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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.2024.1504806</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>The effector function of mucosal associated invariant T cells alters with aging and is regulated by ROR&#x3b3;t</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yang</surname>
<given-names>Zhi</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/1428336"/>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Luo</surname>
<given-names>Banxin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Li</surname>
<given-names>Minhuan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>He</surname>
<given-names>Ziyun</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2863191"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Ren</surname>
<given-names>Chuanfu</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Kang</surname>
<given-names>Xing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Hong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>En</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/950198"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Guan</surname>
<given-names>Wenxian</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="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xia</surname>
<given-names>Xuefeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of General Surgery, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of General Surgery, Nanjing Drum Tower Hospital, Drum Tower Clinical Medical College, Nanjing University of Chinese Medicine</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Andrology, Drum Tower Clinical Medical College of Nanjing Medical University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Gastrointestinal Surgery, Zhongnan Hospital of Wuhan University</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of General Surgery, Drum Tower Clinical Medical College of Nanjing Medical University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of General Surgery, Taikang Xianlin DrumTower Hospital, The Affiliated Hospital of Wuhan University Medical School</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Xiaolei Hao, St. Jude Children&#x2019;s Research Hospital, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Hao Song, St. Jude Children&#x2019;s Research Hospital, United States</p>
<p>Zilu Chen, The State University of New Jersey, United States</p>
<p>Liang Li, University of Pennsylvania, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xuefeng Xia, <email xlink:href="mailto:daniel_xuefeng@hotmail.com">daniel_xuefeng@hotmail.com</email>; Wenxian Guan, <email xlink:href="mailto:guanwenxianb930@126.com">guanwenxianb930@126.com</email>; En Xu, <email xlink:href="mailto:2078331798@qq.com">2078331798@qq.com</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>28</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1504806</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Yang, Luo, Li, He, Ren, Chen, Kang, Chen, Xu, Guan and Xia</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Yang, Luo, Li, He, Ren, Chen, Kang, Chen, Xu, Guan and Xia</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>Mucosal-associated invariant T (MAIT) cells are a predominant subset of innate-like T cells in humans, characterized by diverse gene expression profiles and functional capabilities. However, the factors influencing the transcriptomes and effector functions of MAIT cells, particularly at mucosal barriers, remain largely unclear.</p>
</sec>
<sec>
<title>Methods</title>
<p>In this study, we employed single-cell RNA sequencing (scRNA-seq) and functional assays to investigate the transcriptomic and functional characteristics of intestinal MAIT cells in mouse models during aging. We also extended scRNA-seq analysis to human intestinal MAIT cells to compare their gene expression patterns with those observed in aged mice.</p>
</sec>
<sec>
<title>Results</title>
<p>Our findings demonstrated that the transcriptomes and functional capabilities of intestinal MAIT cells shifted from MAIT17 to MAIT1 profiles with aging in mouse models, with notable changes in the production of cytotoxic molecules. Further scRNA-seq analysis of human intestinal MAIT cells revealed a segregation into MAIT1 and MAIT17 subsets, displaying gene expression patterns that mirrored those seen in aged mouse models. The transcription factor ROR&#x3b3;t was expressed in both MAIT1 and MAIT17 cells, acting to repress IFN&#x3b3; production while promoting IL17 expression. Moreover, reduced expression of RORC and Il17A was correlated with poorer survival outcomes in colorectal cancer patients.</p>
</sec>
<sec>
<title>Discussion</title>
<p>These results suggest that aging induces a functional shift between MAIT1 and MAIT17 cells, which may be influenced by transcriptional regulators like ROR&#x3b3;t. The observed alterations in MAIT cell activity could potentially impact disease prognosis, particularly in colorectal cancer. This study provides new insights into the dynamics of MAIT cell responses at mucosal barriers, highlighting possible therapeutic targets for modulating MAIT cell functions in aging and disease.</p>
</sec>
</abstract>
<kwd-group>
<kwd>mucosal-associated invariant T cells (MAIT)</kwd>
<kwd>MAIT1</kwd>
<kwd>MAIT17</kwd>
<kwd>aging</kwd>
<kwd>scRNA-seq (single-cell RNA sequencing)</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="56"/>
<page-count count="15"/>
<word-count count="6179"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>T Cell Biology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Mucosal-associated invariant T cells (MAIT cells) are the predominant subset of innate-like T cells in humans (<xref ref-type="bibr" rid="B1">1</xref>). They recognize intermediates of riboflavin synthesis, a conserved metabolic pathway found in bacteria and fungi (<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>). MAIT cells exhibit characteristics of both innate and adaptive immunity (<xref ref-type="bibr" rid="B1">1</xref>). Unlike conventional T cells, which differentiate into various effector subsets following activation, MAIT cells acquire specialized effector functions during early development in the thymus and are transcriptionally poised for these functions upon egress (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>Previous studies indicate that MAIT cells possess diverse functional capabilities. Mouse and human MAIT cells include at least two subsets: IFN&#x3b3;-producing MAIT1 cells and IL-17A-producing MAIT17 cells (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>). In addition to IFN&#x3b3; and IL-17, MAIT cells can produce a variety of other effector molecules, including various cytotoxic factors (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). However, the specific effector molecules produced by MAIT1 and MAIT17 subsets remain incompletely understood. The factors influencing the gene expression profiles and functional capabilities of MAIT cells, as well as the correlation between their effector functions with disease prognosis, are still largely unknown.</p>
