref ref-type="bibr" rid="B18">Cuff et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B81">Miyauchi et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B35">Gill et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B41">Gupta et&#xa0;al., 2006</xref>). SCFA are used by colonocytes as a source of energy that provides 6 to 10% of their daily caloric requirements (<xref ref-type="bibr" rid="B8">Bergman, 1990</xref>). The remainder is transported through the basolateral membrane into the bloodstream through MCT4 and MCT5, located there (<xref ref-type="bibr" rid="B35">Gill et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B10">Bik et&#xa0;al., 2018</xref>) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Short chain fatty acids production, transporters, and receptors. <bold>(A)</bold> Gut microbiota produces short chain fatty acids (SCFA) from fermentable carbohydrates that resist digestion by host metabolic enzymes. The three main SCFA produced are acetate, propionate, and butyrate. <bold>(B)</bold> SCFA can passively penetrate the mucosa or can be actively transported through SMCT1 or MCT1 located on the cell apical side, and MCT4 or MCT5 on the basal side of intestinal epithelial cells. <bold>(C)</bold> SCFA selectively activate three different G protein coupled receptors (GPR) on intestinal cells, namely GPR41, GPR43 and GPR109A; the last one being activated only by butyrate. <bold>(D)</bold> The SCFA receptors are expressed on gut epithelial cells, on immune cells (T cells, B cells, dendritic cells, macrophages, neutrophils) and on various other cell types in solid organs such as the spleen, the pancreas, the muscle, the adipose tissue and the brain.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1342354-g005.tif"/>
</fig>
<p>SCFA are selective agonists of three different G-protein coupled receptors (GPCR) in intestinal cells, namely, GPR41 (free fatty acid receptor 3 or FFAR3), GPR43 (free fatty acid receptor 2 or FFAR2) and, only for butyrate, GPR109A (hydroxycarboxylic acid receptor 2 or HCAR2) (<xref ref-type="bibr" rid="B12">Brown et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B117">Thangaraju et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B141">Zhao et&#xa0;al., 2018</xref>). These receptors are also expressed on various other cell types such as immune cells (<italic>e.g.</italic>, neutrophils, B and T cells, macrophages and DC) and endothelial cells, and in different organs and tissues such as the brain, adipose tissue, spleen and muscles (<xref ref-type="bibr" rid="B64">Le Poul et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B125">Vinolo et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B67">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B122">van der Hee and Wells, 2021</xref>) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Of note, SCFA receptors have not been detected so far on NK cells.</p>
<p>In addition, some SCFA, particularly butyrate, have histone deacetylase (HDAC) inhibitory activity leading to epigenetic modification of the genes, allowing their differential expression (<xref ref-type="bibr" rid="B69">Licciardi et&#xa0;al., 2011</xref>). A well-known example of this pathway is the acetylation of the Foxp3 locus by butyrate in T cells leading to Foxp3 transcription factor expression and differentiation of regulatory T lymphocyte (Treg) (<xref ref-type="bibr" rid="B6">Arpaia et&#xa0;al., 2013</xref>).</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>SCFA-induced immunomodulation</title>
<p>SCFA produced by the gut microbiota are involved in the local and systemic regulation of immune functions. Overall, they have anti-inflammatory functions and they promote the differentiation and the function of immune cells with immunosuppressive properties (<xref ref-type="bibr" rid="B140">Zhang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B127">Wang et&#xa0;al., 2023</xref>). Immunomodulation results either from their direct effect on immune cells or their indirect effect on non-immune cells, <italic>e.g.</italic>, gut epithelial cells or endothelial cells, that participate in immune reactions by facilitating the recruitment and the activation of immune cells (<xref ref-type="bibr" rid="B66">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B21">Deleu et&#xa0;al., 2023</xref>).</p>
<sec id="s5_1">
<label>5.1</label>
<title>Neutrophils</title>