<p>Aging is a complex process associated with an increased incidence of cancers and other disorders. Aging is paradoxically associated with both a decline in adaptive immunity (immunoscencence) and elevated basal levels of inflammation (Inflammaging). Aging leads to deterioration in the adaptive immune system, characterized by diminished na&#xef;ve T cell and B cell pools, impaired antibody responses, and a contracted TCR repertoire (<xref ref-type="bibr" rid="B24">24</xref>). Concurrently, abnormal activities of various innate immune cells and the accumulation of senescent cells contribute to chronic tissue inflammation (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). However, the effects of aging on non-traditional T cells, such as various innate-like T cells enriched at mucosal barriers, remain poorly understood. Investigating the impact of aging on innate-like T cells particularly MAIT cells may provide novel insights into lymphocyte aging and reveal strategies to combat aging-associated disorders including malignancies.</p>
<p>Colorectal cancer (COAD) is a significant global health burden. The association between MAIT cell gene expression profiles with COAD remained unexplored. In addition, the incidence of COAD increases with age COAD (<xref ref-type="bibr" rid="B27">27</xref>), and the elderly individuals often face challenges in optimizing treatment strategies. Recent research has identified several genes associated with cellular aging that correlate with COAD prognosis (<xref ref-type="bibr" rid="B28">28</xref>). However, the precise impact of immune cell aging on COAD remains largely uncharacterized.</p>
<p>In this study, we report that aging induces a shift in both the transcriptomes and functional capabilities of MAIT cells, changing from MAIT17 to MAIT1 profiles. We further demonstrate that human and mouse MAIT cells share similar gene expression patterns for the MAIT1 and MAIT17 profiles. Our findings reveal that the transcription factor ROR&#x3b3;t promotes IL17A production while repressing IFN&#x3b3; production in both mice and humans. In addition, decreased expression of <italic>RORC</italic> and <italic>IL17A</italic> correlates with worse prognosis in colon cancers. These results provide insights into innate lymphocyte aging and may inform strategies to address aging-associated disorders such as cancer.</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>Mice</title>
<p>Young (6-8 weeks) and aged (20 months) C57BL/6 mice of both sexes were bred in the animal research facility. All animal experiments were conducted in accordance with protocols approved by the Institutional Animal Care and Use Committee of Nanjing Drum Tower Hospital.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Human tissues</title>
<p>De-identified intestinal tissues were collected at Nanjing Drum Tower Hospital. Relative normal tissues from patients with colorectal cancers were obtained and stored in cold SPS-1 storage buffer before immediate processing. De-identified samples from 7 individuals of middle age (45-65) and both sexes were obtained. The study was approved by the Ethics Committee of Nanjing Drum Tower Hospital.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Isolation of lymphocytes from tissues</title>
<p>For isolation of lymphocytes from mouse and human intestines, intestine tissues were cut into small pieces, and epithelial cells were dissociated with HBSS containing 5 mM EDTA, 1 mM DTT, and 2% FBS, shaken for 20 minutes at 37&#xb0;C. This process was performed twice. After each step, samples were vortexed, rinsed with PBS, and the epithelial cell layer was discarded. The remaining tissue was digested in HBSS with 1 mg/mL Liberase TM (Roche), and 200 &#x3bc;g/mL DNase I (Roche) for 30 minutes at 37&#xb0;C. Percoll centrifugation was performed to remove dead cells and debris. The resulting single cells were strained through a 70 &#x3bc;M mesh.</p>
<p>For isolation of lymphocytes from mouse lungs, euthanized mice were perfused by injecting 20 ml cold PBS into the right ventricle of the heart. The lung tissues were minced by a scissor, and digested in HBSS with 1 mg/mL Liberase TM, and 200 &#x3bc;g/mL DNase I for 30 minutes at 37&#xb0;C. The cells were then filtered through a 70 &#x3bc;M mesh.</p>
<p>For isolation of skin lymphocytes, the ear pinnae were obtained and separated into ventral and dorsal sheets. The sheets were digested in RPMI 1640 media with 0.5 mg/mL DNase I, and 0.25 mg/mL Liberase TL (Roche) for 1 hour and 45 minutes at 37&#xb0;C. After digestion, the skin sheets were homogenized, followed by Percoll centrifugation to remove dead cells and debris. The single cell suspension was then passed through 70-&#x3bc;m filters.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Flow cytometry and cell sorting</title>
<p>Cells were stained with MR1-5-OP-RU tetramers together with surface antibodies at room temperature for 30 minutes. MR1 tetramers were generated by tetramerizing biotinylated monomers loaded with 5-OP-RU (Immundex) using streptavidin conjugated to APC (Thermo), as previously described (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B29">29</xref>). Antibodies for human samples include anti-CD45 (HI30, cat#MHCD4528, Thermo), anti-CD3 (OKT3, 317338, Biolegend), anti-CD161 (130-113-591, cat#130-113-591, Miltenyi Biotec), anti-ROR&#x3b3;t (AFKJS-9, cat # 12-6988-82, Thermo). Antibodies for mouse samples included anti-CD45 (104, cat# 109820, Biolegend), anti-CD3 (145-2C11, cat#100326, Biolegend), anti-IL18R (P3TUNYA, 12-5183-82, Thermo), anti-CD90 (53-2.1, cat#140310, Biolegend), anti-ROR&#x3b3;t,(B2D, cat# 12-6981-82, Thermo). Intracellular staining of ROR&#x3b3;t was performed using FoxP3 Fix/Perm Kit (Thermo) according to the manufacturer&#x2019;s instructions. Ki67 staining was performed using the PE Mouse Ki67 Staining Kit (BD Biosciences) according to the manufacturer&#x2019;s instructions. Annexin V staining was performed with the PE Annexin V Apoptosis Detection Kit (BD Biosciences) following the manufacturer&#x2019;s instructions. For fluorescence activated cell sorting (FACS), human MAIT cells were sorted by fluorescence activated cell sorting (FACS) as CD45+ CD3 + 5-OP-RU tetramer+, with CD161 included to assist with gating and to exclude debris and nonspecifically stained cells. Mouse MAIT cells were identified as CD45+ CD3 + 5-OP-RU tetramer+, with IL18R included for gating assistance and to exclude debris and nonspecifically stained cells.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Single cell RNA sequencing</title>
<p>For single cell RNA sequencing with mouse cells, MAIT cells were pooled and sorted from samples from 5 young or 5 aged mice. For single cell RNA sequencing with human cells, MAIT cells were pooled and sorted from samples from 7 different human donors. scRNA-seq libraries were prepared using the chromium 5&#x2019; single cell gene expression kit from 10x genomics according to the manufacturer&#x2019;s instructions. Sequencing was carried out using a NextSeq 500 (Illumina). Analysis was carried out using Cellranger. Normalization of the data was achieved using the SCTransform function within Seurat. Cell clustering was performed using Uniform Manifold Approximation and Projection (UMAP). Feature plots, and violin plots were generated using normalized data. A Wilcoxon rank sum test was used as a statistical significance test.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Gene set enrichment analysis</title>
<p>The GSEA algorithm was utilized to access the enriched gene sets from differential genes. In brief, the differential gene expression of targeted two groups was calculated with the R package limma 3.56.2. Then the differential genes were preranked by log2FoldChange and subjected to the R package clusterProfiler 4.8.3. Results with p value&lt;0.05, NES&gt;1 and False discovery rate&lt;0.25 were considered significant.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Reverse transcription&#x2010;quantitative PCR</title>
<p>For RT&#x2013;qPCR analysis, mRNA was isolated from FACS sorted MAIT cells using either the RNeasy Plus Mini Kit (Qiagen), following the manufacturer&#x2019;s protocols. Complementary DNA (cDNA) was synthesized using SuperScript II Reverse Transcriptase (Thermo). qPCR was carried out using ABI pre-optimized TaqMan probes. Probes for mouse genes included those to detect <italic>Ifng</italic> (Mm01168134_m1), <italic>Tbx21</italic> (Mm00450960_m1), <italic>Ccl5</italic> (Mm01302427_m1), <italic>Ccl4</italic> (Mm00443111_m1), <italic>Il17a</italic> (Mm00439618_m1), <italic>Il22</italic>(Mm01226722_g1), <italic>Ccr6</italic>(Mm99999114_s1), <italic>Il23r</italic>(Mm00519943_m1), <italic>Gzmb</italic> (Mm00442837_m1), <italic>Nkg7</italic>(Mm01205900_g1), <italic>Prf1</italic>(Mm00812512_m1), <italic>Gzma</italic> (Mm01304452_m1), and <italic>Gapdh</italic> (Mm99999915_g1). Gene expression levels were calculated relative to Gapdh for normalization.</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>Survival analysis</title>
<p>Survival analysis was conducted using RNA-seq Data data and clinical information from 446 colon cancer (COAD) patients, obtained from The Cancer Genome Atlas (TCGA). The primary objective was to investigate the correlation between gene expression and overall survival outcomes. To assess the prognostic significance of specific gene expressions, an univariate Cox proportional-hazards regression model was applied to each gene with the &#x201c;coxph&#x201d; function of the R package &#x201c;survival&#x201d;. The hazard ratios (HR) and corresponding 95% confidence intervals (CI) were calculated for both genes, with p-values indicating the significance of their association with survival. To dichotomize the patients into high-expression and low-expression groups for <italic>IL17A</italic> and <italic>RORC</italic>, the optimal cut-off points were determined by the &#x201c;surv_cutpoint&#x201d; function of the R package &#x201c;survminer&#x201d;. The cut-off values were selected based on the maximization of the log-rank statistic. Kaplan-Meier survival curves were plotted for the survival rates of high-expression and low-expression groups. The differences in overall survival between the two groups were statistically evaluated using the log-rank test.</p>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>
<italic>In vitro</italic> culture of MAIT cells</title>
<p>For culturing of mouse MAIT cells, 96-well culture plates were bound with 3&#x3bc;g/ml of anti-CD3 (clone 2C11) and anti-CD28 (clone 37.51) antibodies overnight, before MAIT cell culture. 5000 mouse MAIT cells were sorted by FACS and cultured with DMEM medium supplemented with 1% ITS-G supplement (Thermo), 1% of penicillin and streptomycin, 100ng/ml IL-7 (R&amp;D), in the presence of 5&#x3bc;M ROR&#x3b3;t inhibitor GSK805. Cells were cultured for 3 days, and cell-free culture supernatant was collected. Concentrations, cytokines and chemokines were measured by bead-based multiplex assays using LegendPlex kits (Biolegend) according to the manufacterer&#x2019;s instructions. Granzyme B concentrations were measured by ELISA (Thermo).</p>
<p>For culturing of human MAIT cells, 96-well culture plates were bound with 1&#x3bc;g/ml of anti-CD3 (clone OKT3) and 5&#x3bc;g/ml of anti-CD28 (clone CD28.2) antibodies overnight, before cell culture. 50,000 human MAIT cells were sorted by FACS and cultured with DMEM medium supplemented with 1% ITS-G supplement (Thermo), 1% of penicillin and streptomycin, 100ng/ml IL-7, and 5&#x3bc;M ROR&#x3b3;t inhibitor GSK805 or vehicle control. Cells were cultured for 2-3 days and supernatant were collected. Concentrations of cytokines, chemokines and cytotoxic molecules were measured by bead-based multiplex assays using the LegendPlex kits (Biolegend).</p>
</sec>
<sec id="s2_10">
<label>2.10</label>
<title>Statistical analysis</title>
<p>Wilcoxon rank sum test was used to determine the significance of scRNA-seq data. Student T cells or one-way ANOVA was used for data obtained from other experiments. p&lt;0.05 was considered significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>MAIT cells accumulate with aging in mice</title>
<p>Little is known about the effects of aging on innate-like T cells. To investigate the effects of aging on MAIT cells, we performed flow cytometry analysis to examine MAIT cells in the large intestinal laminal propria (LILP) of young (4-6 weeks old) and aged (20-month-old) mice. MAIT cells were identified as T cells that stained positively with MR1 tetramers. Because MAIT cells in mouse tissues express IL18R (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>), we used IL18R to help gate MR1 tetramer-staining positive cells and to exclude debris and cells with nonspecific tetramer binding (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). Notably, MAIT cell percentages and abundance greatly increased with aging (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A&#x2013;C</bold>
</xref>). Our quantification of MAIT cells was based on the total MAIT cells present in the entire large intestine tissue from each mouse (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>). Because isolating lymphocytes from the intestines is a highly time-sensitive procedure, we were unable to measure tissue weight before digesting the samples. The identity of MAIT cells was validated by their high expression of characteristic surface markers including CD90, IL18R and IL7R (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). Ki67 expression was comparable between MAIT cells from young and aged mice (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1E, F</bold>