<p>Neutrophils are the first immune cells to be attracted to an inflammatory site. They can be activated by pathogens to produce cytokines. These cytokines initiate the recruitment and activation of other immune cells, coordinating the overall immune response (<xref ref-type="bibr" rid="B78">Mayadas et&#xa0;al., 2014</xref>). Neutrophil express receptors for immunoglobulins and are activated by antibodies bound to antigens, leading to the production of cytokines and ROS and the secretion of granules. ROS production is known to be toxic to tissues while granule secretion may cause tissue damage or help tissue repair (<xref ref-type="bibr" rid="B61">Kruger et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B126">Wang, 2018</xref>). In the context of solid organ transplantation, neutrophils are typically the first type of leukocytes to infiltrate transplanted organs and to orchestrate local inflammation and possibly provoke tissue damage (<xref ref-type="bibr" rid="B104">Schofield et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B107">Scozzi et&#xa0;al., 2017</xref>).</p>
<p>
<italic>In vitro</italic>, propionate and butyrate significantly reduce the production of pro-inflammatory molecules, such as TNF-&#x3b1; and cytokine-induced neutrophil chemoattractant-2 (CINC-2&#x3b1;&#x3b2;) induced by the bacterial product lipopolysaccharide (<xref ref-type="bibr" rid="B125">Vinolo et&#xa0;al., 2011</xref>). Butyrate blocks microbial product-induced ROS production, whereas acetate favors the basal production of ROS (<xref ref-type="bibr" rid="B124">Vinolo et&#xa0;al., 2009</xref>). In addition, propionate and butyrate provoke caspase-8 and 9-dependent apoptosis of non-activated neutrophils and facilitate activated neutrophil apoptosis by inhibiting HDAC activity (<xref ref-type="bibr" rid="B5">Aoyama et&#xa0;al., 2010</xref>). Moreover, in a mouse model, acetate was protective against ischemia- and reperfusion-induced injuries, which was associated with a decreased number of activated neutrophils found in kidney tissue and a reduced level of oxidative stress in kidney cells (<xref ref-type="bibr" rid="B4">Andrade-Oliveira et&#xa0;al., 2015</xref>).</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>B lymphocytes</title>
<p>B lymphocytes play a key role in the humoral immune response and are involved in organ rejection by producing DSA. Moreover, B cells can affect the transplanted organs by interacting with and regulating T cells (<xref ref-type="bibr" rid="B103">Schmitz et&#xa0;al., 2020</xref>). Propionate and butyrate treatment inhibit immunoglobulin class-switch recombination and somatic hypermutation in B cells and diminish plasma cell differentiation (<xref ref-type="bibr" rid="B100">Sanchez et&#xa0;al., 2020</xref>). Moreover, acetate promotes B10 lymphocytes, a subpopulation of regulatory B cells that produce the potent Th1 inhibitory and anti-inflammatory cytokine IL10 (<xref ref-type="bibr" rid="B54">Kalampokis et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B77">Matsumoto et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B20">Da&#xef;en et&#xa0;al., 2021</xref>). In a mouse model, butyrate has been shown to induce B10 cell differentiation (<xref ref-type="bibr" rid="B59">Kim et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s5_3">
<label>5.3</label>
<title>T lymphocytes</title>
<p>T lymphocytes are central in the immune response against foreign antigens occurring after solid organ transplantation. T lymphocytes recognize antigens presented by APC and either differentiate into cytotoxic cells, the Tc, or activate effector inflammatory cells that damage foreign tissue (<xref ref-type="bibr" rid="B49">Issa et&#xa0;al., 2010</xref>). SCFA modulates T lymphocyte differentiation and function through the inhibition of HDAC activity or <italic>via</italic> GPR binding (<xref ref-type="bibr" rid="B127">Wang et&#xa0;al., 2023</xref>). The most potent effect of SCFA on T cells is the promotion of Treg, a subpopulation with potent inhibitory function on Th cells and considered as the major actor of immune tolerance against self-antigens (<xref ref-type="bibr" rid="B7">Bayati et&#xa0;al., 2021</xref>). Of note, the potential use of Treg as an alternative or as a supplement to immunosuppressive therapies in organ transplantation to reduce graft rejection and avoid associated adverse effects has been discussed and investigated (<xref ref-type="bibr" rid="B76">Mathew et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B101">S&#xe1;nchez-Fueyo et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B53">Juneja et&#xa0;al., 2022</xref>). <italic>In vitro</italic>, butyrate and to a lesser extent the other SCFA isovalerate and propionate, stimulate, <italic>via</italic> inhibition of HDAC, the generation of Treg (<xref ref-type="bibr" rid="B6">Arpaia et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B33">Furusawa et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B57">Kespohl et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B123">Verma et&#xa0;al., 2018</xref>). The positive regulation of Treg by butyrate was confirmed in a mouse model (<xref ref-type="bibr" rid="B6">Arpaia et&#xa0;al., 2013</xref>). In addition, in a mouse model of kidney transplantation, acetate and butyrate supplementation prolonged allograft survival by promoting tolerance towards graft (<xref ref-type="bibr" rid="B133">Wu et&#xa0;al., 2020</xref>). By depleting Treg or by using GPR43 deficient mice, the authors showed that the benefit of acetate supplementation resulted from the promotion of Treg differentiation through a GPR43-dependent pathway (<xref ref-type="bibr" rid="B133">Wu et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s5_4">