</xref>). Annexin V staining revealed minimal apoptosis in MAIT cells isolated from both young or aged mice (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1G, H</bold>
</xref>). These results suggest that aging does not significantly affect the proliferation or survival of MAIT cells. Furthermore, a similar accumulation of MAIT cells was observed in the lung and the skin of aged mice, indicating that age-related increase in MAIT cells with aging is not restricted to intestines (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1I&#x2013;L</bold>
</xref>). Together, these data indicate that MAIT cells accumulate at mucosal barriers with aging in mice.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>MAIT cells accumulated at mucosal barriers with age. <bold>(A)</bold> Representative flow cytometry flow profiles of MAIT cells in the large intestinal laminal propria (LILP) of young (6-8 weeks) and aged (20-month) mice. Plots were pre-gated on lung DAPI-CD45+CD3/TCR&#x3b2;+ cells. <bold>(B)</bold> Percentages of MAIT cells in the LLIP of young and aged mice. <bold>(C)</bold> Numbers of MAIT cells in the LLIP of young and aged mice. <bold>(D)</bold> Representative flow cytometry profiles showing expression of IL7Ra, IL18R, and CD90 by intestinal MAIT cells in young and aged mice. <bold>(E)</bold> Representative flow cytometry profiles showing expression of Ki67 in MAIT cells from young and aged mice. <bold>(F)</bold> Mean fluorescence intensity (MFI) of Ki67. <bold>(G)</bold> Representative flow cytometry profiles showing Annexin V staining in MAIT cells from young and aged mice. <bold>(H)</bold> Percentages of MAIT cells with positive Annexin V staining. <bold>(I)</bold> Percentages of MAIT cells in the lungs of young and aged mice. <bold>(J)</bold> Numbers of MAIT cells in the lungs of young and aged mice. <bold>(K)</bold> Percentages of MAIT cells in the skin of young and aged mice. <bold>(L)</bold> Numbers of MAIT cells in the skin of young and aged mice. Data are from 4-6 mice per group, pooled from 2 independent experiments. ** p&lt;0.01. ns, not significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1504806-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>The transcriptomes and functional capabilities of MAIT cells shift from a MAIT1 profile to MAIT17 profile with aging</title>
<p>To examine the effects of aging on the gene expression profiles of MAIT cells, we performed single-cell RNA-sequencing (scRNA-seq) of MAIT cells sorted from LILP of young and aged mice (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The identity of MAIT cells was validated by their high expression of characteristic marker genes such as <italic>Rorc</italic> and <italic>Zbtb16</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Mouse intestinal MAIT cells were initially separated into four subsets by UMAP (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Subset 3 expressed high levels of proliferating gene markers such as <italic>Mki67</italic>, and were therefore annotated &#x201c;MAIT_proliferating&#x201d; (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2C, D</bold>
</xref>). Subset 1 and 2 exhibited similar transcriptome profiles, showing low expression of various lymphocyte activation gene (e.g. <italic>Icos</italic>, <italic>Lcp2</italic>, <italic>Lck</italic>, <italic>Lat</italic>, <italic>Nfkb1, Cd40lg, Cd69, Nfil3</italic>) and effector molecule genes including <italic>Ifng</italic> and <italic>Il17a</italic> (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, D</bold>
</xref>). These cells were thus annotated as &#x201c;MAIT_resting&#x201d; (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). Subset 0 expressed high levels of genes associated with lymphocyte activation, and were thus annotated as MAIT_activated (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). While gene positively regulate T cell activation (<italic>Icos</italic>, <italic>Lcp2</italic>, <italic>Lck</italic>, <italic>Lat</italic>, <italic>Nfkb1, Cd40lg, Cd69, Nfil3</italic>) were expressed at the highest levels in MAIT cells, checkpoint genes negatively regulate T cell activation (<italic>Pdcd1, Ctla4</italic>) were expressed at the highest levels in MATI_proliferating cells. Notably, MAIT cells from aged mice had a significantly higher average frequency of MAIT_resting cells compared to those from young mice, indicating that aging is associated with an accumulation of MAIT cells exhibiting an inactive phenotype. (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E, F</bold>
</xref>). The frequencies of MAIT_activated and MAIT_proliferating cells were lower in MAIT cells from aged mice (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E, F</bold>
</xref>). However, due to the overall increase in the total number of MAIT cells, the abundance of MAIT_proliferating was similar between young and aged mice, while the abundance of MAIT_activated increased with age. The increased percentage of resting MAIT cells in aged mice was also associated with decreased expression of several T cell activation genes (<italic>Icos, Nfkb1, Cd40lg, Nfil3</italic>) and checkpoint genes (<italic>Pdcd1, Ctla4</italic>) in the overall MAIT cell population (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The transcriptomes of MAIT cells alter with age. Single cell RNA-seq (scRNA-seq) was performed with MAIT cells sorted from the large intestinal laminal propria (LILP) of young and aged mice. <bold>(A)</bold> UMAP profiles of the transcriptomes of intestinal MAIT cells. <bold>(B)</bold> Feature plots depicting expression of the indicated genes. <bold>(C)</bold> Annotation of MAIT cell subsets. <bold>(D)</bold>, Dot plots showing expression of the indicated genes by each MAIT cell subset. <bold>(E)</bold> UMAP profiles of MAIT cells from young and aged mice separately. <bold>(F)</bold> Percentages of each subset in MAIT cells from young and aged mice. <bold>(G)</bold> Feature plots showing expression of IFNG and IL17A by MAIT cells from young and aged mice. <bold>(H)</bold> Gene sets that are overrepresented in differentially expressed genes in MAIT_activated cells between young and aged mice. <bold>(I)</bold> Violin plots showing expression of the indicated genes by MAIT_activated cells from young and aged mice. Data are from 6 mice pooled per group. **p&lt;0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1504806-g002.tif"/>
</fig>
<p>Interestingly, our scRNA-seq data revealed that MAIT cells from young mice primarily expressed <italic>Il17a</italic>, with minimal <italic>Ifng</italic> expression, while MAIT cells from aged mice showed a strong preference for <italic>Ifng</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2G</bold>
</xref>). Since the majority of cytokine-producing cells are found in the MAIT_activated subset, we focused our analysis on this group. GSEA indicated that gene sets associated with the interferon-gamma pathway and killer cell activity were significantly upregulated in MAIT_activated cells from aged mice compared to those from young mice (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2H</bold>
</xref>). MAIT_activated cells in aged mice exhibited markedly higher expression levels of <italic>Ifng</italic>, T helper type 1 (Th1)-related chemokines <italic>Ccl5</italic> and <italic>Ccl4</italic>, and the Th1 transcription factor <italic>Tbx21</italic> (encoding T-bet). In contrast, MAIT_activated cells from young mice expressed elevated levels of T helper type 17 (Th17)-related cytokines and receptors, including <italic>Il17a</italic>, <italic>Il22</italic>, <italic>Ccr6</italic>, and <italic>Il23r</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2I</bold>
</xref>). The expression of cytotoxic molecules varied with aging. Granzyme B (<italic>Gzmb</italic>) was more highly expressed in MAIT_activated cells from young mice, whereas the expression of other cytotoxic genes, <italic>Nkg7</italic> and <italic>Prf1</italic> (encoding perforin), was elevated in aged mice (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2I</bold>
</xref>). Thus, aging induced a shift from MAIT1 to MAIT17 profiles in MAIT cells, with variable effects on cytotoxic molecules.</p>
<p>To validate our scRNA-seq findings, we performed extensive QPCR analysis on MAIT cells sorted from individual mice. Post sorting flow cytometry analysis verified high post sorting purity (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure S2</bold>
</xref>). QPCR results confirmed that MAIT cells from aged mice expressed higher levels of Th1-like cytokines and chemokines, including <italic>Ifng</italic>, <italic>Ccl5</italic>, and <italic>Ccl4</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). In contrast, MAIT cells from young mice showed elevated expression of Th17-like cytokines and associated receptors, such as <italic>Il17a</italic>, <italic>Il22</italic>, <italic>Ccr6</italic>, and <italic>Il23r</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Additionally, the Th1-related transcription factor <italic>Tbx21</italic> was significantly upregulated in MAIT cells from aged mice compared to those from young mice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). While <italic>Gzmb</italic> was upregulated in MAIT cells from young mice, other cytotoxic genes, such as <italic>Nkg7</italic> and <italic>Prf1</italic>, were more highly expressed in MAIT cells from aged mice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Although <italic>Gzma</italic> mRNA was barely detectable in the scRNA-seq data, it was identified in MAIT cells from aged mice but not from young mice through QPCR analysis (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Together, our results indicate that intestinal MAIT cells shift from a MAIT17 profile to a MAIT1 profile with aging, accompanied by decreased expression of <italic>Gzmb</italic> and increased expression of other cytotoxic molecules.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Aging is associated with a shift from MAIT17 to MAIT1 cells. <bold>(A)</bold> MAIT cells were sorted from the large intestinal laminal propria of young and aged mice by fluorescence activated cell sorting. mRNA levels of the indicated genes were measured by QPCR analysis. <bold>(B)</bold> 5000 sorted MAIT cell were cultured with IL-7 and plate-bound anti-CD3 and anti-CD28 antibodies for 3 days. Cell numbers after 3 days of culture were measured. <bold>(C)</bold> The concentrations of cytokines and chemokines in the culture supernatant were measured by bead-based multiplex assays. <bold>(D)</bold> The concentrations of granzyme B in the culture supernatant were measured by ELISA. Data are from 6 mice per group, pooled from 2 independent experiments <bold>(A)</bold>; or are from 4 mice per group, representative of 2 independent experiments <bold>(B-D)</bold>. QPCR data are normalized to Gapdh. **p&lt;0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1504806-g003.tif"/>
</fig>
<p>To assess whether the effector functions of MAIT cells change with aging, we sorted MAIT cells by FACS and cultured them <italic>in vitro</italic> with plate-bound anti-CD3 and anti-CD28 antibodies, adding IL-7 to enhance cell survival. Both MAIT cells from young and aged mice proliferated at similar rates <italic>in vitro</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). We then measured the concentrations of cytokines and chemokines in the culture supernatants using Legendplex, a bead-based multiplex kit. Th1-like cytokines and chemokines, including IFN&#x3b3;, CCL3, and CCL4, were readily detectable in the culture supernatant of MAIT cells from aged mice, but not from young mice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). CCL5 concentrations were also significantly higher in aged mice compared to their young counterparts (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). In contrast, IL17 was prominently detected in the supernatants of MAIT cells from young mice, but not in those from aged mice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). CCL20, a chemokine associated with Th17 cells, was similarly present in young mice&#x2019;s culture supernatants but absent in those from aged mice (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). Additionally, MAIT cells from young mice produced higher levels of Granzyme B compared to those from aged mice, as measured by ELISA (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D</bold>
</xref>). Other cytotoxic molecules were not assessed due to the unavailability of reliable ELISA or multiplex assay kits for those targets. Collectively, these data suggest that aging induces a functional shift in MAIT cells from a MAIT17 profile to a MAIT1 profile.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>ROR&#x3b3;t regulates the production of effector molecules by MAIT cells</title>
<p>ROR&#x3b3;t is a transcription factor highly expressed in MAIT cells (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Using flow cytometry analysis, we verified positive expression of ROR&#x3b3;t in MAIT cells from both young and age mice (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). However, the expression level of ROR&#x3b3;t showed a moderate decrease with aging (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). To investigate the role of ROR&#x3b3;t in regulating MAIT cell function, we sorted MAIT cells by FACS and cultured them with the ROR&#x3b3;t inhibitor GSK805 and vehicle control. Post sorting analysis verified high post sorting purity (<xref ref-type="supplementary-material" rid="SF3">
<bold>Supplementary Figure S3</bold>