<label>5.4</label>
<title>APC</title>
<p>APC, including DC and macrophages play a significant role in the immune response after transplantation. Macrophages may differentiate into pro-inflammatory cells with high microbicidal activity, called M1, or into anti-inflammatory cells with low microbicidal potential, known as M2 (<xref ref-type="bibr" rid="B137">Yunna et&#xa0;al., 2020</xref>). M1 macrophages are involved in acute and chronic inflammation, as well as in graft rejection. In contrast, M2 macrophages have a beneficial role in promoting Treg differentiation and immune tolerance towards the graft (<xref ref-type="bibr" rid="B102">Schmidt et&#xa0;al., 2016</xref>). Some authors propose to target DC and to modulate macrophages as a new treatment strategy to improve transplant outcomes (<xref ref-type="bibr" rid="B79">Merad et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B90">Panzer, 2022</xref>). Butyrate and propionate strongly inhibit human monocyte-derived DC activation by bacterial products (<xref ref-type="bibr" rid="B86">Nastasi et&#xa0;al., 2015</xref>). Butyrate has the same effect on murine bone marrow-derived DC: murine DC preincubated with butyrate favors the production of the anti-inflammatory cytokine IL10 by mouse splenocytes (<xref ref-type="bibr" rid="B9">Berndt et&#xa0;al., 2012</xref>). More recently, it was shown <italic>in vitro</italic> and <italic>in vivo</italic> that butyrate, through its HDAC inhibitory activity, imprints a potent anti-microbial activity during macrophage differentiation (<xref ref-type="bibr" rid="B106">Schulthess et&#xa0;al., 2019</xref>). <xref ref-type="bibr" rid="B130">Wang et&#xa0;al. (2020b)</xref> showed <italic>in vitro</italic> that propionate and butyrate suppress the pro-inflammatory M1 phenotype of macrophages while promoting the anti-inflammatory M2 phenotype (<xref ref-type="bibr" rid="B130">Wang et&#xa0;al., 2020b</xref>). They also demonstrated in a mouse model that the fermentable fiber inulin-induced reduction of alcoholic liver disease is associated with an increased intestinal content of propionate and butyrate and, in parallel, with the suppression of hepatic M1 macrophages and an increased number of M2 macrophages (<xref ref-type="bibr" rid="B130">Wang et&#xa0;al., 2020b</xref>). Another paper showed in a mouse model of kidney injury that acetate decreases the numbers of kidney infiltrating macrophages and kidney cell oxidative stress that may result from ROS production by macrophages (<xref ref-type="bibr" rid="B4">Andrade-Oliveira et&#xa0;al., 2015</xref>). In addition, <italic>in vitro</italic> butyrate reduces the production of inflammatory mediators (TNF-&#x3b1;, IL-6, inducible nitric oxide synthase) by macrophages (<xref ref-type="bibr" rid="B88">Ohira et&#xa0;al., 2013</xref>). Using high fiber diet in a mouse model of airways viral infection, <xref ref-type="bibr" rid="B120">Trompette et&#xa0;al. (2018)</xref> demonstrated that butyrate diminishes the ability of macrophages to produce the proinflammatory mediator C-X-C motif ligand 1 (CXCL1) and the subsequent airways neutrophil influx (<xref ref-type="bibr" rid="B120">Trompette et&#xa0;al., 2018</xref>). Finally, <xref ref-type="bibr" rid="B109">Singh et&#xa0;al. (2014)</xref>, combining <italic>in vitro</italic> and <italic>in vivo</italic> experiments, brought evidence that butyrate activates GPR109A and promotes the production of IL10 by colonic macrophages, boosting Treg differentiation and reducing colon carcinogenesis (<xref ref-type="bibr" rid="B109">Singh et&#xa0;al., 2014</xref>).</p>
</sec>
</sec>
<sec id="s6" sec-type="conclusions">
<label>6</label>
<title>Conclusion</title>