</xref>). Inhibition of ROR&#x3b3;t did not significantly affect MAIT cell growth <italic>in vitro</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). However, we observed notable changes in cytokine and chemokine production (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). Specifically, GSK805 significantly increased the production of Th1 cytokines and chemokines, including IFN&#x3b3;, CCL3, CCL4, and CCL5, in MAIT cells from aged mice (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). In contrast, the production of Th17-related cytokines and chemokines, such as IL17, IL22, and CCL20, in MAIT cells from young mice was diminished by GSK805 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). The production of Granzyme B remained unchanged with GSK805 treatment (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4E</bold>
</xref>). Together, these data indicate that ROR&#x3b3;t promotes MAIT17 effector molecules while repressing MAIT1 effector molecules.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>ROR&#x3b3;t inhibition leads to reduced IL17 but increased IFN&#x3b3; production in mouse MAIT cells. <bold>(A)</bold> Representative flow cytometry profiles showing expression of ROR&#x3b3;t by by MAIT cells from the large intestinal laminal propria of young and aged mice. <bold>(B)</bold> Mean fluorescence intensity (MFI) of ROR&#x3b3;t. <bold>(C)</bold> 5000 sorted MAIT cell were cultured with IL-7 and plate-bound anti-CD3 and anti-CD28 antibodies, in the presence of ROR&#x3b3;t inhibitor GSK805 or vehicle control, for 3 days. Cell numbers after 3 days of culture were measured. <bold>(D)</bold> The concentrations of cytokines and chemokines in the culture supernatant were measured by bead-based multiplex assays. <bold>(E)</bold> The concentrations of granzyme B in the culture supernatant were measured by ELISA. Data are from 4 mice per groups, representative of two independent experiments. **p&lt;0.01; n.s. not significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1504806-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>The transcriptomes of human intestinal MAIT cells are separated into MAIT1 and MAIT17 subsets</title>
<p>To examine the transcriptomes of human intestinal MAIT cells, we performed scRNA-seq on human colon laminal propria MAIT cells, identified using MR1 tetramers and characterized by high levels of CD161 (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). Due to the effects of aging on MAIT cells, we obtained de-identified samples from seven individuals of middle age (45-65 years), to ensure inclusion of both MAIT1 and MAIT17 profiles. The identities of the MAIT cell transcriptomes were validated by high expression levels of the characteristic transcription factors <italic>RORC</italic> and <italic>ZBTB16</italic> (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5B, C</bold>
</xref>). UMAP analysis clearly separated MAIT1 and MAIT17 cells (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5D, E</bold>
</xref>). Subsets 0 and 2, which exhibited similar transcriptomes with elevated IFNG expression, were annotated as &#x201c;MAIT1&#x201d; (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5D, E</bold>
</xref>). Subsets 1 and 3, which were close at the transcriptomic level and showed high IL17A expression, were designated as &#x201c;MAIT17&#x201d; (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5D, E</bold>
</xref>). Proliferating MAIT cells did not form distinct clusters (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5E</bold>
</xref>). We then compared gene expression profiles between MAIT1 and MAIT17 cells. GSEA revealed that gene sets associated with lymphocyte cytotoxicity were upregulated in MAIT1 cells, while genes related to inflammatory cytokine responses were elevated in MAIT17 cells (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5F</bold>
</xref>). In addition to IFNG, MAIT1 cells exhibited higher levels of Th1-related chemokines, including CCL3, CCL4, and CCL5 (<xref ref-type="fig" rid="f5">
<bold>Figure 5G</bold>
</xref>). Conversely, MAIT17 cells expressed higher levels of Th17-related cytokines and chemokines, such as <italic>IL17A</italic> and CCL20. MAIT17 cells also showed increased expression of <italic>GZMB</italic>, whereas MAIT1 cells expressed higher levels of other cytotoxic genes, including <italic>GZMA</italic>, <italic>NKG7</italic>, <italic>PFR1</italic>, and <italic>GNLY</italic> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5G</bold>
</xref>). Furthermore, MAIT1 cells expressed higher levels of the Th1 characteristic transcription factor TBX21 and the cytotoxic lymphocyte transcription factor <italic>EOMES</italic> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5G</bold>
</xref>). <italic>TCF7</italic> expression was also higher in MAIT1 cells compared to MAIT17 cells (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5G</bold>
</xref>). These gene expression patterns closely resemble the aging-related changes observed in mouse MAIT cells. Together, these findings indicate that the transcriptomes of human intestinal MAIT cells separated into MAIT1 and MAIT17 subsets, exhibiting expression patterns of effector molecules similar to those seen in aging-related changes in mouse MAIT cells.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The transcriptomes of Human intestinal MAIT cells were separated into MAIT1 and MAIT17. <bold>(A)</bold> representative flow cytometry profile of human MAIT cells in human colon laminal propria. Plots were pre-gated on CD45+ CD3+ cells. <bold>(B)</bold> scRNA_seq were performed from human MAIT cells purified by FACS. Shown are UMAP plots. <bold>(C)</bold> Feature plots showing expression of RORC an ZBTB16 in human MIAT cells. <bold>(D)</bold> Annotation of human MAIT cells into MAIT1 and MAIT17 subsets. <bold>(E)</bold> Feature plots showing expression of the indicated genes. <bold>(F)</bold> Gene sets enriched in genes differentiability expressed between human MAIT17 and MAIT1 cells. <bold>(G)</bold> Violin plots showing expression of the indicated genes in human MAIT17 and MAIT1 cells. Data are from FACS-sorted and pooled MAIT cells from the large intestinal laminal propria of 7 human individuals. **, P &lt; 0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1504806-g005.tif"/>
</fig>
<p>We used the ROR&#x3b3;t inhibitor GSK805 to further investigate the role of ROR&#x3b3;t in regulating human MAIT cell function. Flow cytometry analysis revealed that nearly all MAIT cells expressed ROR&#x3b3;t (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). Inhibition of ROR&#x3b3;t by GSK805 led to an increase in the production of Th1-related cytokines and chemokines, including IFN&#x3b3;, CCL3, CCL4, and CCL5, while the production of Th17-related cytokines and chemokines, such as IL17A and CCL20, was significantly reduced (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B, C</bold>
</xref>). Additionally, the production of cytotoxic molecules by human MAIT cells remained unchanged following GSK805 treatment (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>). Together, these data indicate that ROR&#x3b3;t inhibits the production of Th1-like cytokines and chemokines while promoting Th17-like cytokines and chemokines, without affecting the production of cytotoxic molecules in human MAIT cells.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>ROR&#x3b3;t inhibition leads to reduced IL17 but increased IFN&#x3b3; production in human MAIT cells. <bold>(A)</bold> Representative flow cytometry profiles showing expression of RORgt by human colon laminal propria MAIT cells. <bold>(B)</bold> 50,000 sorted MAIT cell were cultured with IL-7 and plate-bound anti-CD3 and anti-CD28 antibodies, in the presence of RORgt inhibitor GSK805 or vehicle control, for 48 hours. Shown are the concentrations of IL17 and IFNg measured by multiplex assay. <bold>(C)</bold> The concentrations of chemokines measured by bead-based multiplex assays. <bold>(D)</bold> The concentrations of cytotoxic proteins measured by bead-based multiplex assays. Data are from 7 human individuals. **p&lt;0.01; n.s, not significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1504806-g006.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Decreased expressions of RORC and IL17 correlate with poorer disease prognosis in colon cancer</title>
<p>To determine the association of MAIT effector function with disease prognosis, we examine the correlation between the expression of MAIT cell effector genes with patient survival using the gene expression data and clinical information of 446 patients from TCGA-COAD cohorts (<xref ref-type="bibr" rid="B32">32</xref>). We first applied a univariate Cox proportional-hazards regression model to assess the correlate of each MAIT cell effector molecule gene with patient mortality. Our results reveal that a lower level of IL17A and RORC in tumors correlates with worse survival in COAD patients (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). We then separated patients into high-expression and low-expression groups for IL17A, RORC, and IFNG, using a best fit model to determine the cut-off points. Patients with lower expression of IL17A and RORC in tumors exhibited significantly poorer survival compared with those with higher expression of IL17A and RORC (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7B, C</bold>
</xref>). In contrast, the levels of IFNG were not associated with prognosis (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7D</bold>
</xref>). Together, these data indicate that expression levels of the MAIT17 signature gene IL17A and a positive MAIT17 regulator RORC positively correlate with prognosis of colon cancers.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>RORC and IL17A expression in the tumor positively correlate with survival in colon cancer patients. <bold>(A)</bold> Correlation between the expression levels of the indicated genes in tumors and mortality of colon cancer patients, by univariate cox regression test. <bold>(B)</bold> Survival curves of colon cancer patients with high and low expression of IL17A. <bold>(C)</bold> Survival curves of colon cancer patients with high and low expression of RORC. <bold>(D)</bold> Survival curves of colon cancer patients with high and low expression of IFNG. Data are from 446 patients from the TCGA-COAD cohorts.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-15-1504806-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In this study, we demonstrate that aging drives a shift in both the transcriptomes and functional properties of intestinal MAIT cells, changing from MAIT17 to MAIT1 profiles. Our results show that human MAIT17 and MAIT 1 cells express similar effector gene expression patterns to those found in MAIT cells from young and aged mice. We identified ROR&#x3b3;t as an important regulator of MAIT17 versus MAIT1 effector function, and revealed a positive correlation of RORC and IL17 expression with the prognosis of colon cancer (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>). These results together highlight the dynamic nature of MAIT cell effector function and provide insights into the intricate biology of innate-like T cells.</p>
<p>Aging is a complex process affecting all organs and systems (<xref ref-type="bibr" rid="B37">37</xref>). Aging is associated with progressive dysfunction of the adaptive immune system, leading to decreased defense against pathogens and malignancies and impaired vaccine responses (<xref ref-type="bibr" rid="B38">38</xref>). The immunodeficiencies occur alongside with inflammaging, characterized by heightened basal level of inflammation in aging bodies (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>). In addition, various aging-associated lymphocyte populations with distinctive molecular and functional properties emerge, although their importance remains to be fully understood (<xref ref-type="bibr" rid="B41">41</xref>&#x2013;<xref ref-type="bibr" rid="B46">46</xref>). In this study, we revealed found that aging induces drastic changes in the transcriptomes and functional capabilities of mucosal MAIT cells. Notably, MAIT cells from aged mice exhibit comparable proliferative capabilities as those from young, suggesting minimal effects of cellular senescence. Despite an increased proportion of cells with an inactive MAIT cells with aging, MAIT cells exhibiting proliferative and active phenotypes are retained with aging. However, aging is associated with a prominent shift from MAIT17 to MAIT1 function, together with variable alterations in the expressional levels of cytotoxic molecules. While the physiological and pathologic implications of these changes in health and diseases remain to be fully explored by future investigation, our findings highlight the complex effects of aging on innate-lymphocyte dynamics, providing insights into the mechanisms of immune cell aging.</p>
<p>Our work also identified ROR&#x3b3;t as an important regulator of MAIT17 versus MAIT1 effector functions in both mice and humans ROR&#x3b3;t is a key transcription factor involved in Th17 and group-3 innate lymphoid cell (ILC3) differentiation, and is highly expressed in double positive (DP) thymocytes during early T cell development (<xref ref-type="bibr" rid="B47">47</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>). Here using ROR&#x3b3;t inhibitors, we explored the role of ROR&#x3b3;t in mature MAIT cell function. We found that ROR&#x3b3;t is dispensable for the maintenance and proliferation of mature MAIT cells, but it promotes IL17 expression and represses IFNG expression in MAIT cells. MAIT cells in aged mice exhibited lower levels of ROR&#x3b3;t compared to those in young mice, which may contribute to a shift from a MAIT17 profile to a MAIT1 profile with aging. Of note, inhibition of ROR&#x3b3;t increased IFN&#x3b3; and Th1-related chemokine expression in MAIT1-like cells from aged mice; however, it was insufficient to induce IFN&#x3b3; expression in MAIT17-like cells from young mice. Thus, ROR&#x3b3;t inhibition can modulate the levels of cytokine and chemokine gene expression, but does not lead to a conversion between MAIT1 and MAIT17 subsets. Our results also indicate that MAIT cells and MAIT17 subset express varying levels of different cytotoxic molecules, which were not affected by RORgt inhibition. Targeting RORgt might offer a viable strategy for selectively altering cytokine and chemokine production of MAIT cells without compromising their cytotoxic activity, potentially influencing the course of certain diseases.</p>