<p>In solid organ transplantation, graft rejection may occur within hours to years after surgery. This can happen through multiple mechanisms (<xref ref-type="bibr" rid="B83">Moreau et&#xa0;al., 2013</xref>). To manage the risk of graft rejection, patients are treated life-long with immunosuppressive drugs that dampen their immune system. However, immunosuppressive drug use is associated with serious adverse effects including severe intestinal lesions, metabolic diseases, cardiovascular disorders and cancer that significantly impair patient quality of life and affect graft outcome. After transplantation, most patients present with dysbiosis and some immunosuppressive drugs alter the production of SCFA (<xref ref-type="bibr" rid="B114">Swarte et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B51">Jardou et&#xa0;al., 2021</xref>). SCFA are essential metabolites for host homeostasis; through specific receptor activation and/or HDAC inhibition, SCFA regulate the local and systemic immune systems, directly by acting on neutrophil, B and T cells, macrophages, and DC and indirectly by affecting the ability of epithelial and endothelial cells to recruit and activate immune cells. Overall, in these cells, the microbial metabolites SCFA favor anti-inflammatory or immunosuppressive properties (<xref ref-type="bibr" rid="B140">Zhang et&#xa0;al., 2019</xref>). The decreased production of SCFA due to maintenance immunosuppressive drugs may thus lead to permanent low-level systemic inflammation with deleterious effect on the graft in the long run.</p>
<p>There is some experimental evidence that restoring a &#x201c;normal&#x201d; level of SCFA in pre-clinical models might be beneficial (<xref ref-type="bibr" rid="B133">Wu et&#xa0;al., 2020</xref>); exogenous SCFA could oppose systemic inflammation and reinforce the immunosuppressive effects of drugs, allowing lower doses hence mitigating their adverse effects.</p>
<p>Other potentially active gut microbial metabolites may be involved in the development of comorbidities and graft rejection, but require further investigation. For example, primary bile acids, which are converted to secondary bile acids by the gut microbiota, are important regulators of glucose and lipid homeostasis. Bile acids may also signal through specific receptors to regulate the immune system (<xref ref-type="bibr" rid="B29">Fiorucci et&#xa0;al., 2018</xref>). The gut microbiota is also involved in the production of branched-chain amino acids (<italic>i.e.</italic>, valine, isoleucine, and leucine), the alteration of which could lead to disturbances in protein synthesis, glucose and lipid metabolism, insulin resistance and immune disorders (<xref ref-type="bibr" rid="B46">Hole&#x10d;ek, 2018</xref>). Tryptophan derivatives produced by some bacterial strains are involved in maintaining gut barrier homeostasis and improving glucose metabolism (<xref ref-type="bibr" rid="B68">Li et&#xa0;al., 2021</xref>) and could be of interest as and adjunctive therapy as they have complementary anti-inflammatory and immunosuppressive properties, including the ability to inhibit NK cell activation (<xref ref-type="bibr" rid="B127">Wang et&#xa0;al., 2023</xref>). Gut microbiota can also produce trimethylamines, which are converted to trimethylamine-N-oxide (TMAO), high levels of which are associated with cardiovascular disorders (<xref ref-type="bibr" rid="B26">Fadhlaoui et&#xa0;al., 2020</xref>).</p>
<p>Overall, observational and, further, interventional clinical studies are needed to better evaluate the benefit of SCFA and other gut microbiota-derived metabolites in transplantation and their synergistic effects with immunosuppressive drugs.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>MJ: Writing &#x2013; original draft, Conceptualization, Writing &#x2013; review &amp; editing. CB: Writing &#x2013; review &amp; editing, Conceptualization. PM: Writing &#x2013; review &amp; editing, Conceptualization. NP: Writing &#x2013; review &amp; editing, Conceptualization. AD: Writing &#x2013; review &amp; editing, Conceptualization, Writing &#x2013; original draft. RL: Writing &#x2013; review &amp; editing, Conceptualization, Writing &#x2013; original draft.</p>
</sec>
</body>
<back>
<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. MJ is supported by a PhD grant from the French Ministry of Higher Education, Research and Innovation and the University of Limoges, France.</p>
</sec>
<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>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr">
<p>ABMR, antibody mediated rejection; APC, antigen-presenting cell; DC, dendritic cell; DSA, donor-specific antibody; GPCR, G-protein coupled receptor; HDAC, histone deacetylase; IFN&#x3b3;, interferon-&#x3b3;; IL, interleukin; MCT, monocarboxylate transporter; mTOR, mammalian target of rapamycin; MHC, major histocompatibility complex; NK, natural killer; ROS, reactive oxygen species; RNS, reactive nitrogen species; SCFA, short-chain fatty acids; SMCT, sodium-coupled monocarboxylate transporter; Tc, cytotoxic T lymphocyte; TCMR, T-cell mediated rejection; Th, helper T lymphocyte; Treg, regulatory T lymphocyte.</p>
</fn>
</fn-group>
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