<p>We have also explored the correlation between MAIT cell effector molecules with disease prognosis in colorectal cancers. Analysis of TGCA databases reveal that higher expressions of RORC and IL17 are associated with better prognosis in colorectal cancer patients. IFNG or cytotoxic molecule expression did not show significant correlations with disease prognosis. In healthy humans, IL-17 is produced at basal levels in the intestines, contributing to intestinal homeostasis and epithelial barrier integrity and repair (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>). While some studies suggest pro-tumorigenic potential of IL-17, others propose that it may play a protective role (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>). Our unbiased genomic analysis from TCGA databases revealed a positive correlation between both IL-17 and RORC and improved survival in colorectal cancer patients. However, it remains unclear whether this correlation is due to IL-17 itself or reflects the activity of specific cell populations expressing IL-17 and RORC. Given the abundance of MAIT cells in humans, the decline in MAIT17 profile with aging may contribute to mechanisms of the increased susceptibility to COAD with aging. Future studies to explore the distinctive functions of MAIT1 versus MAIT17 and their effector molecules in disease development and progression would be highly worthwhile. In addition, our focus on colorectal cancer (COAD) was driven by the availability of well-established large gene expression datasets, which provided high-quality data with adequate statistical power. Exploring MAIT cell gene expression profiles in other intestinal disorders and in cancers of different organs represents an important avenue for future research.</p>
<p>Our study has several limitations, including a small sample size of human tissue samples and a relatively narrow focus on intestinal tissue and colorectal adenocarcinoma (COAD). Additionally, our analysis was restricted to MAIT cells and did not encompass other immune cell types. Future research should aim to expand these findings by investigating MAIT cells from various organs and exploring other tissue-resident T cell subsets. Furthermore, because tetramer staining requires live T cells with functional TCRs, we were unable to perform immunofluorescence or immunohistochemical staining to identify mouse MAIT cells in fixed or frozen tissue. Overcoming this technical challenge is essential for revealing the precise locations where MAIT cells accumulate with aging.</p>
<p>We used mouse models to study the effects of aging on MAIT cells, because mouse models allow for controlled conditions with fewer confounding factors. Whether aging has similar effects on MAIT cells at mucosal barriers in humans remain to be elucidated by future investigation. A few recent publications indicate that the frequencies of circulating MAIT cells in the peripheral blood of humans undergo dynamic changes with aging (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B54">54</xref>). However, exploring physiological aging in humans presents significant challenges, particularly the lack of feasibility identifying a completely healthy elderly population free from chronic inflammatory disorders and other health conditions, especially among the very elderly. Recent work indicates that MAIT cells are highly sensitive to chronic conditions in humans, with their numbers diminished in states such as obesity, diabetes and severe asthma (<xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B56">56</xref>). As MAIT cells are still an understudied subset of immune cells, we lack a comprehensive understanding of other conditions that may influence their abundance. Thus, the physiological effects of aging on MAIT cells may be obscured by the prevalence of inflammatory conditions in the elderly. Additionally, obtaining sufficient mucosal tissue from healthy elderly individuals also lacks feasibility, limiting current studies to peripheral blood MAIT cells. Addressing these challenges in human aging research is essential to uncover the precise physiological effects of aging on MAIT cells.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: E-MTAB-14483 and E-MTAB-14482 (ArrayExpress).</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Ethics Committee of Nanjing Drum Tower Hospital. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin. The animal study was approved by Ethics Committee of Nanjing Drum Tower Hospital. 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>ZY: Methodology, Software, Visualization, Writing &#x2013; original draft. BL: Formal analysis, Methodology, Software, Writing &#x2013; original draft. ML: Data curation, Resources, Writing &#x2013; original draft. ZH: Data curation, Formal analysis, Resources, Writing &#x2013; original draft. CR: Investigation, Resources, Writing &#x2013; original draft. XC: Investigation, Visualization, Writing &#x2013; original draft. XK: Investigation, Resources, Writing &#x2013; original draft. HC: Investigation, Resources, Writing &#x2013; original draft. EX: Funding acquisition, Resources, Writing &#x2013; review &amp; editing. WG: Conceptualization, Supervision, Writing &#x2013; review &amp; editing. XX: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review &amp; editing.</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 funded by National Natural Science Foundation of China (82203578, 82372805), Key Research and Development Program of Jiangsu Province (BE2022667), Key Research and Development Program of Jiangsu Province (BE2022753), Key Project of Nanjing Health Commission (ZKX21013), the Research Project of Jiangsu Health Committee (M2022096) and Taikang Health Investment Youth Medical Research Start-up Fund Project (2022002).</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="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s11" 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="s12" 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.2024.1504806/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fimmu.2024.1504806/full#supplementary-material</ext-link>
</p>
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<supplementary-material xlink:href="Image2.jpeg" id="SF2" mimetype="image/jpeg"/>
<supplementary-material xlink:href="Image3.jpeg" id="SF3" mimetype="image/jpeg"/>
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